The Pennsylvania State University The Graduate School Department of Mechanical and Nuclear Engineering CHARACTERIZATION OF ITALIAN TILE SAMPLES USING COMPARATIVE NEUTRON ACTIVATION ANALYSIS IN THE PENN STATE BREAZEALE NUCLEAR REACTOR A Thesis in Nuclear Engineering by Chad B. Durrant 2014 Chad B. Durrant Submitted in Partial Fulfillment of the Requirements for the Degree of Master of Science May 2014 ii The thesis of Chad B. Durrant was reviewed and approved* by the following: Kenan Ünlü Professor of Nuclear Engineering Director of Radiation Science and Engineering Center Thesis Advisor Amanda M. Johnsen Research Associate, Radiation Science and Engineering Center Special Signatory Karen A. Thole Professor of Mechanical Engineering Department Head of Mechanical and Nuclear Engineering *Signatures are on file in the Graduate School iii ABSTRACT Comparative neutron activation analysis (CNAA) is a powerful method that is used to determine trace element compositions of unknown samples by comparing them with known samples. This is accomplished by the activation of the samples with thermal neutrons and then subsequently measuring the corresponding delayed gamma rays. There are three principal goals achieved from this research: developing an irradiation fixture with suitable neutron fluences and large sample number capacity, characterizing the thermal neutron flux of the irradiation fixture, and determining the trace element composition of 15 Italian tiles. The Italian tiles come from two archeological sites, Tarquinia and Veii in Italy. By determining the trace element composition of the samples, the tiles can be separated into groups based on their composition. Archeologists then use the composition data to determine where material used to make these tiles and other similar artefacts originated from. Once the origins of these samples are determined other conclusions such as trade and technology transfer in the region can be drawn. In order to use CNAA at the Radiation Science and Engineering Center to determine the trace element composition of 15 Italian tile samples, an irradiation fixture and sample holder were designed and built for the Penn State Breazeale Reactor (PSBR). This sample holder allows up to 28 samples to be irradiated simultaneously at relatively similar thermal neutron fluences. A short irradiation with a total neutron fluence of ~ 6.1 x 1014 neutrons/cm2 and a long irradiation with total neutron fluence of ~ 5.8 x 1017 neutrons/cm2 were performed. The irradiation fixture is also durable and made mostly with high purity aluminum, thereby minimizing the impurities that can increase the activity of the sample holder across multiple irradiations. An encapsulation method for the samples was developed using high purity quartz ampoules to minimize the interferences in the gamma spectra as well as minimize the activity produced. The thermal and epithermal neutron flux profile of the sample holder was characterized using bare gold-aluminum wires and cadmium iv covered gold-aluminum wires. The total variation from highest to lowest thermal neutron flux was ~30%. Lastly, the trace element compositions of the 15 Italian tile samples were determined by CNAA. Between 13 and 16 trace elements were determined for each sample including: sodium, potassium, manganese, strontium, europium, scandium, titanium, chromium, iron, zinc, rubidium, antimony, barium, hafnium, calcium, and zirconium. The concentrations of the trace elements determined ranged from hundreds of part per billion (ppb) for antimony to tens of milligrams per gram for potassium, titanium, and iron. All other trace elements had concentrations within that range. After the trace element compositions for each sample were determined, the samples were analyzed and clustered into two groups of similar composition. Group 1 is composed of samples 139B-148B and Group 2 is composed of samples 149B-153B. Based upon comparisons with previous work Group 1 samples likely originate from Tarquinia and Group 2 samples likely originate from Veii. The elements primarily responsible for these groupings are europium, chromium, hafnium, scandium, rubidium and zirconium. Scatter plots with europium and chromium as one of the trace elements concentrations give the most distinct separation between the groupings. One exception is the zirconium plot of sample 145B, which appears to suggest that sample 145B is part of neither group. This research also corroborates the findings of previous studies and demonstrates the efficacy of CNAA as an analytical technique for determining the trace element composition of Italian tile samples. v TABLE OF CONTENTS List of Figures ......................................................................................................................... vi List of Tables ........................................................................................................................... viii Acknowledgements .................................................................................................................. x Chapter 1 Introduction and Objectives .................................................................................... 1 Chapter 2 Neutron Activation Analysis Methods .................................................................... 4 2.1 Neutron Interactions ................................................................................................... 4 2.2 NAA Methods ............................................................................................................ 7 2.2.1 Instrumental NAA ................................................................................................... 7 2.2.2 Comparative NAA .................................................................................................. 8 2.2.3 Single Comparator NAA ......................................................................................... 9 Chapter 3 Application of NAA to Provenance Studies............................................................ 12 Chapter 4 Radiation Science and Engineering Center NAA Facility ...................................... 15 4.1 The Penn State Breazeale Nuclear Reactor (PSBR) .................................................. 15 4.2 RSEC Radionuclear Applications Laboratory ........................................................... 17 4.3 The PSBR 2” x 6” Irradiation Fixture ........................................................................ 20 4.4 The Sample Holder for the 2” x 6” Irradiation Fixture .............................................. 22 4.5 Neutron Flux Characterization of the 2” x 6” Irradiation Fixture .............................. 25 4.6 Irradiation Preparation and Procedures ...................................................................... 30 4.7 Error Propagation ....................................................................................................... 39 Chapter 5 Experimental Results............................................................................................... 40 5.1 Italian Tiles Data Summary ....................................................................................... 40 5.2 Quality Control Data .................................................................................................. 45 Chapter 6 Analysis of CNAA Results...................................................................................... 47 Chapter 7 Conclusions and Future Work ................................................................................. 53 References ................................................................................................................................ 57 Appendix A Appendix B Appendix C Appendix D Physical Specifications ............................................................................... 63 NIST Certificates ........................................................................................ 65 Procedures .................................................................................................. 69 Comprehensive Sample Data...................................................................... 93 vi LIST OF FIGURES Figure 4.1. A map of the PSBR core loading number 54. ....................................................... 16 Figure 4.2. A map of the PSBR core loading number 55. ....................................................... 16 Figure 4.3. The Automatic Sample Handling System (ASHS) used for counting samples. .... 18 Figure 4.4. The rotating sample holder, which can hold up to 90 samples at a time. .............. 18 Figure 4.5. On the left is the HPGe detector, lead shielding, and pneumatic arm (red) that receives the sample from the ASHS arm and lowers the samples into the shielding. On the right is the computer and DSA 2000 used to collect and analyze the data. .......... 19 Figure 4.6. A schematic diagram of the 2 x 6 tube and the accompanying shield plug [17]. .. 21 Figure 4.7. The sample holder with the hinges opened. .......................................................... 23 Figure 4.8. The sample holder with the hinges closed. The first number represents the position number (1-28) in the sample holder. The second number is the sample (139B-153B), the plastic clay standard (S1-S5) or brick clay quality control (B1B5). The sample holder faces the reactor core from this position................................... 24 Figure 4.9. The normalized thermal neutron flux in the sample holder. .................................. 28 Figure 4.10. The certified elements and concentrations of the plastic clay SRM 98b. ............ 31 Figure 4.11. Uncertified elements and concentrations in the plastic clay SRM 679. .............. 31 Figure 4.12. A picture of the 15 Italian tile samples after being sealed in quartz ampoules. .. 35 Figure 5.1. An example gamma spectra that was obtained from counting sample 147B. ....... 44 Figure 6.1. A scatter plot that shows the sodium and potassium trace element compositions of the tile samples. No distinct groups are found...................................... 49 Figure 6.2. A scatter plot of the europium and chromium trace element compositions for the tile samples. Two distinct groups appear. ................................................................. 50 Figure 6.3. A scatter plot of the rubidium and zirconium trace element compositions for the tile samples. The outlier is from sample 145B. ......................................................... 50 Figure A.1. HPGe detector dimensions provided by the manufacturer. .................................. 63 Figure A.2. A diagram of the PSBR core and 2 x 6 tube fixture coupling to the core [17]. .... 64 Figure D.1. A scatter plot of europium and rubidium trace element concentrations in the Italian tiles. ....................................................................................................................... 106 vii Figure D.2. A scatter plot of europium and scandium trace element concentrations in the Italian tiles. ....................................................................................................................... 106 Figure D.3. A scatter plot of europium and hafnium trace element concentrations in the Italian tiles. ....................................................................................................................... 107 Figure D.4. A scatter plot of europium and zirconium trace element concentrations in the Italian tiles. ....................................................................................................................... 107 Figure D.5. A scatter plot of hafnium and chromium trace element concentrations in the Italian tiles. ....................................................................................................................... 108 Figure D.6. A scatter plot of hafnium and rubidium trace element concentrations in the Italian tiles. ....................................................................................................................... 108 Figure D.7. A scatter plot of hafnium and scandium trace element concentrations in the Italian tiles. ....................................................................................................................... 109 Figure D.8. A scatter plot of hafnium and zirconium trace element concentrations in the Italian tiles. ....................................................................................................................... 109 Figure D.9. A scatter plot of chromium and scandium trace element concentrations in the Italian tiles. ....................................................................................................................... 110 Figure D.10. A scatter plot of chromium and rubidium trace element concentrations in the Italian tiles. ....................................................................................................................... 110 Figure D.11. A scatter plot of chromium and zirconium trace element concentrations in the Italian tiles. ................................................................................................................. 111 Figure D.12. A scatter plot of scandium and rubidium trace element concentrations in the Italian tiles. ....................................................................................................................... 111 Figure D.13. A scatter plot of scandium and zirconium trace element concentrations in the Italian tiles. ................................................................................................................. 112 viii LIST OF TABLES Table 4.1. Analysis Sequence Steps. ....................................................................................... 19 Table 4.2. The Thermal Neutron Flux Profile of the Sample Holder at the Core Face. .......... 27 Table 4.3. Heraeus Suprasil 310 Quartz Manufacturer Reported Impurities [26]. .................. 33 Table 5.1. Sample 147B Trace Element Composition. ............................................................ 41 Table 5.2. Trace Element Concentrations. ............................................................................... 43 Table 5.3. A Summary of Quality Control Sample #4............................................................. 46 Table 6.1. MCD Grouping Data for the Pottery Samples. ....................................................... 48 Table 6.2. SMED Group Variance Data for the Pottery Samples. ........................................... 51 Table 6.3. Group 1 Statistics. ................................................................................................... 52 Table 6.4. Group 2 Statistics. ................................................................................................... 52 Table D.1. Experimentally determined composition of Sample 139B using the plastic clay comparator standard. ................................................................................................ 93 Table D.2. Experimentally determined composition of Sample 140B using the plastic clay comparator standard. ................................................................................................ 93 Table D.3. Experimentally determined composition of Sample 141B using the plastic clay comparator standard. ................................................................................................ 94 Table D.4. Experimentally determined composition of Sample 142B using the plastic clay comparator standard. ................................................................................................ 94 Table D.5. Experimentally determined composition of Sample 143B using the plastic clay comparator standard. ................................................................................................ 94 Table D.6. Experimentally determined composition of Sample 144B using the plastic clay comparator standard. ................................................................................................ 95 Table D.7. Experimentally determined composition of Sample 145B using the plastic clay comparator standard. ................................................................................................ 95 Table D.8. Experimentally determined composition of Sample 146B using the plastic clay comparator standard. ................................................................................................ 96 Table D.9. Experimentally determined composition of Sample 147B using the plastic clay comparator standard. ................................................................................................ 96 ix Table D.10. Experimentally determined composition of Sample 148B using the plastic clay comparator standard. ................................................................................................ 97 Table D.11. Experimentally determined composition of Sample 149B using the plastic clay comparator standard. ................................................................................................ 97 Table D.12. Experimentally determined composition of Sample 150B using the plastic clay comparator standard. ................................................................................................ 97 Table D.13. Experimentally determined composition of Sample 151B using the plastic clay comparator standard. ................................................................................................ 98 Table D.14. Experimentally determined composition of Sample 152B using the plastic clay comparator standard. ................................................................................................ 98 Table D.15. Experimentally determined composition of Sample 153B using the plastic clay comparator standard. ................................................................................................ 98 Table D.16. Experimentally determined composition of standard B1 using the plastic clay comparator standard. ........................................................................................................ 99 Table D.17. Experimentally determined composition of standard B2 using the plastic clay comparator standard. ........................................................................................................ 100 Table D.18. Experimentally determined composition of standard B3 using the plastic clay comparator standard. ........................................................................................................ 101 Table D.19. Experimentally determined composition of standard B4 using the plastic clay comparator standard. ........................................................................................................ 102 Table D.20. Experimentally determined composition of standard B5 using the plastic clay comparator standard. ........................................................................................................ 103 Table D.21. Tabulated Mean Character Difference (MCD) Values for Italian Tile Samples. ........................................................................................................................... 104 Table D.22. Tabulated Squared Mean Euclidian Distance (SMED) Values for the Italian Tiles.................................................................................................................................. 105 x ACKNOWLEDGEMENTS I would like to thank my advisor Dr. Kenan Ünlü for his direction as I carried out my research and for his assistance as I achieve my academic and professional goals. I would also like to thank the staff of the Radiation Science and Engineering Center, especially Dr. Brenden Heidrich and Thierry Daubenspeck for their ideas and insights in developing equipment apparatus and Ron Aiken for machining and building said equipment and for allowing me to use his shop for many hours while learning how to make quartz ampoules. Many thanks also to Dr. Amanda Johnsen for her meticulous instruction in the laboratory and for the countless hours she spent proofreading this manuscript. I would like to thank Eric Boeldt and Dave Bertocchi from Environmental Health and Safety for their assistance in developing safe handling procedures and releasing numerous samples to me. I would like to also thank my fellow graduate students Sarah Bender, Kassia Kelley, and Dağistan Şahin for their help in gamma spectroscopy and many other academic questions. Most importantly I would thank my family. My parents for support and encouragement and especially my wife Sojin and daughter Eleanor for their love, patience, and support while I spent many long days and weekends both in the laboratory and writing. Their happy smiles made many long and difficult days manageable. I would like to acknowledge my fellowship and source of funding as this research was performed under the Nuclear Forensics Graduate Fellowship Program, which is sponsored by the U.S. Department of Homeland Security, Domestic Nuclear Detection Office and the U.S. Department of Defense, Defense Threat Reduction Agency. This material is based upon work supported by the U.S. Department of Homeland Security under Grant Award Number, 2012-DN130-NF0001-02. The views and conclusions contained in this document are those of the author and should not be interpreted as necessarily representing the official policies, either expressed or implied, of the U.S. Department of Homeland Security. 1 Chapter 1 Introduction and Objectives Archaeology is a multi-disciplinary approach to the study of the development of human civilizations and societies. Artifacts from these ancient civilizations such as tools, pottery, jewelry, etc. are studied by archaeologists using chemical, physical, biological, and many other means in order to draw conclusions about how these societies operated and evolved. Among the multitude of civilizations studied, ancient Rome is one the most common and fascinating due to the complex and unique technological advancement of the society as a whole. One aspect of ancient Rome that is of particular interest to archeologists is the study of technology transfer of tile fabrication throughout Italy during the period from approximately 650 B.C. to 500 B.C. Some of the questions that these archaeologists seek to answer include: if tile fabrication technology originated in Rome or if it was obtained elsewhere, how or if that technology was transferred throughout Italy, where were the tiles fabricated, and were there multiple fabrication sites in use during this tile-making period [1, 2]. In order to answer the questions related to tile fabrication, archaeologists have analyzed numerous tile samples from excavation sites and compared them to soil samples from cores drilled at many of the same sites as well as some know clay deposits. Traditionally, the analysis of these tiles used more rudimentary means such as a classification of types based upon the iconography and style of the tiles. More recently technical methods such as petrography and neutron activation analysis (NAA) have been applied to the analysis of these tiles. Petrography takes thin slices of the tiles and uses transmitted light microscopy in order to specify characteristics within the tile or clay sample including: the arrangement, size, shape, frequency 2 and composition of the sample components [1]. NAA is a non-destructive analysis technique that gives detailed information about the chemical composition of the sample, including trace elements. NAA is one of the focal points of this thesis and the methodology is discussed in depth in Chapter 2. Other analysis methods of the soil samples also included size fractionation analysis to determine size and percentage of particles that constitute a particular sample, allowing for the classification of the samples as clays, silts, or sands, with clays having the smallest particle size and sands having largest. Clay samples can be analyzed further by firing them in a kiln and performing thermogravimetric analysis (TGA) and differential thermal analysis (DTA) with results used to determine whether a clay was of sufficient quality to be used in the production of tiles [1]. Thus far these methods have enabled archaeologists to conclude that a significant clay source used in making many of the tiles within Rome and throughout Italy is located in Rome at a site called the Velabrum. Three different tile compositions have been identified with two of them being far more common than the third. Also, distinct patterns have arisen in the primary uses of the different tile types largely due to the ability to identify the chemical fingerprint of both the tiles and clay using NAA and supplemental information obtained through the other characterization methods. In order to attain more conclusive results regarding the source(s) and the transfer of tile-making technology many more samples will need to be analyzed [1, 2]. Using NAA to determine the trace element composition of these tile and clay samples is a critical component in the evaluation of their provenance. The Penn State Breazeale Nuclear Reactor (PSBR) is an excellent source for the thermal neutrons that are needed to perform INAA on a set of 15 of these ancient Italian tile samples and thereby determine the trace element composition of those samples. The PSBR also has extensive experience using INAA for numerous dendrochronology experiments, as well as the necessary equipment including two dry tubes in the reactor core that produce high thermal neutron fluxes. However, there are various 3 methods for INAA and the method used in this research necessitated the development of a new irradiation fixture. There are specific advantages that can be gained from manufacturing a new irradiation fixture and creating new procedures as opposed to using the existing dry tubes. These advantages include being able to irradiate all of the samples together, having more uniform irradiation conditions across all of the samples, and decreasing the error associated with determining the trace element compositions of the tile samples. There are three primary goals to accomplish from this research project. The first goal is to develop an irradiation fixture for the PSBR that would achieve suitable neutron fluxes for use in NAA analyses. The irradiation fixture should also be able incorporate a large number of samples at one time in order minimize the number of irradiations and shorten the irradiation time required in the PSBR. The second goal is to characterize the thermal neutron flux in the new irradiation fixture. This will determine how long the samples must be irradiated and the variance of the thermal neutron flux vertically and axially across the irradiation fixture. Lastly the trace element composition of the 15 ancient Italian tiles will be determined, and a correlation analysis performed to determine the provenance of the samples. 4 Chapter 2 Neutron Activation Analysis Methods Neutron activation analysis (NAA) is a non-destructive analysis technique used to determine the elemental composition of materials. NAA is especially useful in determining trace elements whose concentration may be in the parts per million (ppm) or even the parts per billion (ppb) range, or may otherwise be difficult to obtain via standard chemical methods. The methodology behind NAA develops from the interactions of neutrons with the atoms present in a given material. There are three different processes by which neutrons can interact with atoms: elastic scattering, inelastic scattering, and neutron capture or absorption. The neutron capture interaction is especially important for NAA. There are also a number of different methods in which NAA is applied. The absolute method of NAA involves determining the absolute composition of a material and requires the accurate knowledge of several parameters. The single comparator method of NAA entails using knowledge about one specific element, oftentimes gold, and how it compares to many other elements in order to ascertain elemental composition in an unknown material. Finally there is the relative or comparative method of NAA. This method uses a material that is well characterized and similar to the unknown material and uses comparison techniques to establish the composition of the unknown material. 2.1 Neutron Interactions Neutrons are produced in a reactor or an accelerator and interact with matter in a number of ways. These neutrons have neither positive nor electrical charge and therefore interact directly with nucleus of an atom. Elastic scattering is a process whereby a neutron collides with the nucleus of an atom and transfers an amount of energy the nucleus. The neutron recoils in a 5 different direction and with a different speed and the nucleus also recoils with direction and speed. Kinetic energy is conserved in elastic scattering collisions. While recoiling with a small fraction of energy from the neutron, the intrinsic composition of the nucleus, or number or protons and neutrons, remains unchanged. The notation commonly used to describe these reactions is (n, n), showing that the neutron interacts with the nucleus without effecting a fundamental change to the nucleus. Inelastic scattering is similar to elastic scattering in that a neutron collides with a nucleus and transfers some of its energy. However, this energy is absorbed by the nucleus and the kinetic energy of this physical system is not conserved. The nucleus still retains the same number of protons and neutrons, but some of the energy absorbed from the neutron collision is converted to internal energy and the nucleus reaches an excited state. Eventually the nucleus will release this extra energy in the form of gamma rays and return to its natural or ground state. Inelastic scattering reactions are denoted by (n, n’), where the neutron enters the system with a specific energy state, but leaves the system under different energy conditions. There are also neutron capture, or neutron absorption, reactions. Sometimes when a neutron collides with a nucleus, the nucleus can capture, or absorb, the neutron. The likelihood of this event happening is described as the neutron capture cross-section. The capture cross-section for a given nucleus is dependent on factors such as the size and stability of the nucleus, and the energy of the incident neutron. As the capture cross-section increases, the probability that the neutron will be absorbed increases. After absorbing the neutron, the nucleus attains a highly energized transition state from which energy must be released. For this particular work, gamma rays emitted from the excited nucleus are of particular importance and will be discussed further. Other methods by which the nucleus can release energy are described in detail elsewhere [3]. Radiative capture reactions are designated as (n, γ) indicating that a neutron entered the system and a gamma ray exited the system. 6 The process by which a nucleus, excited from absorption of a neutron, emits a gamma ray(s) and returns to a stable energy state is called radioactive decay. The rate at which a nucleus undergoes decay is known as the half-life, the time for which it takes half of all excited nuclei to return to a stable energy state, and the equation used to quantify this process is shown in Equation 2.1: ⁄ 2.1 Where λ is the decay constant for the nucleus. The decay constant for each excited nucleus, or radionuclide, is unique to that specific radionuclide. Just as there is a unique decay constant for each radionuclide, the energies of the gamma rays that are emitted are unique to that specific radionuclide. When the nucleus absorbs a neutron, there is an almost instantaneous release of some of the absorbed energy in the form of a prompt gamma ray. The immediacy of prompt gamma rays makes them difficult to record and is frequently less useful in identifying or quantifying a radionuclide. After the emission of the prompt gamma ray the nucleus will still retain some of the energy absorbed from the incident neutron. This energy will be subsequently released as a delayed gamma ray or a series of delayed gamma rays. These delayed gamma rays are emitted anywhere from seconds later to days or even months later. Using a high purity germanium (HPGe) detector, the energies of these delayed gamma rays can be recorded and finely resolved in order to identify the individual radionuclide. In this way, NAA is effective because it uses these delayed gamma ray signatures to identify the elements in a material, including multiple isotopes of the same element [4, 5] 7 2.2 NAA Methods Using neutron activation analysis to determine the composition of a material has inherent advantages, including: the ability to identify multiple elements simultaneously, the ability to measure concentrations in the ppm and ppb ranges, and NAA is a non-destructive technique. NAA relies on the ability of neutrons to be absorbed by the material and then recording and analyzing the characteristic delayed gamma rays emitted therefrom. There are several variations of NAA and three of the most common will be briefly discussed. All of the NAA methods use the induced activity of a neutron-irradiated sample to determine the composition of a material. In general, the activity of a neutron-irradiated sample is determined as shown in Equation 2.2. The measured activity is then correlated to the sample concentration. 2.2 Where A is the induced activity, σabs is the absorption cross section of the target isotope, ϕth is the thermal neutron flux, N is the number of atoms of a specific isotope in the material, λ is the decay constant of the daughter isotope, and t is the decay time. The thermal neutron flux is the number of neutrons crossing a specified cross-sectional area and is discussed further in chapter 4.5. 2.2.1 Instrumental NAA Instrumental neutron activation analysis (INAA) is also known as the absolute method and is very sensitive to an accurate knowledge of a number of experimental parameters. INAA gives the absolute concentration of an element or isotope in a material but there are also some intrinsic limitations with this method. A very accurate knowledge of the thermal neutron flux received by the material is necessary in order to determine how many atoms were activated. Effects such as self-shielding within the materials must also be accounted for. Another limitation 8 arises from significant variation in the measured activity relative to small changes in the efficiency of the HPGe detector used to measure the sample activity. The efficiency and calibration of the detector is affected by slight variation in parameters such as sample size, sample orientation, etc. When trying to analyze more than a few samples, maintaining the efficiency and calibration of the detector as well as determining accurate neutron flux values for each sample becomes important. This is much easier to accomplish when there are few samples that are very uniform in size and the sample is composed of relatively few elements. 2.2.2 Comparative NAA Comparative NAA (CNAA), also known as the relative method, is another approach to determining the concentration of an element or isotope in a material. This relative method compares an unknown sample with a known standard and uses a relationship between the activity of the unknown sample and the activity and known composition of the standard to determine the composition of the unknown sample. This method is useful for situations in which a suitable standard can be found that has a similar geometry, background matrix, and trace element composition as the unknown sample. By irradiating the standard and samples together, exact knowledge of the neutron flux no longer becomes necessary, assuming the two materials are exposed to the same relative neutron flux. Determining the composition of an unknown sample with CNAA does not require accurate knowledge of the thermal neutron flux and efficiency and calibration of the HPGe detector system as is required by INAA and thus trace element composition is ascertained more simply with CNAA than INAA. The concentration of an element in an unknown sample using CNAA is found by: 2.3 9 Where the subscript s refers to the standard used in the comparison, w is the concentration of the target element (in either wt%, ppm, or ppb, as long as units are consistent), m is the mass of the sample, A is the decay rate of the product nuclide in Becquerels (Bq), D is the decay correction factor, C is the measurement counting factor, and ϕ is the relative flux correction based on the position of the sample in the sample holder [6, 7]. While CNAA has many advantages, there are some general disadvantages as well. When using the relative method of CNAA, comparing the sample with a standard that is similar in shape, weight, composition, matrix, etc. is imperative. Thus, if a suitable standard is not available the error when using this method will increase, possibly to an extent where CNAA is not an appropriate approach. Also, using the relative method of CNAA increases the number of samples that must be irradiated, thereby possibly increasing the number of irradiations that must be performed, introducing the possibility of variations in the neutron flux over multiple irradiations. The neutron flux profile itself can vary across the multiple samples within the same irradiation. Another disadvantage is that quantitative analysis of unexpected elements present in the sample cannot be performed because there is no standard with which to compare. 2.2.3 Single Comparator NAA In some situations where a satisfactory standard is unavailable, prohibitively expensive, or time-consuming to produce, the single comparator NAA method is alternative approach. The single comparator NAA method makes a multi-element analysis similar to CNAA, while irradiating and measuring only a single element, most commonly gold, as the standard. This method was first evaluated by Girardi et al [8]. The single comparator method uses experimentally-determined k factors, which are a comparison of the specific activities of the 10 comparator and the samples, to analyze the composition of the samples. Equations 2.4 and 2.5 show how these k factors are calculated [9]. 2.4 with 2.5 where * represents properties of the single comparator or monitor, Asp is the specific count rate M is the atomic weight of the irradiated element, Θ is the isotopic abundance of the target nuclide, γ is the absolute abundance of the measured γ-ray, ϵp is the full-energy peak efficiency of the detector for the measured γ-ray energy, Φ is the conventional reactor neutron flux in neutron∙cm-2∙sec-1, σ is the effective reactor neutron cross-section in barns, S = 1-exp(-λtirr), is the activity saturation factor dependent on the decay constant (λ), and the irradiation time, (tirr), D = exp(-λtd), is the decay factor and td is the decay time period, C = [1-exp(-λtm)]/ λtm, which is a measurement correction factor for decay during the measurement time period tm, Ap = is the measured average intensity of the full-energy peak (counts/sec), w is the weight of the element in grams. Usually the comparator is a small, thin foil or piece of wire that is placed directly beside the sample ensuring that the flux ratio between the comparator and the sample is effectively unity. 11 This method initially necessitates the use of many standards in order to determine the k factors. The concentrations of the sample are dependent on the experimentally determined k factors, and thus the error present in the calculation of the elemental composition of the sample is directly related to the accuracy of those k factors. The k0 method is a refinement of the single comparator method is discussed in greater depth elsewhere [9-11]. The comparative method (CNAA) was chosen for this work for several reasons. First, it was determined that suitable standards were available to use for comparison to the tile samples and that using the standards would not increase the number of irradiations needed to complete the analysis. The single comparator method or k0 method becomes significantly less accurate for some of the trace elements that are analyzed, including europium, whereas assuming the trace element concentrations of the standard were known accurately for those elements and should not change dramatically. The CNAA also allowed for rather simple analysis by removing the sensitivity of many of the measurement parameters that are present in INAA. 12 Chapter 3 Application of NAA to Provenance Studies Determining the provenance of various pottery and tile sherds is one of the primary goals for archaeological studies. Application of NAA techniques to these provenance studies began in the late 1950s and, through a great deal of refinement, has become a mature process for identifying the composition of the pottery, tile, and rock samples. A discussion of the development and refinement of these NAA techniques is followed by a brief description of the tile samples used in this project. The use of neutron-induced radioactivity to make inferences regarding the chemical composition of a material, thus proving the concept of NAA, began in the mid-1930s [27]. However, an established NAA technique that could accurately quantify trace element chemical compositions was not developed until the late 1950s when Sayre and Dodson [28] and Emeleus [29] first used the technique on pottery and coins, respectively. However, the germanium detectors used at the time had poor energy resolution, thus very few elements could be determined precisely, due to overlapping energy peaks [28-30]. From these initial studies 24Na, 42 K, 56Mn, and 46Sc were the primary isotopes found with certainty using absolute NAA. Throughout the 1960s lithium drifted germanium detectors were developed, which significantly improved their energy resolution, thereby greatly improving the capability of NAA to more accurately quantify trace element concentrations of additional elements [31]. The improvement in detector energy resolution coincided with the development of the comparative method of NAA and led to the seminal paper on pottery analysis using NAA by Perlman and Asaro in 1969 [32]. Perlman and Asaro explained in rigorous detail the procedure for making their comparator standard as well as their methods using multiple irradiations and counting periods. This procedure became the foundation by which most NAA work is carried out 13 in laboratories throughout the world today. Their work also established the ability of NAA to identify more than 30 different trace elements useful for archaeological provenance studies. Among the trace constituents used to determine provenance, some of the most common elements are barium, chromium, cesium, europium, hafnium, rubidium, scandium, strontium, thorium, and uranium [33-37]. By the 1980s, NAA, particularly comparative NAA, was the method of choice to determine trace element composition and provenance of archaeological samples. However, duplicating the efforts of Perlman and Asaro to make a pottery standard was difficult and tedious for other NAA labs; instead, various NIST standards were used as the well-characterized comparator for NAA analyses. The trace element compositions of various pottery samples are used to determine provenance according the ‘provenance postulate’ elucidated by Weigand and colleagues in 1977 [31, 38]. The provenance postulate states that there exist sufficient differences in the chemical makeup of raw materials that exceed allowable variation within a given source. Thus, the variations in the trace element composition of samples within Group A and within Group B should be less than the variation between the trace element compositions between Group A and Group B. Analyzing the variability of the trace element composition of a single sample and comparing that to the variability of similar trace element compositions of a grouping is crucial to the ability to determine inclusion of the single sample in the group and thereby the provenance of the sample. This led to the application of multivariate grouping techniques to the analysis of NAA trace element composition data [39]. More recently, these grouping techniques have been refined and more sophisticated techniques, such as cluster analysis methods that build upon the fundamental theories of multivariate grouping, are used in order to analyze tens or hundreds of samples at once [40-42]. While CNAA may be the standard for archaeological provenance studies, it is not exclusive and more recently other methods have been examined and compared to the 14 effectiveness of CNAA. In 1995 a group from the Pacific Northwest Laboratory and the University of Florida performed a comparison on the accuracy of the absolute, comparative, and k0 standardization methods of NAA. Their findings concluded that the absolute method was only as good as the nuclear data, which is difficult to obtain accurately for a large number of samples, and the k0 standardization method had the most accurate results [43]. The k0 standardization method also is capable of evaluating many samples in a single irradiation, however, CNAA continues as the primary method of analysis for archaeological samples due likely to its familiarity and ability to irradiate and evaluate numerous samples in parallel. More recently studies have compared NAA results to those obtained from X-ray fluorescence analysis (XRF), portable X-ray fluorescence analysis (pXRF), inductively coupled plasma optical emission spectrometry (ICP-OES), and inductively coupled plasma mass spectrometry (ICP-MS). Each of these methods produced initial results within ± 10 % of the NAA results, depending on the lab and the technique used. ICP-MS generally compared favorably to NAA [36, 38] with most of the ICP-MS results yielding slightly (a few percent) more accurate trace element composition results. Even with promising initial results ICP-MS remains a secondary technique to NAA for most provenance studies likely do to the familiarity and abundance of NAA laboratories as well as time and labor intensive sample preparation that is needed in order to perform ICP-MS. 15 Chapter 4 Radiation Science and Engineering Center NAA Facility The Radiation Science and Engineering Center (RSEC) houses the Penn State Breazeale Nuclear Reactor (PSBR) which provides an excellent source of neutrons necessary for NAA. The development and characterization of an additional irradiation fixture and apparatus, fuel encapsulation procedures, and the selection of standard comparison materials is described in this chapter. The RSEC also houses a Radionuclear Applications Laboratory that is essential for NAA operations. The methods and procedures to use these facilities are discussed and this chapter concludes with the sample preparation procedures. 4.1 The Penn State Breazeale Nuclear Reactor (PSBR) The PSBR is the oldest continuously operating university research reactor in the United States. While originally designed to use highly enriched material test reactor (MTR) plate type fuel, the PSBR is now a TRIGA Mark III core that uses pin type fuel. The PSBR is power rated for up to 1 MW at steady state operation and can be pulsed up to 2000 MW for approximately 10 milliseconds [12]. The reactor core is attached to a bridge that spans the open-water pool containing 71,000 gallons of de-ionized water [13]. Moving the reactor bridge on rails also allows the core to move to various locations throughout the pool, depending on the requirements of a specific experiment or operation. The TRIGA fuel pins are made of a uranium zirconium hydride matrix. The uranium content of the fuel pins is either 8.5 wt% or 12 wt% [14] and is enriched in 235U to just under 20 %. The PSBR core loading, number 54, was used for determining the flux profile and determining the initial trace element concentrations is shown in 16 Figure 4.1. The current PSBR core loading, number 55, was used for the quality control irradiations and is shown in Figure 4.2 Figure 4.1. A map of the PSBR core loading number 54. Figure 4.2. A map of the PSBR core loading number 55. 17 These maps of the PSBR core show the locations of the fuel rods, control rods, dry tubes, and 2” x 6” irradiation fixture on the core face. In Figure 4.1 the dry tubes (E-4 and E-13), the central thimble (H-9), and the 2 x 6 tube on the core face (B9-B11) are all positions where NAA samples can be irradiated in the PSBR. The dry tubes are air filled positions that are similar in size and shape to the fuel pins. The dry tubes are useful for many NAA applications and are described further elsewhere [5, 15]. The irradiations carried out in this work used the 2 x 6 irradiation fixture, the physical features and characterization of which are discussed in section 4.3. 4.2 RSEC Radionuclear Applications Laboratory The RSEC also houses a gamma ray counting laboratory essential for NAA measurements, including several HPGe dectectors and Automatic Sample Handling Systems (ASHS). After irradiation and before counting, each sample to be counted with a ASHS is placed in a polyethylene vial and then into the rotating sample holder of the ASHS (Figures 4.3 and 4.4. The ASHS can hold up to 90 samples and is used to transfer the samples one at time to the detector for counting. The ability to count samples continuously increases the consistency of the measurements and decreases the error in counting statistics by preventing extra periods of decay time. The samples are counted with the following radiation detection and measurement instrumentation: a Digital Spectrum Analyzer (DSA2000) and a CanberraTM model GC1518 High Purity Germanium (HPGe) detector with a 76005L cryostat dewar. Manufacturer specifications for the HPGe detector are included in Appendix A. The HPGe detector is enclosed with lead shielding to eliminate most of the background radiation and a copper and tin liner inside the lead to eliminate any X-rays resulting from gamma ray interactions with the lead shielding [16]. The sample changer and detector equipment is shown in Figures 4.3-4.5. 18 Figure 4.3. The Automatic Sample Handling System (ASHS) used for counting samples. Figure 4.4. The rotating sample holder, which can hold up to 90 samples at a time. 19 Figure 4.5. On the left is the HPGe detector, lead shielding, and pneumatic arm (red) that receives the sample from the ASHS arm and lowers the samples into the shielding. On the right is the computer and DSA 2000 used to collect and analyze the data. Genie 2000 (v. 3.2) software (Canberra) is used to create an analysis sequence that is used to process and analyze the spectrum obtained for each sample. The analysis sequence used in this research is as follows: Table 4.1. Analysis Sequence Steps. Step 1: Peak Locate Step 2: Peak Area Step 3: Area Correction Step 4: Efficiency Correction Step 5: Nuclide Identification Step 6: Parent Daughter Correction Step 7: Detection Limits Unidentified 2nd diff. (using a tolerance of 3.00 keV) Sum/ Non-Linear LSQ Fit Std. Bkg. Subtract (use current quartz background file) Standard NID w/ Interf. Corr. (with cascade correction) PDC Currie MDA Step 1 identifies the tolerance used by algorithms for identifying peaks during the program’s search of the gamma spectra. A tolerance of 3.00 keV means the algorithm will 20 identify peaks if they are within 3.00 keV of the value listed for that peak in the software peak library. Step 2 is an algorithm that sums the area under the peak using a non-linear least squares fit. Step 3 corrects the area under the identified peak by subtracting counts from a standard background file. Step 4 is a preset algorithm that corrects for the efficiency of the detector. Step 5 identifies the nuclides using an algorithm that corrects for interferences from nearby peaks as well as cascade peaks. Step 6 is a correction algorithm for a single iteration of a parent-daughter decay chain. Finally, Step 7 calculates the radionuclide activities and gives minimum detectable activity for other isotopes that may be present. After the spectrum has been processed a report file detailing all of the analysis is created and saved as a Portable Document Format (PDF) file and the edited spectrum file is saved under a new name so as to preserve the raw data file. 4.3 The PSBR 2” x 6” Irradiation Fixture There are two important conditions that are considered for the irradiation of samples in this project. The first condition is finding a position in the reactor that can maximize the thermal neutron flux while minimizing the fast neutron flux seen by each of the samples, thereby optimizing the (n,γ) thermal neutron activation reaction for a reasonable irradiation time of 10 hours or less. The second factor is finding a location in the reactor where a large number of samples (>20) can be irradiated simultaneously without experiencing a significant flux gradient across the samples. There are a number of irradiation locations within the reactor core, including two dry tubes and a wet central thimble, both of which have a 1” diameter. However, due to the geometries of the dry tubes, central thimble, and quartz encapsulation of the samples, the number of samples irradiated at one time would be limited to approximately five or six samples. This would increase the number of irradiations and irradiation time in the reactor fourfold. The 2” x 21 6” irradiation fixture is an alternative location capable of irradiating many samples at a time. The 2 x 6 tube is 24’ 6” in vertical height with a 2” by 6” rectangular cross section. The tube attaches to the PSBR core face, as shown in Figure 4.1, via extra placeholders in the bottom grid plate of the reactor core. Diagrams of the fixture coupling to the reactor and the 2 x 6 tube with the lifting cradle are included in Appendix A. Figure 4.6. A schematic diagram of the 2 x 6 tube and the accompanying shield plug [17]. 22 A schematic of the 2 x 6 tube is shown in Figure 4.6 The tube is made out of aluminum and at 70.25” from the bottom, a 1.25” diagonal section is included. This diagonal section decreases the radiation intensity exiting through the top of the tube during irradiation. A shield plug, also seen in Figure 4.6, made of lead, cadmium, and borated polyethylene is put in place to further attenuate most of the remaining radiation that escapes the tube during sample irradiation [17]. The shield plug does not completely attenuate the beam of gamma rays, particularly around the edges of the 2 x 6 tube. This necessitated a modification in the irradiation procedure to ensure safety and will be discussed in section 4.6 along with the other irradiation procedures. In order to make use of this irradiation position a new sample holder was designed and the neutron flux of that position was characterized. 4.4 The Sample Holder for the 2” x 6” Irradiation Fixture Now that an irradiation position was determined, a sample holder for that location was constructed with the help of the PSBR machinist, Ron Eaken. When designing the sample holder the following features were considered: the sample holder should be able to hold more than twenty samples, the samples should be as close together vertically and horizontally as possible to minimize the neutron flux variation between samples, the size of each individual sample position was constricted by the size of the sample’s quartz encapsulation (0.6 mm outer diameter and approximately 4.5 cm in length), and finally the samples should be relatively easy to extricate after irradiation to minimize worker exposure. The finished sample holder is shown in Figures 4.7 and 4.8. The outer frame of the sample holder came from previous experiments conducted in the 2 x 6 tube and was constructed using aluminum 1100 (high purity aluminum). Aluminum 6061 (less pure, but available in the correct dimensions) was used for all of the modifications including the addition of individual 23 tubes, hinges, and welds. Aluminum activation products have the advantage of decaying rather quickly, however, 24Na and many of the impurities do not, and this sample holder was irradiated multiple times within several weeks. Thus the highest possible aluminum purity was used in order keep the personnel dose as low as possible and prevent as much of the continued buildup of radioactive products within the holder as possible. Figure 4.7. The sample holder with the hinges opened. 24 Figure 4.8. The sample holder with the hinges closed. The first number represents the position number (1-28) in the sample holder. The second number is the sample (139B-153B), the plastic clay standard (S1-S5) or brick clay quality control (B1-B5). The sample holder faces the reactor core from this position. The sample holder has two rows of 14 tubes which can each hold one sample. Each row is also built with a hinge (Figure 4.7), to facilitate extracting the samples efficiently and more importantly to decrease the vertical distance between samples in the two rows, allowing for a 25 more consistent neutron fluence between the samples in each row. This holder also eliminated flux variations perpendicular to the core face (see Figure 4.1), as all samples were the same distance from the core face. A pin is inserted from the top of the holder to ensure that the hinges stay locked in place during irradiations. The sample holder is approximately 160 g of Al 1100 and approximately 100 g of Al 6061. The total height of the sample holder is 19.9 cm with a distance of 6.6 cm from the bottom of the top row of samples to the bottom of the lower row of samples. The sample holder is 14.2 cm across with a width of 3.8 cm. 4.5 Neutron Flux Characterization of the 2” x 6” Irradiation Fixture The neutron flux is composed of fast, epithermal, and thermal neutrons. These neutrons are classified by their velocity and thermal neutrons are present on the order of several magnitudes more than either fast or epithermal neutrons. The location of the 2 x 6 tube just off the core face provides for additional thermalization of fast neutrons that travel through the water between the core and the tube. Thermal neutrons also provide the vast majority of the neutron activation reactions that produce the radioactive species to be measured post-irradiation. In order to use CNAA, the neutron fluence experienced by the sample should be the same as that experienced by the standard. Since the neutron fluence across the sample holder is similar, but not exactly the same, a correction factor needs to be applied. In order to apply this correction factor, the neutron flux profile across the sample holder was determined. The characterized flux profile was then normalized so that it could be used to adjust element concentrations between samples and their respective comparator standard that may have received a different neutron fluence during irradiation. This comparison and adjustment is necessary because the concentration of a certain radionuclide produced via neutron activation is dependent on the fluence and therefore differences between the neutron fluence experienced by the sample and 26 comparator standard must be accounted for. The thermal neutron flux across the sample holder was characterized using gold-aluminum wires that are 0.112% gold by weight. A total of 28 wires were used with one in each tube in the holder. In order to determine the thermal and epithermal neutron flux and validate the assumption that the epithermal neutron flux is negligible, half of the wires were covered with cadmium. The wires in the odd-numbered tubes were bare and the wires in the even-numbered tubes (see Figure 4.8) were cadmium covered. The relative neutron flux values were therefore determined in pairs; 14 pairs of bare and cadmium covered wires were irradiated and then analyzed to determine the flux profile in the sample holder. The epithermal flux is determined by Equation 4.1: 4.1 Where Ccd is net count rate of the cadmium covered wire, λ is the half-life of Au198, tw is the decay time between the end of irradiation and the start of counting, N0 is the number of gold atoms in the gold-aluminum wire, ϵ is the detector efficiency, γ is the gamma ray abundance factor, I0 is the resonance integral of an ideal dilute detector, Gres is the epithermal self-shielding factor, and ti is the irradiation time. The thermal flux is determined by Equation 4.2: [ ( )] ( ) 4.2 where Gth is the thermal self-shielding factor, Cb is the net count rate of the bare wire, g is the Westcott factor which accounts for the departures from the ideal 1/v detector cross section in the thermal energy range, σ0 is the absorption cross section of gold, and f1 is a function, equal to 27 0.468 in this case, describing the epithermal activation of a 1/v detector in a specified energy range [18-21]. Absolute and normalized thermal neutron flux values are shown in Table 4.2 and a graph of the normalized thermal neutron flux profile is shown in Figure 4.9. Table 4.2. The Thermal Neutron Flux Profile of the Sample Holder at the Core Face. Position 1-2 3-4 5-6 7-8 9-10 11-12 13-14 15-16 17-18 19-20 21-22 23-24 25-26 27-28 Absolute Thermal Flux Normalized Thermal Flux 2.16619E+13 2.11064E+13 2.11847E+13 2.15286E+13 2.08343E+13 2.19083E+13 2.30111E+13 1.81369E+13 1.51649E+13 1.61837E+13 1.72485E+13 1.69789E+13 1.73853E+13 1.84836E+13 0.94136765 0.917224047 0.920626676 0.935571605 0.905401008 0.952075707 1 0.788178008 0.659024565 0.703300293 0.74957116 0.737857027 0.755517241 0.803247901 Positions 1-14 in the sample holder are on the top row going from left to right and positions 15-28 are on the bottom row going from left to right. These positions are oriented such that when looking at the sample holder in the 2 x 6 tube from the core face, position 1 is on the top right and position 15 is on the bottom right. 28 Normalized Flux Thermal Flux Profile of the Sample Holder 1.2 1 0.8 0.6 Top Row 0.4 Bottow Row 0.2 0 0 5 10 15 Position in Sample Holder Figure 4.9. The normalized thermal neutron flux in the sample holder. When using gold as a monitor to determine the neutron flux, gamma ray emissions from 198Au produced in the 197Au(n,γ)198Au neutron capture reaction are counted and analyzed. However the capture cross-section of the product isotope, 198Au(n,γ)199Au, is 25100 barns compared to 98.7 barns for the 197Au capture cross-section. Therefore the rate at which 198Au is transmuted to 199Au should be investigated and the consequent effect of the 198Au burnup on the specific count rate of 198 Au should be evaluated. Following irradiation, the number of atoms for a particular product, or daughter, nuclide i is found by Equation 4.3, ( ) 4.3 where Ni-1 is the number of parent nuclide atoms, (i.e. 197Au atoms are the parent to 198Au atoms), σth,i-1, is the thermal neutron capture cross-section of the parent nuclide, ϕth is the thermal neutron 29 flux, tirr is the irradiation time, λi is the decay constant. When the half-life of the daughter nuclide is much greater than the irradiation time, Equation 4.3 can be approximated as noted in Equation 4.4, ( ) 4.4 Taking two successive reactions, such as the neutron capture reactions for 197Au and 198Au, and using equation 4.4, an approximate burnup factor for gold is determined from Equation 4.5 [22], [ ] 4.5 The irradiation time of the gold wires was 20 minutes (1200 s) and the thermal neutron flux at position 1-2 is 2.17 x 1013 neutrons/cm2-s. Using equations 4.4 and 4.5, the burnup factor for the Au(n,γ)198Au neutron capture reaction is calculated as follows: 197 First the number of 198Au atoms produced are calculated, ( ) Then the number of 199Au atom produced are calculated, ( ) Once the total number of 198,199Au atoms produced are calculated the burnup factor is calculated, 30 [ ] As the burnup factor approaches 1 the burnup effect decreases to 0. A burnup factor of 0.9993 is much less than the errors associated with the thermal neutron flux calculation which indicates that the burnup of 198Au is insignificant and therefore does not affect the neutron flux analysis. Considerable burnup factors can only be achieved at exceptionally high neutron fluxes and irradiation times greater than several hundred hours [22]. 4.6 Irradiation Preparation and Procedures Prior to irradiation of the Italian tile samples, a number of preparation steps and irradiation procedures were developed and carried out. Standards In order to use Comparative Neutron Activation Analysis (the relative method), a satisfactory reference material must be chosen to compare with the unknown samples. Some of the contributing factors considered when selecting the standard reference material include: the presence of desired trace elements in the standard in sufficient concentrations, the certification of those trace element concentrations by a suitable standardization laboratory, and the similarity of the standard matrix (i.e. density, composition) to the unknown samples [23]. After searching the National Institute of Standards and Technology (NIST) Standard Reference Material (SRM) database, two standards similar in matrix and trace elements to the Italian pottery samples were selected, brick clay (NIST SRM 679) and plastic clay (NIST SRM 98b). After further comparison of the two SRMs and based upon the above criteria it was decided that more of the 31 desired trace elements were present in plastic clay and in concentrations more akin to the expected concentrations of the unknown Italian tile samples, and would be used as the main comparator standard, while the other would be used for quality control purposes. Below in Figures 4.10 and 4.11 are tables showing the elements present in the plastic clay SRM and their respective concentrations. Figure 4.10. The certified elements and concentrations of the plastic clay SRM 98b. Figure 4.11. Uncertified elements and concentrations in the plastic clay SRM 679. 32 The difference between certified and uncertified elements is the number of methods used to determine the concentrations of each element. The certified elements were determined by at least two different methods whereas the uncertified elements are only determined by one method. The uncertified elements for plastic clay were determined by neutron activation analysis. Complete copies of the NIST Certificates of Analysis for these standard reference materials are included in Appendix B. Sample Preparation and Encapsulation Irradiations at the Penn State Breazeale Nuclear Reactor (PSBR) are typically performed with doubly encapsulated samples for safety purposes. For small samples and brief irradiations, polyethylene or other plastics are ideal encapsulation materials. However, irradiations lasting longer than five Mega-Watt (MW) hours produce unacceptable melting and brittleness in plastic materials that compromise the integrity of the encapsulation material, leading to potential radioactive contamination and sample cross-contamination. To ensure sample integrity and personnel safety during and after a long (> 5 hours), full power (1 MW) irradiation of the Italian pottery samples, a more physically robust and radiation resistant encapsulation material and method was pursued. In addition to radiation tolerance, any material used to contain irradiation samples would need to undergo very low levels of neutron activation, for two reasons: first, to keep personnel dose low during sample handling and second, many of the Italian tile samples are powders, and therefore it is not reasonable to transfer them from their irradiation encapsulation before gamma ray counting measurements, necessitating a low-background containment material. Quartz encapsulation is frequently used for long-term sample irradiation because it is physically robust and contains few neutron activation interferences. Heraeus Suprasil 310, a very high purity quartz with impurity concentrations less 33 than 0.01 ppm (Table 4.3) and available in tube form, is an eminently suitable sample encapsulation material. Table 4.3. Heraeus Suprasil 310 Quartz Manufacturer Reported Impurities [26]. Impurities Aluminum Calcium Chromium Copper Iron Potassium Lithium Magnesium Sodium Titanium Suprasil-family ppm ≤ 0.010 ≤ 0.015 ≤ 0.001 ≤ 0.003 ≤ 0.005 ≤ 0.010 ≤ 0.001 ≤ 0.005 ≤ 0.010 ≤ 0.005 The expected concentrations of the elements listed in Table 4.3 present in the tile samples are on the order of 10 ppm or greater. The smallest ratio of an expected elemental concentration in a tile sample to the corresponding elemental concentration in the Suprasil quartz is 104 or greater (<0.01%), thus the contribution of the activity from an element in the irradiated quartz to the overall activity from the same element in the irradiated tile sample is negligible. The quartz also does not have any impurities that when activated would cause any interference when measuring γ-rays emitted from other activated elements of interest in the sample. One disadvantage of using quartz encapsulation for the Italian tile samples is that quartz is composed almost entirely SiO2, and silicon is a major component of the tile samples. Thus accurate quantification of silicon in the tile samples is not possible with this encapsulation method. The quartz ampoules for sample containment were made by sealing one end of a piece of Heraeus Suprasil 310 quartz tubing, inner diameter 4 mm and outer diameter 6 mm, using a propane-oxygen torch. The tubing was scored an appropriate length from the sealed end (average ~45 mm) and broken off. The half-sealed ampoule was cleaned with ethanol, air dried overnight 34 and weighed the next day. The sample material, either an Italian tile sample or a standard, was then placed into the ampoule. Then a Kimwipe wetted with ethanol was used to wipe the dust residue inside of the ampoule to about 1 cm down from the top. Once the ampoule was loaded with sample material and the dust residue removed, the open end was then sealed with the torch (final average length ~43.5mm). The ampoule length was determined such that there would be sufficient distance between the sample and the sealed end to prevent scorching of the sample. The sealed ampoule was then washed with ethanol to remove any contamination on the ampoule, particularly sodium residues, wrapped in aluminum foil also washed with ethanol (extra encapsulation in case of breakage during irradiation), and labelled for identification. Italian Tile Samples A set of 15 tile samples from two archeological sites, Tarquinia and Veii, Italy, were obtained from Dr. Albert Ammerman and Dr. Rebecca Ammerman at Colgate University. The samples were labelled 139B through 153B for identification purposes and this labelling was maintained throughout experimentation. Eleven of the samples (139B-149B) were from the site at Tarquinia and the remaining four samples (150B-153B) were from the site at Veii. The weight of each sample varied from 30 mg to a little over 100 mg. The samples varied greatly in color, shape, and form. Some were fine and powdered while others were hard, brittle, and rock-like. Some samples were gray or ashen colored, some were brick red and some were much darker and similar in color to igneous rock (Figure 4.12). The objective specified by the Colgate University collaborators was to identify the trace element composition of each of the samples, especially noting the concentrations of seven target trace elements previously identified in other similar samples by two other research labs: europium, thorium, chromium, hafnium, cesium, scandium, and rubidium. 35 Figure 4.12. A picture of the 15 Italian tile samples after being sealed in quartz ampoules. Activity Prediction Program Before any irradiations were performed, an activity prediction program developed by RSEC graduate student Dagistan Sahin [24] was used to determine the approximate required total neutron fluence, the post-irradiation activities of individual radioisotopes, exposure rates from handling the radioactive material, and approximate expected gamma spectra. The activity prediction program is Java-based and uses a quasi-Monte Carlo algorithm which provides results within minutes as opposed to a full Monte Carlo algorithm which could take days. The activity prediction program is coupled with Geant 4 and Genie 2000 programs to incorporate the predicted gamma spectrum. The program was modified to include the plastic clay standard and approximate pottery sample concentrations based on previous reported research on similar pottery 36 samples [23]. The target and product information, such as thermal neutron cross-section, halflife, and gamma ray energy, was taken from the Lund/LBNL nuclear database [25]. User input for a simulation includes the sample weight, reactor power, irradiation time, and sample composition. The program then calculates the sample activity, exposure rate at various distances and times, and an estimated gamma-ray spectrum. Sample Irradiation The pottery samples have a complex composition comprised of many elements. The radioisotopes produced in these elements via neutron irradiation have a very wide range of halflives varying from minutes to several hundred or possibly even thousands of years. This wide variety of half-lives necessitates two distinct irradiation and counting times. Short-lived radioisotopes (t1/2 < 15 hours) require a short irradiation time (on the order of minutes) so that after a short decay period, the activated sample holder has a low enough radiation dose that the short-lived radioisotopes can be removed from the holder and measured before they decay away. The medium and long-lived isotopes require a longer irradiation because they need to be activated enough such that, after decaying for several days to allow short-lived isotopes to decay away, a sufficient number of the long-lived isotopes still remain that can be counted. Previous work [23] determined that total neutron fluences of ~ 6.1 x 1014 neutrons/cm2 (1.7 x 1012 neutrons/cm2 * sec for 6 min) for the short irradiation and ~ 5.8 x 1017 neutrons/cm2 (2 x 1013 neutrons/cm2 * sec for 8 hours) for the long irradiation were needed to provide sufficient activation and counting statistics during gamma-ray measurement. Using the information collected from the activity prediction program and from previous work [23] the following irradiation schedule was developed to identify short, medium, and longlived radioisotopes in the samples. Each sample is wrapped in aluminum foil and placed in the sample holder in the order shown in Figure 4.7. The sample holder is then placed in the 2 x 6 37 tube on the core face. The first irradiation was for six minutes at a reactor power of 110 kW, which corresponds to a predicted thermal neutron flux of ~1.7 x 1012 neutrons/cm2 s, for a total neutron fluence of ~ 6.1 x 1014 neutrons/cm2. After irradiation the sample holder remains in the 2 x 6 tube for two hours so that very short lived isotopes can decay and the exposure rates from the activation of the aluminum sample holder decrease sufficiently to handle the samples safely. In order to minimize radiation exposure while extracting the samples from the sample holder a lead box was built on a cart and the sample holder was placed into it immediately after removing from the 2 x 6 tube. The cart was then wheeled to a workstation where more lead shielding and Plexiglas beta shielding was set up. At the workstation the samples were removed one at a time from the sample holder in the lead cave using tongs approximately 30 cm in length. The hinge design of the sample holder greatly enhanced the ease with which the samples could be removed from the holder. The individual samples were then unwrapped at the workstation and the activated aluminum foil wrapper placed in a waste bag behind lead shielding and the ampoule placed in another labelled container used to transport the samples to the counting facilities. After extricating the samples from the sample holder each sample is then counted with a high purity germanium detector (HPGe) for 15 minutes. After counting all the samples they are again wrapped in aluminum foil and placed in the sample holder, which is then placed back in the 2 x 6 tube on the core face. The second irradiation was for eight hours at a reactor power of 900 kW, which corresponds to a thermal neutron flux of ~2.0 x 1013 neutrons/cm2 s for a total neutron fluence of ~ 5.8 x 1017 neutrons/cm2. After the long irradiation the sample holder remained in the 2 x 6 tube for seven days to allow many of the short-lived radioisotopes to decay away and for the exposure rates from the aluminum sample holder to decrease sufficiently to handle the samples safely. The samples were removed from the sample holder, prepared for counting using the same procedure described above and counting began eight days after the end of the irradiation. Each sample was 38 counted for 50 minutes with an HPGe detector (see section 4.2). The samples were counted again, this time 23 days after irradiation. During this third count the samples were counted for three hours each. The samples were counted for progressively longer periods of time to ensure that there were sufficient counts in each of the identifying gamma-ray photopeaks so that each element could be identified with a reliable statistical confidence. Both irradiations were performed with the PSBR safety control rod at the upper limit. In Figure 4.1 the safety control rod is at position F-9 on the core map and is the closest control rod to the 2 x 6 tube irradiation position. This operating condition helps to flatten the neutron flux profile and give a more even neutron flux distribution to each of the samples. Operating at this condition will also slightly increase the thermal neutron flux in the 2 x 6 tube because more neutrons will reach the 2 x 6 tube instead of being absorbed in the safety control rod. Section 4.3 mentions the intense gamma ray beam escaping around the edges of the shield plug in the 2 x 6 tube. During irradiation access directly above the 2 x 6 tube on the reactor bridge was prevented with signage as well as a physical barrier. Also, the reactor bay roof was made inaccessible. These safety precautions were taken so as to prevent unnecessary exposures during experimentation. This section provides a brief overview of the sample preparation and irradiation procedures and activity predictions. The full sample and irradiation procedures and activity predictions are included in Appendix C. 39 4.7 Error Propagation After calculating the final concentrations in each of the samples an error analysis was performed. The standard error equation is [3]: ( ) ( ) ( ) 4.6 Where σ represents the error or standard deviation, u is the measured property and u = f(x, y, z …), and (x, y, z, …) are the parameters that contribute to the total error. Using Equation 2.3 to determine the concentration of a trace element in the unknown sample, the error associated is calculated via Equation 4.7: √( ) ( ) ( ) ( ) 4.7 Where w is the concentration of the element in the sample, ϕn is the normalized flux, A is the decay rate, m is the total mass of the sample, and td is the decay time. The error for the normalized flux, σϕn, was obtained from the flux profile calculation. The error from the counting activity, σA, was obtained from the GENIE 2000 data processing output. The errors associated with mass and decay time were taken as constants, 0.02 g and 60 s respectively. 40 Chapter 5 Experimental Results The trace element compositions for each of the pottery samples were calculated according to the procedures given in Chapter 4. The results are displayed in graphical and tabular form in section 5.2. After calculating the trace element composition, the error associated with each trace element concentration was calculated as shown in section 4.7. 5.1 Italian Tiles Data Summary Below in Table 5.1 is a representation of the information given for each sample after completing the data processing described in Chapter 4. The nuclide column in each of the tables represents the radioisotope that identified the element in the first column of the table. The columns ‘> 2 hours’, ‘8 days’, and ‘23 days’ contain the total weight percent of the element in column one after decay times of 2 hours, 8 days, and 22 days respectively. The weight percent can be converted to ppm according the following equation: 5.1 The ID Confidence (short for Identification Confidence) column is an output from the Genie 2000 software program and represents the statistical confidence that peaks identified while processing the a gamma-ray spectrum are indeed the characteristic peaks of that particular nuclide. Occasionally, one element may be identified by multiple isotopes or from more than one decay 41 period. In these instances, one of the isotopes or decay times typically will have a significantly higher ID Confidence, and statistically will give the more accurate total weight percent of the element specified. In rare instances the element may be observed in two or more decay times with similar ID Confidences, and the decay time with the slightly (< 0.01) higher ID Confidence may have a significantly different resulting concentration. In these rare cases preference was given to the concentration from the decay time when the element was expected to be most accurately determined because this is the period with the highest probability of the least interference from nearby gamma ray photo peaks in the gamma ray spectra. Also, in the element column some of the elements are demarcated by an asterisk. The asterisk is denoting those elements whose concentration was not certified by the plastic clay standard. The elements that are certified in the standard were determined by two or more material characterization methods. The certified concentration value is a weighted mean of all the characterization techniques used to determine the certified element. The non-certified elements were determined by only one method and error bounds were not given for those elements [44]. Table 5.1. Sample 147B Trace Element Composition. 42 A summary of the trace element concentration for all the Italian tile samples is given in Table 5.2. If a particular element has concentration values determined via multiple decay periods, then only the concentration with the highest ID Confidence is given in Table 5.2. A complete summary, such as displayed in Table 5.1, for each element can be found in Appendix D. An example of the gamma spectra obtained for each of the samples is given in Figure 5.1. Figure 5.1 is the corresponding gamma ray spectrum associated with Table 5.1. From these gamma ray spectra all the data processing and analysis were performed that yielded the results shown in Tables 5.1 and 5.2. 43 Table 5.2. Trace Element Concentrations. Sample Sodium Potassium Manganese Strontium Europium Scandium Titanium Chromium Iron Zinc Rubidium Antimony Barium Hafnium Calcium Zirconium 139B 6.99E-03 3.09E-02 1.14E-03 6.20E-04 1.884E-06 1.29E-05 X 9.31E-05 3.66E-02 1.12E-04 1.11E-04 2.58E-06 9.91E-04 4.74E-06 X 2.67E-04 140B 6.46E-03 2.82E-02 1.19E-03 4.49E-04 1.90E-06 1.36E-05 X 1.08E-04 5.64E-02 1.42E-04 1.57E-04 2.55E-06 4.98E-04 4.38E-06 4.07E-04 2.89E-04 141B 9.71E-03 4.07E-02 1.05E-03 6.65E-04 2.04E-06 3.00E-05 X 8.62E-05 3.72E-02 1.70E-04 1.60E-04 5.72E-06 3.76E-04 5.59E-06 X 2.72E-04 142B 1.34E-02 3.90E-02 1.03E-03 7.14E-04 1.89E-06 1.40E-05 6.74E-03 8.49E-05 4.23E-02 1.24E-04 2.39E-04 3.11E-06 5.24E-04 4.83E-06 1.71E-04 3.11E-04 143B 8.23E-03 1.42E-02 1.04E-03 7.60E-04 2.19E-06 1.20E-05 1.07E-02 8.02E-05 3.88E-02 1.20E-04 2.08E-04 2.71E-06 2.22E-04 5.43E-06 X 3.13E-04 144B 8.36E-03 2.83E-02 9.30E-04 8.30E-04 2.07E-06 1.37E-05 8.87E-03 1.15E-04 4.99E-02 2.12E-04 1.74E-04 3.21E-06 8.50E-04 6.25E-06 5.55E-04 3.21E-04 145B 8.69E-03 2.67E-02 1.10E-03 1.04E-03 1.88E-06 3.36E-05 7.19E-02 1.02E-04 2.26E-02 6.16E-05 1.52E-04 3.01E-07 3.92E-04 4.59E-06 X 3.03E-03 146B 8.06E-03 2.06E-02 1.08E-03 7.30E-04 1.75E-06 1.20E-05 X 1.13E-04 3.59E-02 8.51E-05 1.21E-04 2.78E-06 6.35E-04 5.91E-06 6.90E-04 1.95E-04 147B 5.56E-03 2.59E-02 4.53E-04 5.40E-04 1.65E-06 1.13E-05 X 7.93E-05 3.12E-02 1.46E-04 1.51E-04 3.24E-06 1.50E-03 5.06E-06 1.58E-03 4.69E-04 148B 6.83E-03 3.06E-02 8.51E-04 6.29E-04 1.98E-06 1.04E-05 X 8.43E-05 3.41E-02 1.28E-04 1.76E-04 6.10E-07 2.63E-04 5.38E-06 3.89E-04 4.62E-04 149B 7.30E-03 5.50E-02 1.20E-03 1.07E-03 2.965E-06 3.02E-05 X 5.78E-05 4.84E-02 1.51E-04 3.16E-04 3.26E-07 2.10E-04 7.45E-06 X 5.35E-04 150B 3.84E-03 1.97E-02 1.05E-03 X 3.71E-06 7.28E-06 X 6.87E-05 4.85E-02 1.75E-04 5.47E-04 5.59E-07 2.83E-04 8.04E-06 2.24E-04 6.04E-04 151B 4.38E-03 1.61E-02 1.56E-03 1.04E-03 3.89E-06 4.71E-06 X 6.90E-05 5.21E-02 1.25E-04 4.24E-04 4.84E-07 6.43E-05 9.02E-06 X 7.03E-04 152B 5.87E-03 2.22E-02 3.12E-03 X 4.902E-06 1.14E-05 X 1.18E-04 6.42E-02 2.05E-04 4.82E-04 1.53E-07 2.65E-03 1.04E-05 X 8.50E-04 153B 3.73E-03 2.41E-02 2.03E-03 X 3.997E-06 1.04E-05 X 7.30E-05 6.04E-02 2.00E-04 5.73E-04 8.84E-07 1.96E-04 1.10E-05 X 7.37E-04 44 Figure 5.1. An example gamma spectra that was obtained from counting sample 147B. 45 5.2 Quality Control Data An important aspect of CNAA is verifying that the standard(s) used as comparators do in in fact contain the listed trace elements in the amounts specified by the certifying agency. For this project, verification was achieved by irradiating a second standard and calculating the trace element composition by comparison with the first standard. The Brick Clay SRM obtained from NIST [45] was used as the quality control for this research due to its similarity to the plastic clay standard that was used as the comparator for the pottery samples. Some of the trace elements in the standards that are used in CNAA are not certified, meaning they have only been determined by one analytical method. Using a quality control establishes a baseline by which the comparative results can be compared, especially for the non-certified trace elements. In general our results showed a wider variation between the non-certified trace element concentrations of the standard and quality control than between the trace elements that were certified. In order to eliminate as many variables as possible, the plastic clay SRM was placed next to the quality control SRM in the sample holder for each irradiation and also counted and analyzed sequentially to minimize any errors that might arise from varying decay times. The data for one of the quality control samples is shown in Table 5.3. Table 5.3 includes the element and nuclide analyzed, the NIST concentration specified in the SRM certificate, the sample trace element concentration obtained through CNAA, and the percent difference between the experimental and specified trace element concentrations. In Table 5.3 some of the elements are demarcated by an asterisk. As previously stated these are trace elements that were not certified. Also zirconium is listed in the table without a corresponding sample concentration and percent difference. This is because there is zirconium in the quality control standard but none detected in the comparator standard for the pottery samples. There are a handful of elements that are present 46 in either the comparator standard or the quality control standard but not the other. A table for each of the quality control samples is included in Appendix D. Table 5.3. A Summary of Quality Control Sample #4. Element Sodium Silicon Potassium Manganese Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Zirconium* Nuclide Na-24 Si-31 K-42 Mn-56 Eu-152m Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Ba-131 Hf-181 Zr-95 NIST Specified Concentrations 1.30E-03 2.43E-01 2.43E-02 1.73E-03 1.90E-06 2.25E-05 1.10E-04 9.05E-02 1.50E-04 1.90E-04 7.15E-07 4.32E-04 4.60E-06 1.45E-04 Actual Sample Concentrations 1.43E-03 3.35E-01 2.53E-02 2.10E-03 2.38E-06 2.27E-05 1.11E-04 9.48E-02 1.36E-04 2.09E-04 1.22E-06 5.71E-04 4.50E-06 NA Percent Difference -9.51 -37.62 -3.87 -21.27 -25.23 -0.79 -0.99 -4.78 9.31 -10.01 -71.14 -32.06 2.21 NA Some of these elements have a significant difference between the NIST specified concentration and the actual sample concentration that was measured. For the most part these are elements that are not certified (i.e. they were previously only determined by one analysis method) with exception of silicon. Silicon is the major component of the quartz ampoule that was used to encapsulate all the samples. Therefore it was expected that silicon concentration would differ significantly from sample concentrations. Also silicon was not one of the trace elements identified to be used in determining the provenance of these samples and therefore was not corrected for. Many of the remaining elements have very small concentrations (ppm range) thus even small variations can have a significant effect on the percent difference. However, the NIST specified or certified values and the actual values obtained through experimentation are all of the same magnitude. 47 Chapter 6 Analysis of CNAA Results When performing neutron activation analyses for archaeological studies the primary goal is usually to determine the provenance of the archaeological sample(s). Previously, this type of analysis consisted of determining whether a couple of elements from a few samples were within a certain percentage of a standard deviation from one another [29]. Some more modern techniques include sophisticated statistical programs that use multivariate techniques to analyze hundreds of samples from several different origins and can plot the information in three dimensions [31]. This research included only 15 samples from two sites within a small geographical area. Analysis was performed using mean character differences and scatter plots to determine provenance for these pottery samples. Calculating the Mean Character Difference (MCD) and Squared Mean Euclidean Distance (SMED) from the information given in Table 5.2 is used to begin grouping the pottery samples with similar provenances. The MCD is given in Equation 6.1: ∑| | 6.1 where n is the number of trace elements, Ai and Bi are the log concentrations of the ith element in pottery samples A and B respectively. The SMED is given in Equation 6.2: 48 ∑ 6.2 where the symbols are defined the same as in Equation 6.1. The MCD is used to determine clusters or groups within a sample set and the SMED is a good indicator of the variance between samples in that cluster or group [39]. Using equation 6.1 to evaluate the samples and looking at scatter plots of important trace element compositions it appears that there are two distinct groups: Group 1 includes samples 139B-148B, Group 2 includes samples 149B-153B. A sample of the MCD grouping data is displayed in Table 6.1 with the full table found in Appendix D. The important trace elements used in the scatter plots include europium, chromium, hafnium, scandium, rubidium, and zirconium. Three scatter plots are given in Figures 6.1-6.3 with a more comprehensive set given in Appendix D. Table 6.1. MCD Grouping Data for the Pottery Samples. Sample 139B 140B 141B 142B 143B 144B 145B 146B 147B 148B 149B 150B 151B 152B 153B MCD 0.0817 0.0817 0.1397 0.1024 0.1298 0.1043 0.2005 0.0786 0.1209 0.1490 0.2917 0.3047 0.3664 0.3746 0.3320 Group 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 49 Sodium and Potassium 6.0E-02 Potassium [mg/kg] 5.0E-02 4.0E-02 3.0E-02 2.0E-02 1.0E-02 0.0E+00 0.0E+00 2.0E-03 4.0E-03 6.0E-03 8.0E-03 1.0E-02 1.2E-02 1.4E-02 1.6E-02 Sodium [mg/kg] Figure 6.1. A scatter plot that shows the sodium and potassium trace element compositions of the tile samples. No distinct groups are found. Figure 6.1 is a scatter plot of two of the trace elements that were determined in the analysis of the tile samples. As shown in the plot there is no distinct grouping that is noticeable amongst the tile samples. These two elements do not contribute significantly to the grouping of the tile samples. Figure 6.2 is a scatter plot of the europium and chromium trace element compositions of the tile samples. Two distinct groups can be seen in this plot and the MCD and SMED analysis confirm these groups. Hafnium and chromium appear to have the primary defining influence in determining Group 1 while europium and rubidium fulfill the same role for inclusion in Group 2. 50 Europium and Chromium 1.4E-04 Chromium [mg/kg] 1.2E-04 1.0E-04 8.0E-05 6.0E-05 4.0E-05 2.0E-05 0.0E+00 0 0.000001 0.000002 0.000003 0.000004 0.000005 0.000006 Europium [mg/kg] Figure 6.2. A scatter plot of the europium and chromium trace element compositions for the tile samples. Two distinct groups appear. Rubidium and Zirconium 3.5E-03 Zirconium [mg/kg] 3.0E-03 2.5E-03 2.0E-03 1.5E-03 1.0E-03 5.0E-04 0.0E+00 0.0E+00 1.0E-04 2.0E-04 3.0E-04 4.0E-04 5.0E-04 6.0E-04 7.0E-04 Rubidium [mg/kg] Figure 6.3. A scatter plot of the rubidium and zirconium trace element compositions for the tile samples. The outlier is from sample 145B. 51 Figure 6.3 shows a very strong outlier in the zirconium concentration of sample 145B. Zirconium was one of the elements not verified by the quality control and this outlier was strong enough to move sample 145B into group 2. However, based on many other scatter plots it is apparent that sample 145B still belongs in group 1. It is possible that this particular sample may have an extraordinary amount of zirconium, or that the analysis is incorrect. After the samples are grouped, Equation 6.2 is used to evaluate the variance of the samples within those groups. A small sampling of the SMED is included in Table 6.2 with the full table available in Appendix D. Table 6.2. SMED Group Variance Data for the Pottery Samples. Sample 139B 140B 141B 142B 143B 144B 145B 146B 147B 148B 149B 150B 151B 152B 153B SMED Group 0.0134 1 0.0134 1 0.0381 1 0.0216 1 0.0459 1 0.0150 1 0.1078 1 0.0094 1 0.0235 1 0.0610 1 0.1407 2 0.1323 2 0.2184 2 0.2304 2 0.1488 2 The SMED is used to evaluate the appropriateness of each group, thus mean and standard deviation of the SMED were used to evaluate the members of each group. 52 Table 6.3. Group 1 Statistics. Group 1 Mean 0.03731 σ 0.03142 ± 1σ 0.0059 ± 0.0687 ± 2σ 0 ± 0.1002 ± 3σ 0 ± 0.1316 Table 6.4. Group 2 Statistics. Mean σ ± 1σ ± 1.5σ ± 2σ ± 3σ Group 2 0.1741 0.0465 0.1277 ± 0.2206 0.1044 ± 0.2438 0.0812 ± 0.2670 0.0346 ± 0.3135 Tables 6.3 and 6.4 show the resulting statistical analysis of the groups formed from dividing the samples. Nearly all of the samples in Group 1 are within two standard deviations from the mean and none of the samples from Group 2 lie within three standard deviations from the mean of Group 1. This indicates that there is a 95% probability that the samples included in Group 1 are indeed part of the same group. Simultaneously, there is less than 1% probability that any of the Group 2 samples are part of Group 1. Similar results are found from Group 2 with all samples within 1.5 standard deviations from the mean and no samples from Group 1 lying inside of 1.5 standard deviations from the mean of Group 1. This indicates less than 20% probability of inclusion in Group 2 for a couple of these samples (145B and 148B) and less than 1% probability of inclusion in Group 2 for the remaining Group 1 samples [47]. 53 Chapter 7 Conclusions and Future Work This research analyzed the composition of 15 Italian tile samples whose trace element composition was unknown. Several important procedures and tools were developed in the process of completing the analysis of these samples. A process was developed for sealing tile samples and other powdered samples in quartz encapsulation. This encapsulation method is ideal for many reasons including: the ability to maintain integrity after long irradiation times, negligible contributions to the overall activity of the sample, a reduction in the likelihood of cross contamination or of spreading radioactive contamination. A sample holder was made that allows for irradiation of up to 28 samples with neutron fluxes that are relatively similar. There were two irradiations performed for this work. The first irradiation was a short irradiation for 6 minutes with a thermal neutron flux of ~ 1.7 x 1012 neutrons/cm2 s. The second irradiation was much longer, lasting eight hours with a corresponding thermal neutron flux of ~ 2.0 x 1013 neutrons/cm2s. This sample holder is rugged and can be used for many irradiations and the irradiation location in the 2 x 6 tube is ideal for the repeatability of future experiments. The 15 samples were divided into two groups based on the trace element compositions that were determined through CNAA experiments. Between 13 and 16 trace elements were determined for each sample with concentrations ranging from parts per million (ppm) to milligrams per gram including: sodium (1-10 mg/g), potassium (14-55 mg/g), manganese (0.5-3 mg/g), strontium (0.5-1.1 mg/g), europium (1-5 ppm), scandium (4-34 ppm), titanium (6-70 mg/g), chromium (60-120 ppm), iron (23-64 mg/g), zinc (62-212 ppm), rubidium (0.1-0.6 mg/g), antimony (0.15-5.7 ppm), barium (64 ppm-2.7 mg/g), hafnium (4.3-11 ppm), calcium (0.17-1.6 54 mg/g), and zirconium (0.2-3 mg/g). The individual concentrations for each sample are given in Table 5.2 and in Appendix D. The first group is composed of samples 139B-148B and the provenance of that group is likely Tarquinia based on comparison with previous work. The second group is composed of samples 149B-153B and the provenance of that group is likely Veii also based on comparison with previous work. These groupings were determined using multivariate analysis techniques such as Mean Character Difference and Squared Mean Euclidean Distance and with scatter plots of concentrations of important trace elements found in the samples. The most useful scatter plots had either europium or chromium as one of the trace elements. The plots generated with one of these elements generally produced two distinct groups. However plots including zirconium consistently showed sample 145B belonging to a group that is neither group 1 or group 2. Zirconium was not one of the elements in the standard verified by the quality control reference material. Thus assuming that the specified zirconium concentration for the standard used to compare with sample 145B may not be a valid assumption. However, this is unlikely because the same standard was used to compare multiple samples. Other explanations for the anomalous zirconium concentration in sample 145B include possible cross contamination or an unusually high congregation of zirconium in that sample. Overall NAA and in particular CNAA is a satisfactory method for determining the trace element concentrations in these unknown tile samples. Using the comparative method allowed for simpler, more succinct data analysis as opposed to using the absolute method where every minute characteristic of the reactor, irradiation and counting sequence would have to be determined. Another advantage of CNAA in this work is the robustness of the sample holder and method that would allow many more samples to be irradiated and compared across multiple irradiations. An alternative to NAA that is occasionally used is ICP-MS. However, prepping samples for ICP-MS involves labor intensive acid dissolutions with very corrosive acids. ICP-MS will increase the accuracy of the trace element concentrations determined for the samples, but at 55 the cost of significantly more time and by destruction of the sample itself. NAA may give slightly less accurate results but is efficient and much more appropriate for determining many trace element concentrations in large numbers of samples. Several areas of improvement were identified for future pottery or tile sample NAA irradiations in the 2 x 6 tube. The neutron flux profile of the sample holder in this irradiation location was characterized for the reactor operating with the safety control rod at its upper limit. The thermal neutron flux in this operating mode was higher than expected, but there was also an unexpected depression in the profile and the magnitude of the neutron flux varied by ~30 % between the top and bottom rows of the sample holder, although the shape of the profile was consistent between similar locations in the top and bottom rows. The neutron flux profiles in this sample holder while operating the reactor without the safety control rod at the upper limit should be evaluated and compared to determine if the neutron flux profile across the sample is more uniform in one condition or the other. Another source for refinement in this process is the selection of a different standard or perhaps developing a specialized standard similar to previous work. Since there are multiple elements that are not certified, finding a standard with more certified elements would increase the statistical certainty of the composition of samples being analyzed. Initially larger emphasis was placed on the background matrix of the standard as opposed to the verifiability of the trace elements. In choosing a future standard greater emphasis should be placed on finding a standard with most or all of the elements certified with minor concerns about the background matrix matching the samples. 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Al., “Standardisation of Elemental Analytical Techniques Applied to Provenance Studies of Archaeological Ceramics: An Inter Laboratory Calibration Study,” The Analyst, Vol. 127, pp. 542-553, 2002. 62 39. A.M. Bieber, et. Al., “Application of Multivariate Techniques to Analytical Data on Aegean Ceramics,” Archaeometry, Vol. 18, No. 1, pp. 59-74, 1976. 40. J.C. Davis, “Statistics and Data Analysis in Geology,” Wiley, New York, 1986. 41. M.J. Baxter, “Exploratory Multivariate Analysis in Archaeology,” Edinburgh University Press, Edinburgh, 1994. 42. M.D. Glascock, “Characterization of Archaeological Ceramics at MURR by Neutron Activation Analysis and Multivariate Statistics Chemical Characterization of Ceramic Pastes in Archaeology,” ed. H. Neff, Prehistory Press, Madison, 1992. 43. R.T. Ratner, W.G. Vernetson, “Multielement Comparison of Instrumental Neutron Activation Analysis Techniques Using Reference Materials,” Journal of Radioanalytical and Nuclear Chemistry, Articles, Vol. 192, No. 2, pp. 351-359, 1995. 44. Standard Reference Material 98b – Plastic Clay; National Bureau of Standards, U.S. Department of Commerce, Gaithersburg, MD, 1988. 45. Standard Reference Material 679—Brick Clay, National Bureau of Standards, U.S. Department of Commerce, Gaithersburg, MD, 1987 46. V.M. Emeleus, “The Technique of Neutron Activation Analysis Applied to Trace Element Determination in Pottery and Coins,” Archaeometry, Vol. 1, pp. 6-15, 1958. 47. D.C. Montgomery, G.C. Runger, N.F. Hubele, “Engineering Statistics 3rd ed.,” Wiley, New Jersey, 2006. 63 Appendix A Physical Specifications The HPGe detector dimensions provided by the manufacturer are displayed in Figure A.1. Figure A.1. HPGe detector dimensions provided by the manufacturer. 64 Figure A.2 is a schematic of the 2 x 6 tube and its position in the PSBR. Figure A.2. A diagram of the PSBR core and 2 x 6 tube fixture coupling to the core [17]. 65 Appendix B NIST Certificates The following is the NIST certificate for the plastic clay that was used as a reference standard during the trace element determination. 66 67 The following certificate is the NIST certificate for quality control standard. 68 69 Appendix C Procedures Test Instruction: Gold Wire Flux Calculation Irradiation in 2 x 6 Tube Date: November 5, 2012 Author: Chad Durrant Equipment Gold Wires (28) Cadmium Foil Wrappers (14) Quartz Ampoules (28) 2 x 6 tube Sample Holder Plastic Ampoule Sample Holder(s) Polyethylene Counting Tubes (28) Wire Cutter Pliers Ethanol Paper Towels Aluminum Foil Sample Preparation 1. Label 28 polyethylene counting tubes and then place into the plastic sample holder shown in Figure 1. 2. Cut and weigh 28 gold wires. 3. Wrap every other ampoule in Aluminum Foil and label accordingly (1, 3, 5, etc). 4. Place the remaining wires into a Cadmium sleeve, crimp the ends, then wrap in Aluminum Foil and label accordingly (2, 4, 6, etc). 5. Place each wire-foil combination into a tube of the 2 x 6 tube sample holder beginning at the top left and moving left to right, top to bottom. The last sample should therefore be placed in the bottom right corner of the sample holder. 70 Figure 2: The Plastic Sample Holder Irradiation 1. Inform the SRO at least two days in advance that 2 x 6 tube will be used for an irradiation and coordinate to restrict access to the roof of the reactor bay and reactor bridge. 2. Insert the sample holder (see Figures 2 and 3) into the 2 x 6 tube and attach to the face of the reactor core. 3. Irradiate the sample at 300 kW with the safety control rod at the upper limit in the 2x6 tube for 20 minutes. 4. Since there must be a ramp up, acquire as accurately as possible the power level and corresponding time during irradiation. 5. Store in the reactor pool for 72 hours before extracting sample holder. 6. See Flux Irradiation Proposal for notes on activity predictions and exposure. 71 Figure 3: The 2 x 6 tube sample holder opened Figure 4: The sample holder Post-Irradiation 1. Before the sample holder is pulled out of the 2 x 6 tube set up a work area off to the side in the reactor bay. The work area will include appropriate shielding with lead bricks and necessary tools. Also have the necessary disposal bins available. 2. Wait for EHS approval and then the sample holder is pulled out of the 2 x 6 tube and placed in a lead cave on a cart and brought to the work area and placed in the work area. 3. The pin is pulled and the hinge is lowered so that the foil-wrapped ampoules are accessible. 4. Extract each wire-foil combination one at a time with tweezers, unwrap the aluminum and un-crimp the cadmium sleeve (if necessary and place in the used cadmium container) and place each wire in the correspondingly labeled polyvial in the plastic sample holder. 5. Once all the wires have been extracted to the plastic sample holder, carry down to room 2A to begin counting. 6. Use the Sample Changer Application software on the computer and start a batch run. 7. Before counting the samples, document in the sample changer Run Log the date and time (according to the acquisition computer) or irradiation and the names of the samples and Radioisotope ID#. 8. Run the sample changer while counting each sample for the specified time (15 minutes). 72 9. To run a batch, select Sample Changer -> Run Batch. Follow the prompts from the wizard. 10. Enter the user name, date and time. 11. When entering the batch title do not use spaces. As an example, a wire sample could be named 1-Gold, representing a gold wire in position 1 of the sample holder. Enter the batch ID. The batch ID is the type of irradiation: bare or covered (representing if the gold wire was covered with a cadmium foil). For example if the batch title is 1-Gold and the batch ID is bare, than Genie will save the spectrum files to C://Genie2000/camfiles/1-G_bare. 12. Enter the counting time in seconds (e.g. 1 hour = 3600 seconds). 13. The cycle will begin when the user hits OK. 14. After measurement is completed a. Use the Analysis -> Edit Sample Info to update sample weights and irradiation information. b. Use Analysis -> Sample Analysis to perform calculation. c. Print out the analysis results and place them in the pottery lab notebook. d. Save copies of spectrum files. Plastic Clay Short Irradiation Neutron Activation Activity Prediction Authorization November 16, 2012 Chad Durrant Objective: The purpose of this test is to irradiate 6 plastic clay standard reference materials (SRMs) to determine the approximate spectra that will be obtained as well as to corroborate predictions that this will be a good SRM for comparative neutron activation analysis. This is a short irradiation that will help determine shorter-lived isotopes, while a second longer irradiation will determine longer lived isotopes. Proposal: ~0.6 g total weight of Plastic Clay SRMs are sealed in 6 quartz ampoules and wrapped in aluminum foils. 0.005 g total weight of AuAl wires are sealed in 2 quartz ampoules; one of these is wrapped in a cadmium foil (total cadmium weight ~1 g). The total weight of the quartz ampoules will be approximately 11.25 g. All of the quartz ampoules will be placed in the 2 x 6 sample holder and irradiated in the 2 x 6 tube located on the reactor core face. The sample holder is approximately 100 g of Al 6061 (lower purity Al) and 160 g of Al 1100 (high purity Al). The sample will be irradiated for 6 minutes at about 110 kW with the safety control rod at the upper limit position. This will give an approximate total thermal fluence of about 1.7 x 1012, total fast fluence of about 4.4 x 1011, and a resonance fluence of about 8.8 x 1010. Activity Predictions: The following is a table with the prediction for the total amount of activity for the samples the and 2 x 6 tube sample holder for up to four hours after irradiation. 73 Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs Gold wires 1.02E0 1.64E-3 1.27E-3 1.01E-3 8.14E-4 Quartz 7.23E0 3.65E-1 2.80E-1 2.15E-1 1.65E-1 Plastic Clay SRM 1.78E+01 3.44E-02 2.70E-02 2.24E-02 1.88E-02 Activity (mCi) Air Holder Al 1100 8.96E-3 3.22E4 6.13E-3 1.45E1 4.20E-3 1.10E1 2.88E-3 8.80E0 1.97E-3 7.12E0 Holder Al 6061 1.96E4 9.29E0 7.04E0 5.67E0 4.61E0 Cd foil covers 7.94E-1 3.54E-1 2.01E-1 1.37E-1 1.08E-1 Total 5.18E4 2.46E1 1.86E1 1.48E1 1.20E1 The predicted exposure values are calculated respectively for distances 30 cm and 50 cm away from the irradiated materials. The following two tables show the total exposure rates for the samples at 30 and 50 cm respectively. It is anticipated that the sample holder will be pulled from the 2 x 6 tube after 2 hours and transferred to a shielded work area in the reactor bay. In the work area the quartz ampoules will be taken out of the aluminum sample holder and placed into a plastic holder that will be used to transfer the samples for counting. Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs Gold wires 3.28E2 2.00E-2 1.07E-2 8.46E-3 6.78E-3 Quartz Gold wires 7.19E1 6.07E-3 3.66E-3 2.87E-3 2.28E-3 Quartz 2.27E3 7.62E1 5.85E1 4.49E1 3.44E1 Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs 4.98E2 1.65E1 1.26E1 9.69E0 7.44E0 Exposure (mrem/hr) 30 cm Plastic Air Holder Holder Clay SRM Al 1100 Al 6061 5.70E3 5.93E-2 1.04E7 6.29E6 3.36E0 3.91E-2 3.54E2 2.30E2 2.64E0 2.68E-2 1.25E2 8.20E1 2.17E0 1.83E-2 1.02E2 6.67E1 1.81E0 1.26E-2 8.58E1 5.59E1 Cd foil covers 3.39E0 1.05E0 5.13E-1 3.42E-1 2.70E-1 Exposure (mrem/hr) 50 cm Plastic Air Holder Holder Clay SRM Al 1100 Al 6061 1.25E3 5.93E-2 3.73E6 2.26E6 7.45E-1 3.91E-2 1.27E2 8.27E2 5.86E-1 2.68E-2 4.51E1 2.95E1 4.83E-1 1.83E-2 3.67E1 2.40E1 4.02E-1 1.26E-2 3.09E1 2.01E1 Cd foil covers 1.22E0 3.78E-1 1.85E-1 1.23E-1 9.73E-2 Total 1.67E7 6.65E2 2.69E2 2.16E2 1.78E2 Total 5.99E6 9.72E2 8.80E1 7.10E1 5.90E1 The following table shows the activity for just the samples after the 2 x 6 tube sample holder and cadmium foils have been removed. Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs Gold wires 1.02E0 1.64E-3 1.27E-3 1.01E-3 8.14E-4 Quartz 7.23E0 3.65E-1 2.80E-1 2.15E-1 1.65E-1 Activity (mCi) Plastic Air Clay SRM 1.78E+01 8.96E-3 3.44E-02 6.13E-3 2.70E-02 4.20E-3 2.24E-02 2.88E-3 1.88E-02 1.97E-3 Total 2.61E1 4.07E-1 3.12E-1 2.41E-1 1.87E-1 74 The following tables show the exposure rates for just the samples after the 2 x 6 tube sample holder has been removed. Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs Gold wires 3.28E2 2.00E-2 1.07E-2 8.46E-3 6.78E-3 Exposure (mrem/hr) 30 cm Quartz Plastic Air Clay SRM 2.27E3 5.70E3 5.93E-2 7.62E1 3.36E0 3.91E-2 5.85E1 2.64E0 2.68E-2 4.49E1 2.17E0 1.83E-2 3.44E1 1.81E0 1.26E-2 Gold wires 7.19E1 6.07E-3 3.66E-3 2.87E-3 2.28E-3 Exposure (mrem/hr) 50 cm Quartz Plastic Air Clay SRM 4.98E2 1.25E3 5.93E-2 1.65E1 7.45E-1 3.91E-2 1.26E1 5.86E-1 2.68E-2 9.69E0 4.83E-1 1.83E-2 7.44E0 4.02E-1 1.26E-2 Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs Total 8.30E3 7.96E1 6.12E1 4.71E1 3.62E1 Total 1.82E3 1.73E1 1.32E1 1.02E1 7.86E0 The following are graphs of the exposure rate for each of the materials that will be irradiated. Gold Wires Exposure rate at 30 cm 75 Sample Holder Al 1100 Exposure rate at 30 cm An enlargement of the previous graph Sample Holder Al 6061 Exposure rate at 30 cm 76 Exposure rate at 50 cm Pottery Samples Exposure rate at 30 cm Plastic Clay SRM Exposure rate at 30 cm 77 Quartz Ampoules Exposure rate at 30 cm Plastic Clay Long Irradiation Neutron Activation Activity Prediction Authorization November 7, 2012 Chad Durrant Objective: The purpose of this test is to confirm that the plastic clay standard reference material (SRM) will be a sufficient comparative material for future irradiations with unknown pottery samples. This will also serve as a good practice run for the reactor operators and for handling and counting the material. Proposal: ~1 g total weight of plastic clay SRM samples are sealed in 6-10 quartz ampoules and wrapped in aluminum foils. 0.015 g of AuAl wires are sealed in 6 quartz ampoules; three of these are wrapped in cadmium foils (total cadmium weight conservatively ~3 g). There will also be two empty sealed quartz ampoules. The total weight of the quartz ampoules will be approximately 20 g. All the quartz ampoules will be placed in the 2 x 6 tube sample holder and irradiated in the 2 x 6 tube located on the reactor core face. The 2 x 6 tube sample holder is approximately 100 g of Al 6061 (lower purity Al) and 160 g of Al 1100 (high purity Al). The sample will be irradiated for 8 hours at about 900 kW with the safety control rod at the upper limit position. This will give an approximate total thermal fluence of about 1.55 x 1013, total fast fluence of about 4.0 x 1012, and a resonance fluence of about 8 x 1011. Activity Predictions: The following is a table with the prediction for the total amount of activity for the samples and the holder for up to 8 days after the irradiation. 78 Time 0 day 1 day 2 day 3 day 4 day 5 day 6 day 7 day 8 day Gold wires 3.51E1 2.68E-1 1.95E-1 1.48E-1 1.14E-1 8.77E-2 6.78E-2 5.24E-2 4.06E-2 Quartz 3.90E2 4.53E-1 8.53E-4 2.07E-5 6.31E-6 2.24E-6 1.03E-6 6.08E-7 4.48E-7 Plastic Clay SRM 3.47E2 2.98E0 8.30E-1 2.53E-1 9.13E-2 4.44E-2 3.01E-2 2.53E-2 2.34E-2 Activity (mCi) Air Holder Al 1100 2.09E0 3.54E5 2.35E-4 4.15E2 0 1.12E2 0 3.10E1 0 8.76E0 0 2.64E0 0 9.43E-1 0 4.72E-1 0 3.39E-1 Holder Al 6061 2.15E5 3.37E2 1.31E2 6.88E1 4.59E1 3.50E1 2.85E1 2.39E1 2.05E1 Cd foil covers 4.01E2 1.03E2 7.37E1 5.43E1 4.03E1 3.00E1 2.24E1 1.69E1 1.28E1 Total 5.70E5 8.59E2 3.18E2 1.55E2 9.52E1 6.78E1 5.19E1 4.13E1 3.37E1 The predicted exposure rates that would be produced by these same materials are calculated for distances 30 cm and 50 cm away from the irradiated materials and shown respectively in the tables below. Time 0 day 1 day 2 day 3 day 4 day 5 day 6 day 7 day 8 day Gold wires 1.06E4 1.43E0 7.06E-1 4.20E-1 2.83E-1 2.06E-1 1.55E-1 1.18E-1 9.08E-2 Quartz 9.59E4 9.44E1 1.77E-1 4.30E-3 1.32E-3 4.34E-4 1.43E-4 4.72E-5 3.07E-7 Exposure (mrem/hr) 30 cm Plastic Air Holder Holder Clay SRM Al 1100 Al 6061 1.05E5 1.33E1 1.12E8 6.80E7 2.93E2 1.50E-3 9.39E3 6.02E3 9.66E1 0 3.04E3 2.03E3 3.30E1 0 9.92E2 7.31E2 1.21E1 0 3.25E2 2.95E2 5.14E0 0 1.07E2 1.43E2 2.81E0 0 3.62E1 8.62E1 1.99E0 0 1.29E1 6.18E1 1.68E0 0 5.28E0 4.93E1 Cd foil covers 1.20E3 2.54E2 1.81E2 1.33E2 9.79E1 7.22E1 5.34E1 3.96E1 2.95E1 Total 1.80E8 1.61E4 5.35E3 1.89E3 7.30E2 3.28E2 1.79E2 1.16E2 8.59E1 The predicted exposure calculated at 50 cm. Time 0 day 1 day 2 day 3 day 4 day 5 day 6 day 7 day 8 day Gold wires 2.34E3 4.02E-1 2.17E-1 1.39E-1 9.80E-2 7.27E-2 5.52E-2 4.24E-2 3.26E-2 Quartz 2.09E4 2.04E1 3.84E-2 9.63E-4 2.96E-4 9.75E-5 3.21E-5 1.06E-5 1.10E-7 Exposure (mrem/hr) 50 cm Plastic Air Holder Holder Clay SRM Al 1100 Al 6061 2.31E4 4.79E0 2.46E7 1.49E7 6.60E1 5.40E4 2.18E3 1.42E3 2.17E1 0 7.00E2 4.87E2 7.42E0 0 2.28E2 1.83E2 2.71E0 0 7.45E1 7.97E1 1.16E0 0 2.47E1 4.28E1 6.33E-1 0 8.44E0 2.82E1 4.50E-1 0 3.14E0 2.13E1 3.80E-1 0 1.40E0 1.75E1 Cd foil covers 4.31E2 9.14E1 6.53E1 4.79E1 3.53E1 2.60E1 1.92E1 1.43E1 1.06E1 Total 3.95E7 5.78E4 1.27E3 4.66E2 1.92E2 9.47E1 5.65E1 3.92E1 2.99E1 79 It is anticipated that after irradiation the sample holder will remain in the 2 x 6 tube in the reactor pool for 136 hours or just over 5 ½ days before extracting it to transfer the samples. This will allow many of the short lived radioactive byproducts to decay away thereby significantly decreasing the activity of the material to be handled thus minimizing the exposure to the individual. The sample holder with samples will be extracted from the 2 x 6 tube after 5 ½ days into a shielded area and then transported to a work area in the reactor bay. There the individual samples will be taken out one at a time and placed into a plastic holder that will be used to transfer the samples for counting. The activity and exposure rate for just the samples after the 2 x 6 tube sample holder and cadmium foil covers have been removed are shown below in the following two tables. Time Gold wires Quartz Activity (mCi) Plastic Clay SRM Air Total 3.47E2 2.09E0 7.74E2 3.70E0 1.03E0 4.01E-1 2.05E-1 1.32E-1 9.79E-2 7.77E-2 6.40E-2 0 day 3.51E1 3.90E2 1 day 2.68E-1 4.53E-1 2.98E0 2.35E-4 2 day 1.95E-1 8.53E-4 8.30E-1 0 3 day 1.48E-1 2.07E-5 2.53E-1 0 4 day 1.14E-1 6.31E-6 9.13E-2 0 5 day 8.77E-2 2.24E-6 4.44E-2 0 6 day 6.78E-2 1.03E-6 3.01E-2 0 7 day 5.24E-2 6.08E-7 2.53E-2 0 8 day 4.06E-2 4.48E-7 2.34E-2 0 Time Gold wires Exposure (mrem/hr) 30 cm Quartz Plastic Air Clay SRM Total 0 day 1.06E4 9.59E4 1.05E5 1.33E1 1 day 1.43E0 9.44E1 2.93E2 1.50E-3 2 day 7.06E-1 1.77E-1 9.66E1 0 3 day 4.20E-1 4.30E-3 3.30E1 0 4 day 2.83E-1 1.32E-3 1.21E1 0 5 day 2.06E-1 4.34E-4 5.14E0 0 6 day 1.55E-1 1.43E-4 2.81E0 0 7 day 1.18E-1 4.72E-5 1.99E0 0 8 day 9.08E-2 3.07E-7 1.68E0 0 2.12E5 3.89E2 9.75E1 3.34E1 1.24E1 5.35E0 2.97E0 2.11E0 1.77E0 80 Below are the expected exposure charts for the different elements/materials that will be present in the sample holder. Gold wire predicted exposure rate at 30 cm Quartz ampoule predicted exposure rate at 30 cm Plastic Clay SRM predicted exposure at 30 cm 81 Sample Holder Al 1100 predicted exposure rate at 30 cm Sample Holder Al 6061 predicted exposure rate at 30 cm Cadmium Foil Covers predicted exposure rate at 30 cm 82 Pottery Short Irradiation Neutron Activation Activity Prediction Authorization November 6, 2012 Chad Durrant Objective: The purpose of this test is to irradiate 15 pottery samples of unknown composition with some standard reference materials (SRMs) and gold wires. The standard reference material will be used in comparative neutron activation analysis method and the gold wires will be used in the flux calculation and k0 method in order to determine the composition of the unknown pottery samples. This is a short irradiation that will help determine shorter-lived isotopes, while a second longer irradiation will determine longer lived isotopes. Proposal: ~1.5 g total weight of unknown pottery samples are sealed in 15 quartz ampoules and wrapped in aluminum foils. 0.015 g of AuAl wires are sealed in 6 quartz ampoules; three of these are wrapped in cadmium foils (total cadmium weight ~3 g). There will also be two samples of plastic clay SRM sealed in quartz ampoules. The total weight of the quartz ampoules will be approximately 31.25 g. All of the quartz ampoules will be placed in the 2 x 6 sample holder and irradiated in the 2 x 6 tube located on the reactor core face. The sample holder is approximately 100 g of Al 6061 (lower purity Al) and 160 g of Al 1100 (high purity Al). The sample will be irradiated for 6 minutes at about 110 kW with the safety control rod at the upper limit position. This will give an approximate total thermal fluence of about 1.7 x 1012, total fast fluence of about 4.4 x 1011, and a resonance fluence of about 8.8 x 1010. Activity Predictions: The following is a table with the prediction for the total amount of activity for the samples the and 2 x 6 tube sample holder for up to four hours after irradiation. Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs Gold wires 3.06E0 4.91E-3 3.82E-3 3.04E-3 2.44E-3 Quartz 2.01E1 1.02E0 7.79E-1 5.98E-1 4.59E-1 Pottery Samples 5.01E1 9.18E-2 7.10E-2 5.80E-2 4.82E-2 Activity (mCi) Plastic Air Clay SRM 5.95E0 8.96E-3 1.15E-2 6.13E-3 9.01E-3 4.20E-3 7.46E-3 2.88E-3 6.27E-3 1.97E-3 Holder Al 1100 3.22E4 1.45E1 1.10E1 8.80E0 7.12E0 Holder Al 6061 1.96E4 9.29E0 7.04E0 5.67E0 4.61E0 Cd foil covers 2.38E0 1.06E0 6.02E-1 4.12E-1 3.25E-1 Total 5.19E4 2.60E1 1.95E1 1.56E1 1.26E1 The predicted exposure values are calculated respectively for distances 30 cm and 50 cm away from the irradiated materials. The following two tables show the total exposure rates for the samples at 30 and 50 cm respectively. It is anticipated that the sample holder will be pulled from the 2 x 6 tube after 2 hours and transferred to a shielded work area in the reactor bay. In the work area the quartz ampoules will be taken out of the aluminum 83 sample holder and placed into a plastic holder that will be used to transfer the samples for counting. Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs Gold wires 9.83E2 6.00E-2 3.22E-2 2.54E-2 2.03E-2 Quartz Gold wires 3.54E2 2.16E-2 1.16E-2 9.14E-3 7.33E-3 Quartz 6.30E3 2.12E2 1.62E2 1.25E2 9.57E1 Pottery Samples 1.58E4 1.01E1 8.16E0 6.89E0 5.89E0 Exposure (mrem/hr) 30 cm Plastic Air Holder Clay SRM Al 1100 1.90E3 5.93E-2 1.04E7 1.12E0 3.91E-2 3.54E2 8.78E-1 2.68E-2 1.25E2 7.23E-1 1.83E-2 1.02E2 6.02E-1 1.26E-2 8.58E1 Holder Al 6061 6.29E6 2.30E2 8.20E1 6.67E1 5.59E1 Cd foil covers 1.02E1 3.15E0 1.54E0 1.03E0 8.11E-1 Pottery Samples 3.48E3 2.23E0 1.80E0 1.52E0 1.31E0 Exposure (mrem/hr) 50 cm Plastic Air Holder Clay SRM Al 1100 4.17E2 5.93E-2 3.73E6 2.48E-1 3.91E-2 1.27E2 1.95E-1 2.68E-2 4.51E1 1.61E-1 1.83E-2 3.67E1 1.34E-1 1.26E-2 3.09E1 Holder Al 6061 2.26E6 8.27E2 2.95E1 2.40E1 2.01E1 Cd foil covers 3.66E0 1.13E0 5.54E-1 3.69E-1 2.92E-1 Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs 2.27E3 7.62E1 5.85E1 4.49E1 3.44E1 Total 1.67E7 8.10E2 3.80E2 3.02E2 2.45E2 Total 6.00E6 1.03E3 1.36E2 1.08E2 8.72E1 The following tables show the exposure rates for just the samples after the 2 x 6 tube sample holder has been removed. Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs Gold wires 9.83E2 6.00E-2 3.22E-2 2.54E-2 2.03E-2 Quartz Gold wires 3.54E2 2.16E-2 1.16E-2 9.14E-3 7.33E-3 Quartz 6.30E3 2.12E2 1.62E2 1.25E2 9.57E1 Time 0 hrs 1 hrs 2 hrs 3 hrs 4 hrs 2.27E3 7.62E1 5.85E1 4.49E1 3.44E1 Exposure (mrem/hr) 30 cm Pottery Plastic Samples Clay SRM 1.58E4 1.90E3 1.01E1 1.12E0 8.16E0 8.78E-1 6.89E0 7.23E-1 5.89E0 6.02E-1 Exposure (mrem/hr) 50 cm Pottery Plastic Samples Clay SRM 3.48E3 4.17E2 2.23E0 2.48E-1 1.80E0 1.95E-1 1.52E0 1.61E-1 1.31E0 1.34E-1 Air Total 5.93E-2 3.91E-2 2.68E-2 1.83E-2 1.26E-2 2.50E4 2.23E2 1.71E2 1.33E2 1.02E2 Air Total 5.93E-2 3.91E-2 2.68E-2 1.83E-2 1.26E-2 6.52E3 7.87E1 6.05E1 4.66E1 3.59E1 The following are graphs of the exposure rate for each of the materials that will be irradiated. 84 Gold Wires Exposure rate at 30 cm Sample Holder Al 1100 Exposure rate at 30 cm An enlargement of the previous graph 85 Sample Holder Al 6061 Exposure rate at 30 cm An enlargement of the previous graph Pottery Samples Exposure rate at 30 cm 86 Plastic Clay SRM Exposure rate at 30 cm Quartz Ampoules Exposure rate at 30 cm An enlargement of the previous graph 87 Cadmium Foils Exposure rate at 30 cm Pottery Long Irradiation Neutron Activation Activity Prediction Authorization November 6, 2012 Chad Durrant Objective: The purpose of this test is to irradiate 15 pottery samples of unknown composition with some standard reference materials (SRMs) and gold wires. The standard reference material will be used in comparative neutron activation analysis method and the gold wires will be used in the flux calculation k0 method in order to determine the composition of the unknown pottery. This is a long irradiation that will be performed after the similar short irradiation and will be used to determine longer-lived isotopes. Proposal: ~1.5 g total weight of unknown pottery samples are sealed in 15 quartz ampoules and wrapped in aluminum foils. 0.015 g of AuAl wires are sealed in 6 quartz ampoules; three of these are wrapped in cadmium foils (total cadmium weight conservatively ~3 g). There will also be two samples of plastic clay SRM also sealed in quartz ampoules. The total weight of the quartz ampoules will be approximately 31.25 g. All the quartz ampoules will be placed in the 2 x 6 tube sample holder and irradiated in the 2 x 6 tube located on the reactor core face. The 2 x 6 tube sample holder is approximately 100 g of Al 6061 (lower purity Al) and 160 g of Al 1100 (high purity Al). The sample will be irradiated for 8 hours at about 900 kW with the safety control rod at the upper limit position. This will give an approximate total thermal fluence of about 1.55 x 1013, total fast fluence of about 4.0 x 1012, and a resonance fluence of about 8 x 1011. 88 Activity Predictions: The following is a table with the prediction for the total amount of activity for the samples and the holder for up to 8 days after the irradiation. Time 0 day 1 day 2 day 3 day 4 day 5 day 6 day 7 day 8 day Gold wires 3.51E1 2.68E-1 1.95E-1 1.48E-1 1.14E-1 8.77E-2 6.78E-2 5.24E-2 4.06E-2 Quartz 6.09E2 7.08E-1 1.33E-3 3.23E-5 9.87E-6 3.50E-6 1.60E-6 9.51E-7 6.99E-7 Pottery Samples 5.81E2 4.67E0 1.48E0 5.40E-1 2.35E-1 1.25E-1 7.98E-2 5.81E-2 4.61E-2 Activity (mCi) Plastic Air Clay SRM 6.95E1 2.09E0 5.96E-1 2.35E-4 1.66E-1 0 5.06E-2 0 1.83E-2 0 8.88E-3 0 6.02E-3 0 5.06E-3 0 4.68E-3 0 Holder Al 1100 3.54E5 4.15E2 1.12E2 3.10E1 8.76E0 2.64E0 9.43E-1 4.72E-1 3.39E-1 Holder Al 6061 2.15E5 3.37E2 1.31E2 6.88E1 4.59E1 3.50E1 2.85E1 2.39E1 2.05E1 Cd foil covers 4.01E2 1.03E2 7.37E1 5.43E1 4.03E1 3.00E1 2.24E1 1.69E1 1.28E1 Total 5.71E5 8.61E2 3.19E2 1.55E2 9.53E1 6.79E1 5.20E1 4.14E1 3.37E1 The predicted exposure rates that would be produced by these same materials are calculated for distances 30 cm and 50 cm away from the irradiated materials and shown respectively in the tables below. Time 0 day 1 day 2 day 3 day 4 day 5 day 6 day 7 day 8 day Gold wires 1.06E4 1.43E0 7.06E-1 4.20E-1 2.83E-1 2.06E-1 1.55E-1 1.18E-1 9.08E-2 Quartz 1.50E5 1.48E2 2.77E-1 6.72E-3 2.06E-3 6.79E-4 2.23E-4 7.38E-5 4.79E-7 Pottery Samples 1.76E5 7.48E2 2.45E2 8.09E1 2.69E1 9.08E0 3.18E0 1.21E0 5.40E-1 Exposure (mrem/hr) 30 cm Plastic Air Holder Clay SRM Al 1100 2.10E4 1.33E1 1.12E8 5.86E1 1.50E-3 9.39E3 1.93E1 0 3.04E3 6.60E0 0 9.92E2 2.41E0 0 3.25E2 1.03E0 0 1.07E2 5.62E-1 0 3.62E1 3.99E-1 0 1.29E1 3.36E-1 0 5.28E0 Holder Al 6061 6.80E7 6.02E3 2.03E3 7.31E2 2.95E2 1.43E2 8.62E1 6.18E1 4.93E1 Cd foil covers 1.20E3 2.54E2 1.81E2 1.33E2 9.79E1 7.22E1 5.34E1 3.96E1 2.95E1 Holder Al 6061 1.49E7 1.42E3 4.87E2 1.83E2 7.97E1 4.28E1 2.82E1 2.13E1 1.75E1 Cd foil covers 4.31E2 9.14E1 6.53E1 4.79E1 3.53E1 2.60E1 1.92E1 1.43E1 1.06E1 Total 1.80E8 1.66E4 5.52E3 1.94E3 7.47E2 3.33E2 1.80E2 1.16E2 8.50E1 The predicted exposure calculated at 50 cm. Time 0 day 1 day 2 day 3 day 4 day 5 day 6 day 7 day 8 day Gold wires 2.34E3 4.02E-1 2.17E-1 1.39E-1 9.80E-2 7.27E-2 5.52E-2 4.24E-2 3.26E-2 Quartz 3.26E4 3.19E1 6.00E-2 1.51E-3 4.63E-4 1.52E-4 5.02E-5 1.66E-5 1.73E-7 Pottery Samples 3.86E4 1.68E2 5.51E1 1.83E1 6.11E0 2.09E0 7.58E-1 3.08E-1 1.53E-1 Exposure (mrem/hr) 50 cm Plastic Air Holder Clay SRM Al 1100 4.61E3 4.79E0 2.46E7 1.32E1 5.40E4 2.18E3 4.35E0 0 7.00E2 1.48E0 0 2.28E2 5.43E-1 0 7.45E1 2.31E-1 0 2.47E1 1.27E-1 0 8.44E0 9.01E-2 0 3.14E0 7.60E-2 0 1.40E0 Total 3.96E7 3.90E3 1.31E3 4.79E2 1.96E2 9.59E1 5.68E1 3.92E1 2.98E1 89 It is anticipated that after irradiation the sample holder will remain in the 2 x 6 tube in the reactor pool for 192 hours or 8 days before extracting it to transfer the samples. This will allow many of the short lived radioactive byproducts to decay away thereby significantly decreasing the activity of the material to be handled thus minimizing the exposure to the individual. The sample holder with samples will be extracted from the 2 x 6 tube after 8 days into a shielded area and then transported to a work area in the reactor bay. There the individual samples will be taken out one at a time and placed into a plastic holder that will be used to transfer the samples for counting. The activity and exposure rate for just the samples after the 2 x 6 tube sample holder and cadmium foil covers have been removed are shown below in the following two tables. Time 0 day 1 day 2 day 3 day 4 day 5 day 6 day 7 day 8 day Gold wires 3.51E1 2.68E-1 1.95E-1 1.48E-1 1.14E-1 8.77E-2 6.78E-2 5.24E-2 4.06E-2 Quartz 6.09E2 7.08E-1 1.33E-3 3.23E-5 9.87E-6 3.50E-6 1.60E-6 9.51E-7 6.99E-7 Time 0 day 1 day 2 day 3 day 4 day 5 day 6 day 7 day 8 day Gold wires 1.06E4 1.43E0 7.06E-1 4.20E-1 2.83E-1 2.06E-1 1.55E-1 1.18E-1 9.08E-2 Quartz 1.50E5 1.48E2 2.77E-1 6.72E-3 2.06E-3 6.79E-4 2.23E-4 7.38E-5 4.79E-7 Activity (mCi) Pottery Plastic Samples Clay SRM 5.81E2 6.95E1 4.67E0 5.96E-1 1.48E0 1.66E-1 5.40E-1 5.06E-2 2.35E-1 1.83E-2 1.25E-1 8.88E-3 7.98E-2 6.02E-3 5.81E-2 5.06E-3 4.61E-2 4.68E-3 Air Total 2.09E0 2.35E-4 0 0 0 0 0 0 0 1.30E3 6.24E0 1.84E0 7.39E-1 3.67E-1 2.22E-1 1.54E-1 1.16E-1 9.14E-2 Exposure (mrem/hr) 30 cm Pottery Plastic Air Samples Clay SRM 1.76E5 2.10E4 1.33E1 7.48E2 5.86E1 1.50E-3 2.45E2 1.93E1 0 8.09E1 6.60E0 0 2.69E1 2.41E0 0 9.08E0 1.03E0 0 3.18E0 5.62E-1 0 1.21E0 3.99E-1 0 5.40E-1 3.36E-1 0 Total 3.58E5 9.56E2 2.65E2 8.79E1 2.96E1 1.03E1 3.90E0 1.73E0 9.67E-1 Below are the expected exposure charts for the different elements/materials that will be present in the sample holder. 90 Gold wire predicted exposure rate at 30 cm Quartz ampoule predicted exposure rate at 30 cm Pottery Sample predicted exposure rate at 30 cm 91 Plastic Clay SRM predicted exposure at 30 cm Sample Holder Al 1100 predicted exposure rate at 30 cm Sample Holder Al 6061 predicted exposure rate at 30 cm 92 Cadmium Foil Covers predicted exposure rate at 30 cm 93 Appendix D Comprehensive Sample Data The trace element composition for each of the Italian tile samples are given in Tables D.1 through D.15. Table D.1. Experimentally determined composition of Sample 139B using the plastic clay comparator standard. Sample 139B Element Sodium Potassium Manganese Strontium Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Weight Percent and respective error Nuclide > 2 hours Error ± Na-24 6.99E-03 8.54E-04 K-42 3.09E-02 4.07E-03 Mn-56 1.14E-03 1.32E-04 Sr-87m 6.20E-04 1.13E-04 Eu-152m 1.88E-06 2.25E-07 Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Hf-181 Ca-47 Zr-95 Id Confidence 0.992 0.987 0.979 0.987 0.998 8 days 1.99E-05 Error ± 2.60E-06 Id Confidence 0.986 2.02E-07 2.42E-08 0.983 1.25E-04 1.56E-05 0.978 6.43E-09 1.43E-09 0.999 23 days Error ± Id Confidence 2.61E-06 3.10E-06 1.29E-05 9.31E-05 3.66E-02 1.12E-04 1.11E-04 2.58E-06 3.34E-07 3.86E-07 1.51E-06 1.38E-05 4.24E-03 1.44E-05 1.48E-05 3.24E-07 0.416 0.865 0.98 1 0.976 0.978 0.966 0.991 9.91E-04 4.74E-06 1.20E-04 5.70E-07 0.957 0.988 2.67E-04 4.79E-05 0.996 Table D.2. Experimentally determined composition of Sample 140B using the plastic clay comparator standard. Sample 140B Element Sodium Potassium Manganese Strontium Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 6.46E-03 7.89E-04 0.991 2.82E-02 3.72E-03 0.986 1.19E-03 1.38E-04 0.976 4.49E-04 9.79E-05 0.985 1.90E-06 2.26E-07 0.997 8 days 8.95E-04 2.13E-02 Error ± 1.09E-04 3.75E-03 Id Confidence 0.988 0.984 23 days Error ± Id Confidence 8.25E-07 1.21E-06 1.36E-05 5.79E-05 3.95E-03 4.99E-05 9.61E-05 7.55E-07 1.12E-07 1.95E-07 1.59E-06 8.69E-06 4.87E-04 6.51E-06 1.27E-05 9.32E-08 0.42 0.693 0.989 1 0.986 0.987 0.979 0.924 3.21E-06 3.19E-06 1.21E-05 1.08E-04 5.64E-02 1.42E-04 1.57E-04 2.55E-06 4.09E-07 4.06E-07 1.41E-06 1.60E-05 6.53E-03 1.81E-05 2.03E-05 3.19E-07 0.419 0.768 0.985 1 0.981 0.981 0.972 0.992 4.98E-04 4.16E-04 4.78E-06 4.07E-04 6.02E-05 1.68E-04 5.77E-07 5.30E-05 0.962 0.895 0.988 0.989 9.07E-04 1.10E-04 0.958 4.38E-06 5.27E-07 0.988 2.89E-04 4.98E-05 0.996 94 Table D.3. Experimentally determined composition of Sample 141B using the plastic clay comparator standard. Sample 141B Element Sodium Potassium Manganese Strontium Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Zirconium* Nuclide Na-24 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Hf-181 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 9.71E-03 1.17E-03 0.962 4.07E-02 5.28E-03 0.941 1.05E-03 1.20E-04 0.949 6.65E-04 1.51E-04 0.978 2.04E-06 2.42E-07 0.981 8 days 2.44E-04 1.82E-02 Error ± 2.99E-05 5.21E-03 Id Confidence 0.989 0.947 23 days Error ± Id Confidence 6.18E-07 8.71E-08 0.423 3.00E-05 8.62E-05 1.45E-02 5.91E-05 1.60E-04 2.15E-07 3.44E-06 1.28E-05 1.65E-03 7.81E-06 2.09E-05 2.79E-08 0.989 1.000 0.986 0.986 0.979 1 9.40E-06 3.56E-06 1.12E-05 7.92E-05 3.72E-02 1.70E-04 2.11E-04 5.72E-06 1.19E-06 4.71E-07 1.28E-06 1.17E-05 4.49E-03 2.15E-05 2.70E-05 7.01E-07 0.417 0.767 0.987 1 0.984 0.983 0.977 0.985 3.76E-04 5.15E-05 0.957 1.02E-03 5.59E-06 2.72E-04 1.23E-04 6.62E-07 5.50E-05 0.959 0.988 0.995 Table D.4. Experimentally determined composition of Sample 142B using the plastic clay comparator standard. Sample 142B Element Sodium Potassium Manganese Strontium Europium* Scandium* Titanium Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Sc-48 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 1.34E-02 1.61E-03 0.972 2.46E-02 3.21E-03 0.963 1.03E-03 1.18E-04 0.954 7.14E-04 1.44E-04 0.977 1.89E-06 2.25E-07 0.991 8 days 6.82E-04 3.90E-02 Error ± 8.19E-05 8.21E-03 Id Confidence 0.989 0.978 23 days Error ± Id Confidence 7.37E-07 1.07E-06 8.97E-06 1.07E-07 3.03E-07 1.03E-06 0.421 0.373 0.989 5.27E-05 7.06E-03 7.36E-05 9.69E-05 8.31E-07 7.77E-06 8.60E-04 9.53E-06 1.27E-05 1.01E-07 1 0.986 0.986 0.978 1 3.63E-06 5.35E-06 1.40E-05 6.74E-03 8.49E-05 4.23E-02 1.24E-04 2.39E-04 3.11E-06 4.56E-07 6.50E-07 1.61E-06 1.46E-03 1.25E-05 4.81E-03 1.56E-05 3.01E-05 3.81E-07 0.417 0.873 0.988 0.964 1.000 0.985 0.986 0.978 0.985 5.24E-04 3.88E-04 3.97E-06 1.71E-04 6.37E-05 8.23E-05 4.80E-07 2.33E-05 0.962 0.9 0.895 0.841 9.46E-04 1.15E-04 0.959 4.83E-06 5.71E-07 0.988 3.11E-04 6.73E-05 0.993 Table D.5. Experimentally determined composition of Sample 143B using the plastic clay comparator standard. Sample 143B Element Sodium Potassium Manganese Strontium Europium* Scandium* Titanium Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Sc-48 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 8.23E-03 1.03E-03 0.962 3.34E-02 4.47E-03 0.943 1.04E-03 1.24E-04 0.940 7.60E-04 1.37E-04 0.971 2.19E-06 2.65E-07 0.985 8 days 8.05E-05 1.42E-02 Error ± 1.03E-05 5.63E-03 Id Confidence 0.99 0.981 1.12E-06 1.82E-05 2.34E-07 2.17E-06 0.478 0.989 5.03E-05 1.75E-02 5.20E-05 7.85E-05 2.34E-07 7.96E-06 2.07E-03 7.09E-06 1.05E-05 3.17E-08 1.000 0.986 0.985 0.977 1 2.22E-04 4.48E-04 3.18E-06 3.25E-05 1.97E-04 3.95E-07 0.962 0.902 0.987 23 days Error ± Id Confidence 9.37E-06 5.27E-06 1.20E-05 1.07E-02 8.02E-05 3.88E-02 1.20E-04 2.08E-04 2.71E-06 1.21E-06 6.54E-07 1.43E-06 2.38E-03 1.21E-05 4.59E-03 1.56E-05 2.73E-05 3.47E-07 0.411 0.971 0.987 0.953 1 0.983 0.984 0.975 0.987 1.16E-03 1.45E-04 0.958 5.43E-06 6.67E-07 0.988 3.13E-04 6.09E-05 0.995 95 Table D.6. Experimentally determined composition of Sample 144B using the plastic clay comparator standard. Sample 144B Element Sodium Potassium Manganese Strontium Europium* Scandium* Titanium Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Sc-48 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 8.36E-03 1.04E-03 0.961 3.09E-02 4.14E-03 0.944 9.30E-04 1.10E-04 0.937 8.30E-04 1.57E-04 0.968 2.07E-06 2.52E-07 0.984 8 days 1.40E-03 2.83E-02 Error ± 1.74E-04 7.67E-03 Id Confidence 0.991 0.958 9.51E-07 1.27E-06 1.82E-05 1.29E-07 2.68E-07 2.17E-06 0.423 0.636 0.99 8.03E-05 7.26E-03 6.24E-05 1.41E-04 9.34E-07 1.21E-05 9.14E-04 8.33E-06 1.89E-05 1.18E-07 1 0.988 0.988 0.98 1 8.50E-04 1.07E-03 5.14E-06 5.55E-04 1.81E-04 1.05E-04 3.02E-04 6.36E-07 7.43E-05 3.15E-05 0.962 0.896 0.987 0.991 0.994 23 days Error ± Id Confidence 3.32E-06 3.83E-06 1.37E-05 8.87E-03 1.15E-04 4.99E-02 2.12E-04 1.74E-04 3.21E-06 4.32E-07 5.14E-07 1.64E-06 2.00E-03 1.73E-05 5.92E-03 2.76E-05 2.32E-05 4.08E-07 0.41 0.77 0.987 0.397 1 0.983 0.984 0.975 0.985 9.02E-04 1.15E-04 0.958 6.25E-06 7.67E-07 0.988 3.21E-04 5.73E-05 0.993 Table D.7. Experimentally determined composition of Sample 145B using the plastic clay comparator standard. Sample 145B Element Sodium Potassium Manganese Strontium Europium* Scandium* Titanium Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Zirconium* Nuclide Na-24 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Sc-48 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-135m Hf-181 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 8.69E-03 1.05E-03 0.951 2.67E-02 3.49E-03 0.939 1.10E-03 1.27E-04 0.923 1.04E-03 2.41E-04 0.957 1.88E-06 2.25E-07 0.98 8 days 2.49E-04 Error ± 3.10E-05 Id Confidence 0.989 23 days Error ± Id Confidence 5.44E-07 7.68E-08 0.427 3.36E-05 3.88E-06 0.989 1.02E-04 2.26E-02 6.16E-05 1.52E-04 3.01E-07 1.52E-05 2.59E-03 8.12E-06 1.98E-05 3.91E-08 1 0.987 0.986 0.979 0.999 7.72E-05 4.15E-05 1.36E-04 7.19E-02 1.02E-03 3.91E-01 1.20E-03 1.71E-03 2.73E-05 9.89E-06 5.53E-06 1.57E-05 2.76E-02 1.50E-04 4.47E-02 1.53E-04 2.20E-04 3.43E-06 0.399 0.685 0.98 0.987 1 0.976 0.977 0.963 0.99 3.92E-04 1.21E-03 4.59E-06 5.51E-05 3.29E-04 5.57E-07 0.96 0.907 0.988 8.46E-03 1.05E-03 0.959 5.14E-05 3.03E-03 6.14E-06 5.50E-04 0.988 0.995 96 Table D.8. Experimentally determined composition of Sample 146B using the plastic clay comparator standard. Sample 146B Element Sodium Potassium Manganese Strontium Europium* Scandium* Calcium Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Zirconium* Nuclide Na-24 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Ca-47 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-135m Hf-181 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 8.06E-03 9.73E-04 0.951 2.06E-02 2.70E-03 0.934 1.08E-03 1.24E-04 0.919 7.30E-04 1.97E-04 0.957 1.75E-06 2.10E-07 0.974 8 days 1.57E-03 2.79E-02 Error ± 1.90E-04 1.20E-02 Id Confidence 0.988 0.933 23 days Error ± Id Confidence 1.38E-06 1.55E-06 1.96E-05 6.90E-04 8.44E-05 7.99E-03 5.44E-05 0.000121 1.03E-06 1.95E-07 2.91E-07 2.26E-06 8.98E-05 1.26E-05 9.18E-04 7.19E-06 1.58E-05 1.26E-07 0.421 0.551 0.989 0.988 1 0.986 0.984 0.98 1 9.64E-06 3.38E-06 1.20E-05 1.24E-06 4.38E-07 1.39E-06 0.397 0.785 0.982 1.13E-04 3.59E-02 8.51E-05 0.000143 2.78E-06 1.66E-05 4.11E-03 1.09E-05 1.86E-05 3.48E-07 1 0.978 0.976 0.966 0.987 6.35E-04 1.24E-03 5.53E-06 7.86E-05 4.62E-04 6.62E-07 0.961 0.906 0.988 1.09E-03 1.36E-04 0.959 5.91E-06 1.95E-04 7.03E-07 4.31E-05 0.988 0.993 Table D.9. Experimentally determined composition of Sample 147B using the plastic clay comparator standard. Sample 147B Element Sodium Silicon Potassium Manganese Strontium Europium* Scandium* Calcium Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Zirconium* Nuclide Na-24 Si-31 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Ca-47 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-133m Hf-181 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 5.56E-03 6.90E-04 0.942 6.77E-01 1.49E-01 0.886 2.59E-02 3.49E-03 0.923 4.53E-04 5.37E-05 0.909 5.40E-04 1.49E-04 0.945 1.65E-06 2.11E-07 0.971 8 days 5.33E-03 Error ± 6.68E-04 Id Confidence 0.987 23 days Error ± Id Confidence 3.26E-06 4.43E-06 5.49E-05 1.58E-03 3.62E-04 2.49E-02 1.43E-04 4.37E-04 3.24E-06 4.63E-07 7.36E-07 6.59E-06 2.13E-04 5.49E-05 2.98E-03 2.02E-05 5.90E-05 4.13E-07 0.419 0.651 0.988 0.841 1 0.986 0.982 0.978 1 1.12E-06 3.10E-07 1.13E-05 1.54E-07 4.60E-08 1.35E-06 0.397 0.689 0.985 7.93E-05 3.12E-02 1.46E-04 1.51E-04 1.68E-06 1.21E-05 3.72E-03 1.95E-05 2.08E-05 2.31E-07 1 0.981 0.983 0.973 0.985 1.50E-03 1.89E-04 0.962 7.61E-04 1.10E-04 0.96 1.68E-05 0.000469 2.09E-06 8.92E-05 0.988 0.998 5.06E-06 6.37E-07 0.988 97 Table D.10. Experimentally determined composition of Sample 148B using the plastic clay comparator standard. Sample 148B Element Sodium Potassium Manganese Strontium Europium* Scandium* Calcium Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Zirconium* Nuclide Na-24 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Ca-47 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-133m Hf-181 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 6.83E-03 8.73E-04 0.948 3.06E-02 4.20E-03 0.93 8.51E-04 1.04E-04 0.911 6.29E-04 1.47E-04 0.944 1.98E-06 2.50E-07 0.976 8 days 8.47E-04 Error ± 1.08E-04 Id Confidence 0.985 23 days Error ± Id Confidence 8.11E-07 4.00E-07 1.09E-05 3.89E-04 5.43E-05 4.90E-03 5.16E-05 1.03E-04 6.10E-07 1.24E-07 1.54E-07 1.33E-06 5.47E-05 8.43E-06 5.97E-04 7.33E-06 1.44E-05 8.04E-08 0.425 0.369 0.987 0.839 1 0.984 0.984 0.972 1 1.63E-06 1.98E-06 1.04E-05 2.18E-07 2.78E-07 1.27E-06 0.394 0.689 0.987 8.43E-05 3.41E-02 1.28E-04 1.76E-04 2.25E-06 1.29E-05 4.13E-03 1.71E-05 2.39E-05 2.97E-07 1 0.983 0.981 0.976 0.985 2.63E-04 3.64E-05 0.963 9.96E-04 1.27E-04 0.958 3.49E-06 4.50E-07 0.894 5.38E-06 4.62E-04 6.76E-07 8.71E-05 0.988 0.998 Table D.11. Experimentally determined composition of Sample 149B using the plastic clay comparator standard. Sample 149B Element Sodium Silicon Potassium Manganese Strontium Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 Si-31 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Hf-181 Ca-47 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 7.30E-03 9.14E-04 0.95 5.50E-02 1.20E-03 1.07E-03 2.965E-06 7.35E-03 1.44E-04 2.62E-04 3.63E-07 8 days 1.98E-04 Error ± 2.64E-05 Id Confidence 0.988 23 days Error ± Id Confidence 3.02E-05 9.57E-05 2.00E-02 7.13E-05 1.28E-04 3.26E-07 3.58E-06 1.45E-05 2.36E-03 9.73E-06 1.92E-05 4.53E-08 0.987 1 0.983 0.982 0.975 1 5.97E-06 2.58E-06 9.08E-06 5.78E-05 4.84E-02 1.51E-04 3.16E-04 3.14E-06 7.74E-07 3.22E-07 1.08E-06 8.77E-06 5.68E-03 1.96E-05 4.10E-05 3.99E-07 0.384 0.872 0.986 1 0.982 0.983 0.972 0.983 2.10E-04 3.82E-06 3.21E-05 4.74E-07 0.957 0.987 1.69E-03 7.45E-06 2.04E-04 9.07E-07 0.959 0.988 5.35E-04 1.03E-04 0.996 0.929 0.901 0.941 0.976 Table D.12. Experimentally determined composition of Sample 150B using the plastic clay comparator standard. Sample 150B Element Sodium Potassium Manganese Strontium Europium* Scandium* Calcium Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Zirconium* Nuclide Na-24 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Ca-47 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-135m Hf-181 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 3.84E-03 4.76E-04 0.944 1.97E-02 2.65E-03 0.926 1.05E-03 1.25E-04 0.894 3.71E-06 4.44E-07 0.973 8 days 1.01E-03 Error ± 1.26E-04 Id Confidence 0.986 23 days Error ± Id Confidence 3.31E-07 3.98E-07 7.28E-06 2.24E-04 5.71E-05 6.25E-03 6.52E-05 8.07E-05 5.59E-07 4.82E-08 8.02E-08 8.66E-07 4.31E-05 8.92E-06 7.39E-04 8.77E-06 1.05E-05 7.09E-08 0.419 0.695 0.987 0.824 1 0.983 0.983 0.977 0.999 2.16E-04 2.51E-09 1.60E-05 2.79E-05 3.20E-10 1.90E-06 0.38 0.869 0.986 6.87E-05 4.85E-02 1.75E-04 5.47E-04 8.95E-06 1.05E-05 5.73E-03 2.28E-05 7.08E-05 1.12E-06 1 0.982 0.983 0.973 0.981 2.83E-04 2.93E-04 4.18E-06 9.33E-05 3.47E-05 1.28E-04 5.12E-07 1.63E-05 0.963 0.922 0.987 0.991 1.51E-03 1.96E-04 0.959 8.04E-06 6.04E-04 9.92E-07 1.07E-04 0.988 0.994 98 Table D.13. Experimentally determined composition of Sample 151B using the plastic clay comparator standard. Sample 151B Element Sodium Potassium Manganese Strontium Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 4.38E-03 5.63E-04 0.952 1.61E-02 2.23E-03 0.933 1.56E-03 1.92E-04 0.896 1.04E-03 2.79E-04 0.936 3.89E-06 4.81E-07 0.977 8 days 2.19E-04 Error ± 2.73E-05 Id Confidence 0.985 23 days Error ± Id Confidence 2.48E-07 2.76E-07 4.71E-06 2.79E-05 2.36E-03 3.25E-05 5.17E-05 4.84E-07 3.29E-08 4.63E-08 5.60E-07 4.39E-06 2.80E-04 4.37E-06 6.71E-06 6.09E-08 0.42 0.688 0.987 1 0.984 0.984 0.976 0.997 3.12E-04 6.87E-07 1.58E-05 6.90E-05 5.21E-02 1.25E-04 4.24E-04 5.37E-06 4.00E-05 8.33E-08 1.88E-06 1.05E-05 6.13E-03 1.63E-05 5.49E-05 6.75E-07 0.378 0.969 0.987 1 0.983 0.984 0.977 0.98 6.43E-05 1.28E-04 1.77E-06 8.48E-06 4.21E-05 2.17E-07 0.958 0.895 0.988 3.41E-03 4.11E-04 0.957 9.02E-06 1.10E-06 0.988 4.86E-05 8.64E-06 0.998 7.03E-04 1.18E-04 0.996 Table D.14. Experimentally determined composition of Sample 152B using the plastic clay comparator standard. Sample 152B Element Sodium Potassium Manganese Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 K-42 Mn-56 Eu-152m Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Hf-181 Ca-47 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 5.87E-03 7.76E-04 0.943 2.22E-02 3.18E-03 0.926 3.12E-03 3.96E-04 0.879 4.902E-06 6.29E-07 0.97 8 days 1.39E-04 Error ± 1.95E-05 Id Confidence 0.981 23 days Error ± Id Confidence 1.41E-07 2.24E-08 0.42 1.14E-05 7.35E-05 7.85E-03 4.26E-05 3.14E-05 1.53E-07 1.45E-06 1.17E-05 9.92E-04 6.20E-06 4.54E-06 2.28E-08 0.986 1 0.982 0.98 0.974 1 8.37E-04 4.77E-06 1.96E-05 1.18E-04 6.42E-02 2.05E-04 4.82E-04 8.18E-06 1.14E-04 6.45E-07 2.50E-06 1.87E-05 8.12E-03 2.83E-05 6.64E-05 1.1E-06 0.365 0.869 0.985 1 0.981 0.981 0.974 0.98 5.35E-05 1.54E-06 9.49E-06 2.05E-07 0.785 0.987 2.65E-03 1.04E-05 3.51E-04 1.35E-06 0.959 0.988 8.50E-04 1.67E-04 0.995 Table D.15. Experimentally determined composition of Sample 153B using the plastic clay comparator standard. Sample 153B Element Sodium Potassium Manganese Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 K-42 Mn-56 Eu-152m Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Sb-124 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error > 2 hours Error ± Id Confidence 3.73E-03 4.95E-04 0.941 2.41E-02 3.42E-03 0.919 2.03E-03 2.59E-04 0.874 3.997E-06 5.16E-07 0.97 8 days 6.85E-04 Error ± 9.11E-05 Id Confidence 0.981 23 days Error ± Id Confidence 8.54E-07 6.19E-07 1.04E-05 7.93E-05 5.39E-03 6.82E-05 7.76E-05 8.84E-07 1.23E-07 1.12E-07 1.32E-06 1.27E-05 6.82E-04 9.65E-06 1.07E-05 1.19E-07 0.418 0.543 0.987 1 0.983 0.987 0.975 0.997 9.72E-04 3.91E-06 1.59E-05 7.30E-05 6.04E-02 2.00E-04 5.73E-04 1.23E-05 1.33E-04 5.22E-07 2.03E-06 1.17E-05 7.63E-03 2.76E-05 7.89E-05 1.65E-06 0.36 0.868 0.986 1 0.981 0.984 0.973 0.981 1.96E-04 4.22E-04 3.60E-06 2.63E-05 8.60E-05 4.81E-07 0.958 0.918 0.988 1.64E-03 2.27E-04 0.959 1.10E-05 1.43E-06 0.988 1.24E-04 2.08E-05 0.996 7.37E-04 1.41E-04 0.996 99 Table D.16. Experimentally determined composition of standard B1 using the plastic clay comparator standard. Sample B1 Element Sodium Silicon Potassium Manganese Strontium Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 Si-31 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error Id > 2 hours Error ± Confidence 8 days 3.23E-04 2.89E-01 6.09E-02 0.962 2.40E-02 3.20E-03 0.976 3.78E-02 1.94E-03 2.26E-04 0.967 2.55E-03 3.04E-04 Error ± 4.00E-05 Id Confidence 0.991 8.43E-03 0.972 3.65E-07 3.90E-06 1.57E-05 2.41E-04 9.15E-06 2.04E-05 6.97E-08 5.72E-05 2.82E-04 1.15E-06 0.407 0.989 1 0.987 0.986 0.98 1 0.961 0.9 0.988 0.993 8.77E-07 3.34E-05 1.05E-04 2.04E-03 6.93E-05 1.56E-04 5.60E-07 4.41E-04 1.56E-03 9.66E-06 23 days Error ± Id Confidence NIST Concentrations 1.30E-03 2.43E-01 2.43E-02 1.73E-03 Sample Concentrations 3.23E-04 2.89E-01 2.40E-02 1.94E-03 Percent Difference 75.24 -18.73 1.33 -12.18 5.41E-06 3.12E-06 2.29E-05 1.11E-04 9.46E-02 1.17E-04 2.09E-04 1.11E-06 5.63E-04 7.35E-07 4.77E-07 2.68E-06 1.65E-05 1.10E-02 1.52E-05 2.71E-05 1.67E-07 9.30E-05 0.387 0.378 0.986 1 0.982 0.983 0.976 0.99 0.785 5.41E-06 -184.52 2.29E-05 1.11E-04 9.46E-02 1.17E-04 2.09E-04 5.60E-07 4.41E-04 -1.72 -1.04 -4.49 21.70 -9.80 21.70 -1.93 4.14E-06 5.10E-07 0.988 1.90E-06 1.90E-06 2.25E-05 1.10E-04 9.05E-02 1.50E-04 1.90E-04 7.15E-07 4.32E-04 4.32E-04 4.60E-06 4.14E-06 10.08 1.45E-04 100 Table D.17. Experimentally determined composition of standard B2 using the plastic clay comparator standard. Sample B2 Element Sodium Silicon Potassium Manganese Strontium Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 Si-31 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error Id > 2 hours Error ± Confidence 8 days 1.42E-03 1.73E-04 0.957 2.63E-04 3.89E-01 1.09E-01 0.919 2.46E-02 3.24E-03 0.934 5.92E-02 2.02E-03 2.33E-04 0.938 2.07E-06 2.45E-07 0.981 Error ± 3.26E-05 Id Confidence 0.991 1.39E-02 0.968 5.98E-07 8.82E-08 0.429 5.05E-05 2.23E-04 5.81E-03 1.30E-04 1.87E-04 1.24E-06 8.84E-04 1.79E-03 1.51E-05 5.87E-06 3.32E-05 7.17E-04 1.71E-05 2.44E-05 1.55E-07 1.11E-04 6.02E-04 1.82E-06 0.99 1 0.987 0.984 0.979 1 0.962 0.891 0.989 23 days Error ± Id Confidence NIST Concentrations 1.30E-03 2.43E-01 2.43E-02 1.73E-03 Sample Concentrations 1.42E-03 3.89E-01 2.46E-02 2.02E-03 Percent Difference -9.19 -59.69 -0.98 -16.82 2.60E-06 2.32E-06 2.31E-05 1.07E-04 1.07E-01 1.29E-04 2.09E-04 8.17E-07 8.29E-04 3.46E-07 3.43E-07 2.68E-06 1.59E-05 1.23E-02 1.66E-05 2.71E-05 1.32E-07 1.19E-04 0.417 0.377 0.987 1 0.984 0.983 0.977 0.983 0.96 2.07E-06 -8.78 2.31E-05 1.07E-04 1.07E-01 1.29E-04 2.09E-04 1.24E-06 8.84E-04 -2.47 2.05 -18.14 13.93 -9.87 -73.07 -104.48 4.30E-06 5.18E-07 0.988 1.90E-06 1.90E-06 2.25E-05 1.10E-04 9.05E-02 1.50E-04 1.90E-04 7.15E-07 4.32E-04 4.32E-04 4.60E-06 4.30E-06 6.55 1.45E-04 101 Table D.18. Experimentally determined composition of standard B3 using the plastic clay comparator standard. Sample B3 Element Sodium Silicon Potassium Manganese Strontium Europium* Scandium* Titanium Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 Si-31 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Sc-48 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error Id > 2 hours Error ± Confidence 8 days 1.42E-03 1.75E-04 0.949 3.81E-04 4.84E-01 1.18E-01 0.931 2.45E-02 3.25E-03 0.934 4.14E-02 2.06E-03 2.40E-04 0.925 2.23E-06 2.67E-07 Error ± 4.76E-05 Id Confidence 0.989 1.42E-02 0.972 0.98 4.61E-05 5.4E-06 0.99 1.57E-04 3.98E-03 7.13E-05 1.83E-04 1.1E-06 7.82E-04 3.39E-03 1E-05 2.35E-05 4.68E-04 9.46E-06 2.41E-05 1.37E-07 9.70E-05 1.01E-03 1.21E-06 1 0.987 0.982 0.982 1 0.962 0.904 0.988 1.69E-04 3.7E-05 0.999 23 days Error ± Id Confidence NIST Concentrations 1.30E-03 2.43E-01 2.43E-02 1.73E-03 Sample Concentrations 1.42E-03 4.84E-01 2.45E-02 2.06E-03 Percent Difference -9.02 -98.88 -0.70 -18.91 2.50E-06 1.88E-06 2.35E-05 1.11E-02 1.10E-04 1.06E-01 1.28E-04 2.02E-04 1.13E-06 5.84E-04 3.31E-07 2.73E-07 2.76E-06 3.20E-03 1.64E-05 1.23E-02 1.68E-05 2.67E-05 1.66E-07 8.90E-05 0.409 0.375 0.983 0.992 1 0.978 0.977 0.97 0.989 0.786 2.23E-06 -17.46 2.35E-05 1.11E-02 1.10E-04 1.06E-01 1.28E-04 2.02E-04 1.10E-06 7.82E-04 -4.54 -93.09 -0.43 -17.19 14.35 -6.30 -53.72 -80.95 4.26E-06 5.24E-07 0.988 1.90E-06 1.90E-06 2.25E-05 5.77E-03 1.10E-04 9.05E-02 1.50E-04 1.90E-04 7.15E-07 4.32E-04 4.32E-04 4.60E-06 4.26E-06 7.33 1.45E-04 1.69E-04 -16.58 102 Table D.19. Experimentally determined composition of standard B4 using the plastic clay comparator standard. Sample B4 Element Sodium Silicon Potassium Manganese Strontium Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 Si-31 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error Id > 2 hours Error ± Confidence 8 days 1.43E-03 1.77E-04 0.946 3.99E-04 3.35E-01 1.21E-01 0.862 2.53E-02 3.40E-03 0.923 2.10E-03 2.47E-04 0.901 2.38E-06 2.9E-07 Error ± 5.16E-05 Id Confidence 0.986 0.974 23 days Error ± Id Confidence NIST Concentrations 1.30E-03 2.43E-01 2.43E-02 1.73E-03 Sample Concentrations 1.43E-03 3.35E-01 2.53E-02 2.10E-03 Percent Difference -9.51 -37.62 -3.87 -21.27 1.89E-07 1.39E-07 2.69E-06 1.66E-05 1.11E-02 1.79E-05 2.79E-05 1.31E-07 8.41E-05 0.392 0.375 0.986 1 0.982 0.982 0.972 0.989 0.785 2.38E-06 -25.23 2.27E-05 1.11E-04 9.48E-02 1.36E-04 2.09E-04 1.22E-06 5.71E-04 -0.79 -0.99 -4.78 9.31 -10.01 -71.14 -32.06 5.65E-07 0.988 1.90E-06 1.90E-06 2.25E-05 1.10E-04 9.05E-02 1.50E-04 1.90E-04 7.15E-07 4.32E-04 4.32E-04 4.60E-06 4.50E-06 2.21 5.84E-05 2.22E-04 5.25E-03 1.03E-04 2.83E-04 1.22E-06 5.71E-04 6.91E-06 3.36E-05 6.25E-04 1.41E-05 3.93E-05 1.57E-07 7.33E-05 0.987 1 0.984 0.985 0.979 1 0.961 1.39E-06 8.86E-07 2.27E-05 1.11E-04 9.48E-02 1.36E-04 2.09E-04 7.31E-07 4.71E-04 1.22E-05 1.50E-06 0.988 4.50E-06 1.45E-04 103 Table D.20. Experimentally determined composition of standard B5 using the plastic clay comparator standard. Sample B5 Element Sodium Silicon Potassium Manganese Strontium Europium* Scandium* Chromium Iron Zinc* Rubidium* Antimony* Barium* Hafnium* Calcium Zirconium* Nuclide Na-24 Si-31 K-42 Mn-56 Sr-87m Eu-152m Eu-154 Sc-46 Cr-51 Fe-59 Zn-65 Rb-86 Sb-122 Ba-131 Ba-135m Hf-181 Ca-47 Zr-95 Weight Percent and respective error Id > 2 hours Error ± Confidence 8 days 1.34E-03 1.65E-04 0.938 2.21E-04 2.41E-02 2.03E-03 3.23E-03 2.39E-04 0.919 0.88 2.09E-06 2.54E-07 0.973 Error ± 2.94E-05 Id Confidence 0.983 23 days Error ± Id Confidence 1.51E-05 1.09E-04 1.35E-03 5.28E-05 4.11E-05 4.66E-07 9.71E-05 1.78E-06 1.64E-05 1.60E-04 7.21E-06 5.53E-06 5.99E-08 1.33E-05 0.986 1 0.982 0.979 0.974 1 0.415 2.32E-05 1.04E-04 9.73E-02 1.56E-04 1.86E-04 9.87E-07 6.84E-04 2.75E-06 1.56E-05 1.14E-02 2.04E-05 2.67E-05 1.65E-07 1.46E-04 0.985 1 0.98 0.981 0.969 0.982 0.785 3.53E-06 4.33E-07 0.988 4.43E-06 5.54E-07 0.987 NIST Concentrations 1.30E-03 2.43E-01 2.43E-02 1.73E-03 Sample Concentrations 1.34E-03 Percent Difference -2.39 2.41E-02 2.03E-03 0.86 -17.20 1.90E-06 1.90E-06 2.25E-05 1.10E-04 9.05E-02 1.50E-04 1.90E-04 7.15E-07 4.32E-04 4.32E-04 4.60E-06 2.09E-06 -9.88 2.32E-05 1.04E-04 9.73E-02 1.56E-04 1.86E-04 4.66E-07 9.71E-05 -3.21 4.93 -7.55 -3.70 1.86 34.83 77.54 4.43E-06 3.75 1.45E-04 104 Table D.21. Tabulated Mean Character Difference (MCD) Values for Italian Tile Samples. Bi Ai MCD Sample 139B 140B 141B 142B 143B 144B 145B 146B 147B 148B 149B 150B 151B 152B 153B 139B X 0.08 0.14 0.10 0.13 0.10 0.28 0.08 0.12 0.15 0.29 0.30 0.37 0.37 0.33 140B 0.08 X 0.14 0.12 0.13 0.10 0.27 0.12 0.17 0.14 0.26 0.26 0.34 0.35 0.27 141B 0.14 0.14 X 0.10 0.14 0.13 0.27 0.15 0.20 0.17 0.23 0.31 0.39 0.45 0.34 142B 0.10 0.12 0.10 X 0.11 0.13 0.33 0.15 0.22 0.17 0.24 0.27 0.34 0.40 0.31 143B 0.13 0.13 0.14 0.11 X 0.12 0.32 0.11 0.18 0.13 0.23 0.22 0.26 0.40 0.25 144B 0.10 0.10 0.13 0.13 0.12 X 0.33 0.11 0.16 0.17 0.26 0.28 0.35 0.33 0.29 145B 0.28 0.27 0.27 0.33 0.32 0.33 X 0.27 0.32 0.22 0.23 0.33 0.36 0.40 0.38 146B 0.08 0.12 0.15 0.15 0.11 0.11 0.27 X 0.17 0.18 0.31 0.31 0.36 0.39 0.34 147B 0.12 0.17 0.20 0.22 0.18 0.16 0.32 0.17 X 0.20 0.33 0.34 0.38 0.36 0.33 148B 0.15 0.14 0.17 0.17 0.13 0.17 0.22 0.18 0.20 X 0.18 0.17 0.24 0.34 0.22 149B 0.29 0.25 0.23 0.24 0.23 0.26 0.23 0.31 0.33 0.18 X 0.18 0.22 0.31 0.22 150B 0.30 0.26 0.31 0.27 0.22 0.28 0.33 0.31 0.34 0.17 0.18 X 0.13 0.25 0.10 151B 0.37 0.34 0.39 0.34 0.26 0.35 0.36 0.36 0.38 0.24 0.22 0.13 X 0.30 0.15 152B 0.37 0.35 0.45 0.40 0.40 0.33 0.40 0.39 0.36 0.34 0.31 0.25 0.30 X 0.22 153B 0.33 0.27 0.34 0.31 0.25 0.29 0.38 0.34 0.33 0.22 0.22 0.10 0.15 0.22 X 105 Table D.22. Tabulated Squared Mean Euclidian Distance (SMED) Values for the Italian Tiles. Bi Ai SMED Sample 139B 140B 141B 142B 143B 144B 145B 146B 147B 148B 149B 150B 151B 152B 153B 139B X 0.0134 0.0381 0.0216 0.0459 0.0150 0.1796 0.0094 0.0235 0.0610 0.1407 0.1323 0.2184 0.2304 0.1488 140B 0.0134 X 0.0290 0.0254 0.0255 0.0161 0.1791 0.0194 0.0613 0.0422 0.1159 0.0938 0.1663 0.2312 0.1000 141B 0.0381 0.0290 X 0.0201 0.0410 0.0282 0.2187 0.0392 0.0657 0.0926 0.1395 0.1687 0.2323 0.3444 0.1520 142B 0.0216 0.0254 0.0201 X 0.0291 0.0312 0.2349 0.0462 0.1047 0.0599 0.1100 0.1060 0.1803 0.2534 0.1173 143B 0.0459 0.0255 0.0410 0.0291 X 0.0371 0.2069 0.0277 0.0734 0.0429 0.1104 0.0800 0.1068 0.2812 0.0832 144B 0.0150 0.0161 0.0282 0.0312 0.0371 X 0.2363 0.0210 0.0389 0.0643 0.1316 0.1166 0.2011 0.2214 0.1202 145B 0.1796 0.1791 0.2187 0.2349 0.2069 0.2363 X 0.1941 0.1952 0.0909 0.0897 0.1513 0.1850 0.1978 0.1694 146B 0.0094 0.0194 0.0392 0.0462 0.0277 0.0210 0.1941 X 0.0474 0.0609 0.1475 0.1397 0.1946 0.2647 0.1478 147B 0.0235 0.0613 0.0657 0.1047 0.0734 0.0389 0.1952 0.0474 X 0.1052 0.1825 0.1839 0.2582 0.2551 0.1765 148B 0.0610 0.0422 0.0926 0.0599 0.0429 0.0643 0.0909 0.0609 0.1052 X 0.0439 0.0430 0.0781 0.1802 0.0662 149B 0.1407 0.1082 0.1395 0.1100 0.1104 0.1316 0.0897 0.1475 0.1825 0.0439 X 0.0625 0.0969 0.1620 0.0643 150B 0.1323 0.0938 0.1687 0.1060 0.0800 0.1166 0.1513 0.1397 0.1839 0.0430 0.0625 X 0.0412 0.1292 0.0168 151B 0.2184 0.1663 0.2323 0.1803 0.1068 0.2011 0.1850 0.1946 0.2582 0.0781 0.0969 0.0412 X 0.2508 0.0416 152B 0.2304 0.2312 0.3444 0.2534 0.2812 0.2214 0.1978 0.2647 0.2551 0.1802 0.1620 0.1292 0.2508 X 0.1534 153B 0.1488 0.1000 0.1520 0.1173 0.0832 0.1202 0.1694 0.1478 0.1765 0.0662 0.0643 0.0168 0.0416 0.1534 X 106 Figures D.1-D.13 are scatter plots of the important trace element compositions. Europium and Rubidium Rubidium [mg/kg] 7.0E-04 6.0E-04 5.0E-04 4.0E-04 3.0E-04 2.0E-04 1.0E-04 0.0E+00 0 0.0000010.0000020.000003 0.0000040.000005 0.000006 Europium [mg/kg] Figure D.1. A scatter plot of europium and rubidium trace element concentrations in the Italian tiles. Scandium [mg/kg] Europium and Scandium 4.0E-05 3.5E-05 3.0E-05 2.5E-05 2.0E-05 1.5E-05 1.0E-05 5.0E-06 0.0E+00 0 0.000001 0.000002 0.000003 0.000004 0.000005 0.000006 Europium [mg/kg] Figure D.2. A scatter plot of europium and scandium trace element concentrations in the Italian tiles. 107 Europium and Hafnium 1.2E-05 Hafnium [mg/kg] 1.0E-05 8.0E-06 6.0E-06 4.0E-06 2.0E-06 0.0E+00 0 0.000001 0.000002 0.000003 0.000004 0.000005 0.000006 Europium [mg/kg] Figure D.3. A scatter plot of europium and hafnium trace element concentrations in the Italian tiles. Europium and Zirconium Zirconium [mg/kg] 3.5E-03 3.0E-03 2.5E-03 2.0E-03 1.5E-03 1.0E-03 5.0E-04 0.0E+00 0 0.0000010.0000020.0000030.0000040.0000050.000006 Europium [mg/kg] Figure D.4. A scatter plot of europium and zirconium trace element concentrations in the Italian tiles. 108 Hafnium and Chromium 1.4E-04 Chromium [mg/kg] 1.2E-04 1.0E-04 8.0E-05 6.0E-05 4.0E-05 2.0E-05 0.0E+00 0.0E+00 2.0E-06 4.0E-06 6.0E-06 8.0E-06 1.0E-05 1.2E-05 Hafnium [mg/kg] Figure D.5. A scatter plot of hafnium and chromium trace element concentrations in the Italian tiles. Hafnium and Rubidium 7.0E-04 Rubidium [mg/kg] 6.0E-04 5.0E-04 4.0E-04 3.0E-04 2.0E-04 1.0E-04 0.0E+00 0.0E+00 2.0E-06 4.0E-06 6.0E-06 8.0E-06 1.0E-05 1.2E-05 Hafnium [mg/kg] Figure D.6. A scatter plot of hafnium and rubidium trace element concentrations in the Italian tiles. 109 Hafnium and Scandium 4.0E-05 Scandium [mg/kg] 3.5E-05 3.0E-05 2.5E-05 2.0E-05 1.5E-05 1.0E-05 5.0E-06 0.0E+00 0.0E+00 2.0E-06 4.0E-06 6.0E-06 8.0E-06 1.0E-05 1.2E-05 Hafnium [mg/kg] Figure D.7. A scatter plot of hafnium and scandium trace element concentrations in the Italian tiles. Hafnium and Zirconium 3.5E-03 Zirconium [mg/kg] 3.0E-03 2.5E-03 2.0E-03 1.5E-03 1.0E-03 5.0E-04 0.0E+00 0.0E+00 2.0E-06 4.0E-06 6.0E-06 8.0E-06 1.0E-05 1.2E-05 Hafnium [mg/kg] Figure D.8. A scatter plot of hafnium and zirconium trace element concentrations in the Italian tiles. 110 Chromium and Scandium 4.0E-05 Scandium [mg/kg] 3.5E-05 3.0E-05 2.5E-05 2.0E-05 1.5E-05 1.0E-05 5.0E-06 0.0E+00 0.0E+00 2.0E-05 4.0E-05 6.0E-05 8.0E-05 1.0E-04 1.2E-04 1.4E-04 Chromium [mg/kg] Figure D.9. A scatter plot of chromium and scandium trace element concentrations in the Italian tiles. Rubidium [mg/kg] Chromium and Rubidium 7.0E-04 6.0E-04 5.0E-04 4.0E-04 3.0E-04 2.0E-04 1.0E-04 0.0E+00 0.0E+00 2.0E-05 4.0E-05 6.0E-05 8.0E-05 1.0E-04 1.2E-04 1.4E-04 Chromium [mg/kg] Figure D.10. A scatter plot of chromium and rubidium trace element concentrations in the Italian tiles. 111 Chromium and Zirconium 3.5E-03 Zirconium [mg/kg] 3.0E-03 2.5E-03 2.0E-03 1.5E-03 1.0E-03 5.0E-04 0.0E+00 0.0E+00 2.0E-05 4.0E-05 6.0E-05 8.0E-05 1.0E-04 1.2E-04 1.4E-04 Chromium [mg/kg] Figure D.11. A scatter plot of chromium and zirconium trace element concentrations in the Italian tiles. Scandium and Rubidium 7.0E-04 Rubidium [mg/kg] 6.0E-04 5.0E-04 4.0E-04 3.0E-04 2.0E-04 1.0E-04 0.0E+00 0.0E+00 5.0E-06 1.0E-05 1.5E-05 2.0E-05 2.5E-05 3.0E-05 3.5E-05 4.0E-05 Scandium [mg/kg] Figure D.12. A scatter plot of scandium and rubidium trace element concentrations in the Italian tiles. 112 Scandium and Zirconium Zirconium [mg/kg] 3.5E-03 3.0E-03 2.5E-03 2.0E-03 1.5E-03 1.0E-03 5.0E-04 0.0E+00 0.0E+00 5.0E-06 1.0E-05 1.5E-05 2.0E-05 2.5E-05 3.0E-05 3.5E-05 4.0E-05 Scandium [mg/kg] Figure D.13. A scatter plot of scandium and zirconium trace element concentrations in the Italian tiles.
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