MAIN PAGE TABLE OF CONTENTS 4099 Evolution of Temperature Distributions in a Full-Scale Stratified Chilled-Water Storage Tank with Radial Diffusers Amy Musser William P. Bahnfleth, Ph.D., P.E. Student Member ASHRAE Member ASHRAE ABSTRACT Temperature profiles in a full-scale, naturally stratified, chilled-water thermal storage tank are described. Tests were performed using a 1.4 million gallon (5,300 m 3), 44.5 ft (13.56 m) water depth cylindrical tank with radial diffusers. Nine charge and discharge cycle tests were performed for various flow rates, covering and extending beyond the normal operating range of the system. A method for obtaining thermocline thickness from field data was derived, and a relationship between inlet flow rate and initial thermocline thickness was established. Significant differences between profiles obtained for charge and discharge cycles at similar flow rates suggest that the free surface at the top of the tank allows more mixing to occur near the upper diffuser. A study of thermocline growth compares measured temperature profiles with those predicted by a numerical conduction model that uses temperature profiles measured early in the cycle as an initial condition. Comparison with the numerical study shows that, for high flow rate tests, large-scale mixing induced by the inlet diffuser can have significant effects on thermocline development, even after the thermocline has moved away from the inlet diffuser. INTRODUCTION Chilled-water thermal energy storage in naturally stratified tanks is used to reduce the operating costs and refrigeration plant capacity of many large cooling systems. A recent national survey (Potter 1994) reported an average chilledwater storage system capacity of 14,291 ton-h (50,261 kWh) with an average storage tank volume of 1,269,245 gal (4,804 m3). Chilled-water storage was estimated to account for 34% of the total capacity of all cool storage systems in the United States. Sixty-one percent of the surveyed chilled-water systems used naturally stratified storage tanks. The percentage of new systems using stratified tanks is much higher. Potter’s survey includes systems built between 1966 and 1994. During the 1970s and 1980s, a variety of chilled-water storage technologies were proposed and tested, but by the end of this period, stratified storage had become the technology of choice because of its simplicity and low cost (Dorgan and Elleson 1993). In a naturally stratified storage tank, warm and cool volumes of water are stored without an intervening physical barrier. The warm and cool volumes of water are prevented from mixing by the stable density gradient that exists when denser cool water lies below less dense warm water. This is achieved by varying the direction of flow through the tank. During a charge cycle, cool water is introduced at the bottom of the tank through a diffuser designed to minimize mixing while warm water is withdrawn at an equal rate through a similar diffuser at the top of the tank. During discharge, cool water is removed from the bottom of the tank while warm water is introduced at the top. The tank remains full at all times while the interface between warm and cool water moves upward during charge and downward during discharge. Most stratified chilled-water storage tanks are cylindrical vessels of the type used for potable water storage. One of the most common diffuser types employed in this geometry is the radial parallel plate design, shown in Figure 1. A radial diffuser consists of a circular plate mounted parallel to a spreading surface to create a channel through which inlet or outlet water may flow. In the case of the lower diffuser, the spreading surface is the floor of the tank. The free surface of the water in the tank serves this function for the upper diffuser. During storage system operation, water flows into the center of the inlet diffuser and flows radially outward into the tank through the channel created by the diffuser plate and spreading surface, while an equal flow rate exits the tank at the outlet diffuser. Although stable buoyancy forces suppress large-scale mixing between the warm and cool water in a stratified tank, the separation achieved is not perfect. Figure 2 shows a typical Amy Musser is a graduate student and William P. Bahnfleth is an assistant professor in the Department of Architectural Engineering, Pennsylvania State University, University Park. THIS PREPRINT IS FOR DISCUSSION PURPOSES ONLY, FOR INCLUSION IN ASHRAE TRANSACTIONS 1998, V. 104, Pt. 1. Not to be reprinted in whole or in part without written permission of the American Society of Heating, Refrigerating and Air-Conditioning Engineers, Inc., 1791 Tullie Circle, NE, Atlanta, GA 30329. Opinions, findings, conclusions, or recommendations expressed in this paper are those of the author(s) and do not necessarily reflect the views of ASHRAE. Written questions and comments regarding this paper should be received at ASHRAE no later than February 6, 1998. BACK TO PAGE ONE Figure 1 Stratified storage tank with radial parallel plate diffusers. Figure 2 Temperature profile in a naturally stratified chilled-water storage tank. 2 temperature profile in a naturally stratified tank. A thin thermal transition layer, called a thermocline, forms between the warm and cool volumes as a result of heat conduction across the interface and mixing near the inlet diffuser. In the vicinity of the inlet diffuser, complex three-dimensional flow patterns may enhance mixing by several orders of magnitude relative to pure conduction (Zurigat et al. 1991). At sufficiently large distances from the inlet diffuser, one-dimensional “plug” flow is established and heat transfer occurs primarily by conduction across the thermocline and through the walls of the tank. The thickness of the thermocline may vary over a wide range, depending upon operating temperatures, flow rate, and diffuser design. Thicknesses of 3 ft to 6 ft (1 m to 2 m) are not uncommon, but thermocline thicknesses of as little as 1.5 ft (0.5 m) have been observed in full-scale, working systems (Bahnfleth and Joyce 1994). In stratified storage tanks, useful energy is lost by three primary mechanisms: conduction between the tank and surroundings, conduction across the thermocline, and mixing near the inlet. For steel tanks, heat loss by conduction to the surroundings can be effectively eliminated by the application of a small amount of exterior insulation. Concrete tanks typically require little or no insulation, particularly if they are buried or bermed. Conduction across the thermocline is beyond the control of the designer, but it makes a relatively small contribution to loss of nominal capacity, as has been shown by analytical studies from which mixing is omitted (e.g., Homan et al. 1996). Mixing near the inlet diffuser has more significant effects on the temperature distribution in the tank and is a strong function of diffuser characteristics (Wildin 1990). Wildin’s experiments in relatively shallow tanks of less than 16 ft (4.9 m) water column indicate that two parameters, the densimetric inlet Froude number (Fri) and the inlet Reynolds number (Rei), have significance for diffuser design. A design criterion of Fr i = 1 is universally accepted, but proposed criteria for Re i are controversial (Dorgan and Elleson 1993). A strong Rei effect is apparent in Wildin’s data for inlet diffusers with equal values of Fri. Recommended design values of Rei range from 200 for shallow tanks to 2,000 for “deep” tanks with water depth greater than 40 ft (12.2 m), but anecdotal evidence suggests that tall tanks with Rei on the order of 10,000 stratify well and experience little loss of nominal capacity as a result of diffuser performance (Andrepont 1992). The questionable validity of existing design guidance justifies further study of full-scale stratified tank performance. This paper reports temperature distribution data taken from a full-scale, naturally stratified cylindrical chilled-water thermal storage tank with radial parallel plate diffusers. A method of calculating thermocline thickness appropriate for use with field data is proposed and compared with other thermocline definitions found in the literature. Thermocline thicknesses calculated by this technique are compared at a time early in the cycle over a range of charge and discharge flow rates, and the subsequent development of these temperature BACK TO PAGE ONE profiles is described. Comparisons of observed temperature profile development with numerical estimates based on pure conduction are used to assess the influence of mixing late in charge and discharge cycles. Based on a comparison of the thermocline thicknesses produced at high inlet Reynolds numbers in the present study with estimates based on published data at low Reynolds numbers, the appropriateness of current design guidelines for tall tanks is discussed. BACKGROUND Prior Studies of Temperature Profile Development Wildin and Truman (1985b), among others, have observed that stratification is achieved when the flow from an inlet diffuser forms a gravity current. Wildin (1990) noted there are two distinct mixing processes in naturally stratified chilled-water storage tanks: mixing near the inlet diffuser at the beginning of a charge or discharge cycle and larger-scale circulation on the inlet side of the thermocline once it has moved away from the inlet. Inlet mixing is most significant during the first pass of the gravity current across the width of the tank and plays a key role in determining thermocline thickness. After escaping the region of three-dimensional flow near the inlet, the thermocline moves up or down the tank in plug flow, undergoing relatively little change in the course of a typical charge or discharge cycle. Yoo (1986) showed that the thickness of a two-dimensional gravity current is a function of inlet Froude number (Fri), inlet Reynolds number (Rei), and the distance from the diffuser outlet to the tank wall. According to Wildin (1990), large-scale mixing appears to vary most with Rei but also depends upon Fri. Inlet mixing is most apparent in its effect on the initial thickness of the thermocline. Large-scale circulation manifests itself through bulk temperature change on the inlet side of the thermocline and may not be accompanied by an increase in thermocline thickness. The performance of naturally stratified thermal storage tanks has been studied extensively using one-dimensional analytical and numerical models. These models accurately predict behavior in the plug flow regime that exists remote from the inlet diffuser. However, they either neglect the effects of multidimensional flow and heat transfer near the inlet diffuser or approximate inlet mixing by various empirical methods. In one-dimensional models, mixing is most often simulated by assuming that perfect mixing occurs in a specified region near the inlet diffuser or by diffusivity enhancement factors. STRATUNM (Truman and Wildin 1989), is a one-dimensional finite-difference model that approximates inlet mixing by blending a fixed, user-specified number of cells adjacent to the inlet at each time step. A similar model has been implemented in the BLAST energy analysis program (Gretarsson 1992). Hussain (1989) improved the STRATUNM mixing model by allowing the height of the mixed region to vary with time. Based on analysis of experimental data from a 16 ft (4.9 m) deep rectangular tank with linear diffusers, he concluded that the ratio of mixing height to thermocline height could be correlated with ReiFri. This model was incorporated in STRATUNM and was found to improve its agreement with experimental measurements. In the one-dimensional analysis of Homan et al. (1996), the effects of inlet mixing are approximated through the use of a constant effective thermal diffusivity, which is added to the actual molecular diffusivity to obtain better agreement between predicted and measured temperature profiles. The primary deficiency of this approach is the demonstrably incorrect assumption of spatially and temporally uniform mixing. The same authors present an analysis indicating that effective diffusivity (and, therefore, thermocline thickness) increases with PeH for a given tank. The significance of this finding is limited, given that Rei would increase in direct proportion to PeH as flow varies. It seems as likely, perhaps more so, that the observed behavior is due to change in Rei and may not be directly related to PeH. Other studies have used more sophisticated enhanced diffusivity models. For example, Oppel et al. (1986) calculated an eddy conductivity factor that was spatially correlated to an inverse hyperbolic function of the ratio of Reynolds number to Richardson number (Re/Ri). This function permits diffusivity to be large near the inlet diffuser and to vanish in the interior of the tank, which is the expected behavior. A significant practical limitation of one-dimensional models is their dependence on empirical descriptions of inlet behavior. For design of a new tank, inlet mixing parameters must be selected on the basis of the designer’s experience or data found in the literature. Few data of this type have been published for full-scale chilled-water storage systems. In addition, the validity of applying parameters derived from data for one tank to the simulation of another tank having different geometry, flow, or temperature conditions is questionable. Documentation for both the STRATUNM and BLAST models recommends use of a mixing height that is 3% to 8% of the tank height (Truman and Wildin 1989; Gretarsson 1992). This recommendation is based on experiments performed in a 16 ft (4.9 m) water depth rectangular prototype tank using linear and distributed nozzle diffusers (Wildin and Truman 1985a). Few other data regarding either thermocline thickness or the characteristics of temperature profiles in fullscale tanks can be found in the open literature. Definitions of Thermocline Thickness Yoo et al. (1986) estimated thermocline thickness by extrapolating ends of the region of linear temperature variation near the center of the thermocline to meet asymptotes at the initial tank and the average inlet temperature. Using this definition, the thermocline thickness was found to decrease with increasing Fri (obtained by increasing the inlet flow rate). Smaller thicknesses were measured at higher Fri because the temperature gradient near the center of the thermocline was steeper. However, the apparently beneficial effect of a thin 3 BACK TO PAGE ONE thermocline was offset by an increase in average temperature below the thermocline due to inlet side mixing. Given these results, the appropriateness of this definition of thermocline thickness and the relevance of thermocline thickness per se as an indicator of stratified tank thermal performance must be questioned. Calculating thermocline thickness by linear extrapolation of the central gradient ignores the upper and lower extremities of the thermocline. Visual inspection of temperature profiles in stratified tanks indicates that the size of the thermal transition region tends to increase as flow rate (and therefore, Fr i and Rei) increases. A quantitative definition that explicitly accounts for the nonlinear upper and lower fringes of the thermocline should produce a variation of thickness with flow rate that is consistent with observation. This can be accomplished by defining thermocline thickness as the distance over which a specified change in Figure 3 Sensor locations and tank geometry. temperature occurs. Homan et al. (1996) proposed one such design Fr i of the diffusers is 0.35, which is substantially less definition. They identified the lower edge of the thermocline than the recommended design value of 1 (Dorgan and Elleas the point where T = Tmax, the highest usable temperature for son 1993). With a design Rei of 6,200, however, the diffuser the application. The upper edge is assumed to be located at the design violates even the “tall” tank limit suggested by point where T = Th (Tmax Tc), where Th is the average ASHRAE (Dorgan and Elleson 1993) by roughly a factor of system return temperature during discharge and Tc is the averthree. age inlet temperature during charging. This definition is independent of the size of the linear region at the center of the Existing instrumentation, monitoring, and control thermocline. However, it depends on the essentially arbitrary systems were used to operate the system and to measure and difference in temperature between Tmax and Tc. Using this defirecord data. The system is controlled by a microprocessornition, the same temperature profile would have two different based system capable of logging all thermal storage points on values of “thermocline thickness” in applications with differtime intervals shorter than one minute. Instrumentation ent usable temperature limits. A more consistent definition includes temperature sensors accurate to ±.3°F (.17°C) in the informed by boundary layer concepts would, perhaps, define chilled-water supply and return mains, temperature sensors thermocline thickness using a specified fraction of Th Tc. accurate to ±.75°F (.42°C) distributed vertically through the This approach is adopted in the present study. tank at approximately 5 ft (1.5 m) intervals, and an impacttype flowmeter nominally accurate to 3% of full scale (per DESCRIPTION OF THE TEST SITE manufacturer’s data). Tests were performed using a 1.4 million gallon Due to space restrictions, the installation of the existing (5,300 m 3 ), 44.5 ft (13.6 m) water depth, steel thermal storage flowmeter has less than the manufacturer’s recommended tank with a radial diffuser system. The tank is part of a straight upstream and downstream piping runs. The meter was privately owned chilled-water system serving a university calibrated prior to testing by comparison with a factory-calimedical center in central Pennsylvania. Figure 3 shows the brated ultrasonic meter while the system was in discharge tank dimensions and interior temperature sensor locations. configuration. The calibration curve resulting from these tests The system operates between nominal supply and return was checked independently after testing by comparison with temperatures of 41.5 F (5.3 C) and 55.5 F (13.1 C), respecthermocline translational velocities calculated using tempertively, and has a capacity of approximately 14,000 ton-h ature data recorded by sensors in the tank. It was found that, (49,238 kWh). Thermal storage flow rate is controlled by two because of the poor installation of the meter, indicated flow variable-speed pumps. Design flow rates are 2,400 gpm (151 rates could be in error by as much as 15% during discharge L/s) for charge and 1,900 gpm (120 L/s) for discharge, but the cycles and by 30% during charge cycles. maximum flow rate exceeds 3,000 gpm (189 L/s). The 4 BACK TO PAGE ONE Error analysis demonstrated that flow measurement based on thermocline transit time between two sensors was very accurate for the constant flow tests conducted in this study. Therefore, this method of measuring flow was used in preference to the use of the in situ flowmeter. Error in the flow rate calculated by thermocline transit time arises from uncertainties in sensor location, time increment, and temperature reading at the two sensors. Assuming very conservative values for the accuracy of the distance and time variables involved in computing the flow rate, error analysis indicates that the accuracy of this flow measurement technique is 3% or better for each of the flow rates tested. DESCRIPTION OF TESTS Tests were performed during the summer of 1996. Each test consisted of one complete half cycle (a charge or discharge cycle) at a constant flow rate, beginning with the tank at essentially uniform temperature and continuing until the temperature of water leaving the tank was within 2 F (1.1 C) of the entering water temperature. To the extent possible, tank inlet temperature was held constant during each test. Inlet temperature control was more reliable during charging, when inlet flow comes from the chilled-water plant, than during discharge, when it comes from the chilled-water system return. Five complete charge cycles and four complete discharge cycles were recorded. Flow rates were varied over the range of values possible for the system to achieve a range of parameter values. Table 1 shows the ranges of parameters covered. Half cycles were studied rather than complete cycles for two reasons. The first was the desire to minimize disruption of operations at the test site and to decrease the likelihood that a test would be aborted out of operational necessity. The staff of the chilled-water plant had full responsibility for running the system according to the specified test protocol while maintaining continuity of operations, and there was concern prior to the start of testing that it would be difficult to run tests over periods as long as a full day. The second reason for using half cycles was the investigators’ interest in comparing the performance of upper and lower diffusers over complete charge and discharge cycles. This objective was in conflict with the goal of evaluating full-cycle performance by thermal efficiency or figure of merit (FoM) measures (see Wildin and Truman [1985a, 1985b] and Tran et al. [1989] for definitions). However, performance metrics analogous to the full-cycle FoM can be used to evaluate thermal performance over a half cycle. Initial concerns that the test program would disrupt normal operation proved to be unfounded, and full-cycle tests will be conducted at this site in the next phase of this research. DATA ACQUISITION AND ANALYSIS Thermal storage system flow rate, storage tank water level, and all thermal storage temperature points (inlet, outlet, and ten sensors inside the tank) were logged at one-minute intervals throughout each of the nine half-cycle tests. Plots of TABLE 1 Charge and Discharge Cycle Test Parameters ( ( Test Type F (C) Tin F (C) Tout Flow rate gpm (L/s) Elapsed time, h Rei Fri PeH Charge 41.44 (5.24) 55.38 (12.99) 675 (42.6) 36.2 1,732 0.11 9,972 Charge 41.65 (5.36) 55.66 (13.14) 1,096 (69.2) 22.3 2,822 0.18 16,188 Charge 41.47 (5.26) 55.32 (12.96) 1,418 (89.5) 17.2 3,639 0.23 20,942 Charge 41.55 (5.31) 55.70 (13.17) 1,835 (115.8) 13.3 4,719 0.30 27,114 Design) Charge 41.38 (5.21) 55.26 (12.92) 2,274 (143.5) 10.8 5,828 0.37 33,592 Discharge 55.56 (13.09) 41.44 (5.24) 1,171 (73.9) 21.0 3,778 0.14 17,298 Design) Discharge 55.51 (13.06) 41.39 (5.22) 1,805 (113.9) 13.5 5,822 0.26 26,674 Discharge 55.75 (13.19) 41.17 (5.09) 2,329 (147.0) 10.5 7,538 0.28 34,415 Discharge 55.67 (13.15) 41.50 (5.28) 2,974 (187.7) 8.2 9,614 0.35 43,940 5 BACK TO PAGE ONE Initial Tank Bulk Temperature 60 Temperature (F) 55 50 Average Inlet Temperature 45 40 35 0 20 40 60 80 100 120 % Volume (a) Average Inlet Temperature Temperature (F) 60 55 50 Initial Tank Bulk Temperature 45 40 35 0 20 40 60 80 100 120 % Volume (b) Figure 4 Typical inlet and outlet temperature profiles: a) charge cycle (Rei = 3,639, Fri = 0.232); b) discharge cycle (Rei = 3,778, Fri = 0.137). inlet and outlet temperature as a function of percentage of tank volume for typical charge and discharge cycles are shown in Figure 4. The relatively smooth inlet and outlet temperature histories are representative of those observed in all tests. As illustrated in Figure 4b, inlet temperature control was excellent, even for the discharge tests, with the inlet temperature varying by no more than 1°F in all cases. The passage of the thermocline through the outlet diffuser is clearly visible in both Figures 4a and 4b. The thermocline reaches the outlet after total cycle flow through the tank has reached 80% to 90% of tank volume and has not completely cleared the tank until total flow reaches 110% to 120% of tank volume. The outlet profiles show quite clearly the thermocline characteristics discussed previously, in particular, a central region of relatively constant temperature gradient and asymmetrical “tails” on the inlet and outlet sides. The tail of the distribution on the inlet side is longer than that on the outlet side as predicted by one-dimensional theory (Yoo and Pak 1996). Instantaneous vs. Time Series Temperature Profiles In order to study the development of the thermocline, it is necessary to obtain accurate records of its shape at various points during a charge or discharge cycle. The vertical array of temperature sensors within the tank seemingly provides a convenient means for obtaining instantaneous profiles, which can then be compared. However, in order for these instantaneous profiles to be useful, vertical resolution must be suffi6 ciently fine to place several sensors within the thermocline at any given time. If the sensor spacing is equal to or greater than the thermocline thickness, the exact extent of the thermocline cannot be measured accurately by this method. As shown in Figure 3, the nominal spacing of the sensors in the test tank is approximately 5 ft (1.5 m). Typical thermocline thicknesses were in the range 2 ft to 6 ft (0.6 m to 1.8 m), too small to be sharply defined by the available grid. The installation of sufficient additional temperature sensors was not feasible; therefore, an alternative procedure had to be developed. The method adopted for producing temperature profiles with the existing instrumentation was the use of time series recordings at individual temperature sensors. For one-dimensional flow, it is a conceptually straightforward matter to derive spatial profiles from time series by converting the time increment between measurements into distance using the equivalent plug flow velocity. This method has both advantages and potential disadvantages relative to the instantaneous profile method. Time series measurements can be taken at very small time increments relative to the translational velocity of the flow; therefore, a high degree of resolution can be achieved and accurate measurements of thermocline thickness can be made without adding additional measurement points. An additional advantage of this method over the instantaneous profile method is that, since a series profile is produced by a single sensor, the error due to differences in calibration between sensors inherent in the instantaneous profile method is eliminated. However, the spreading of the thermocline by diffusion and by mixing as the temperature profile passes a sensor is a potentially significant source of error. The magnitude of this error must be evaluated before time series profiles can be said to be equivalent (for practical purposes) to instantaneous spatial profiles. To this end, a one-dimensional transient finite-difference model of the temperature distribution in the tank was developed. The model utilizes the standard explicit method, which is second-order accurate in space and first-order accurate in time (Smith 1978). Using a measured time series profile as the initial condition, a projected time series profile was generated for a period equal to the time necessary for the thermocline to pass a sensor. The differences in the initial and final profiles were compared to obtain a bound for the error inherent in assuming time series and instantaneous profiles to be equivalent. This estimate accounts only for changes in the thermocline caused by conduction; therefore, this test provides an accurate bound for error only in regions of the tank sufficiently far removed from the inlet diffuser so that conduction is the primary means of temperature blending. Trials were conducted using the time series profiles passing the sensor at 25% of tank height as the initial condition. The transit time for one thermocline thickness, t1, is calculated by dividing the thermocline thickness by the plug flow velocity of water moving through the tank: BACK TO PAGE ONE T–T Θ = ----------------cTh – Tc 60 Temperature History of sensor E Instantaneous tank temperature profile Temperature (F) 55 50 45 40 35 0 5 10 15 20 25 30 35 40 45 50 Height or Velocity X Time (ft) Figure 5 Comparison of instantaneous and time series charge cycle temperature profiles (Rei = 4,719, Fr = 0.30). ht t 1 = ---V (1) Clearly, greater error should occur in cycles with greater values of t1. Of the cases studied, the charge cycle with the lowest flow rate (675 gpm, 42.6 L/s) was found to have the greatest value of t1 due to the low value of plug flow velocity, despite having a relatively small thermocline thickness. For this cycle, the greatest difference between the initial and projected values of any point in the profile was 0.33 F (0.18 C), which is within the range of accuracy of the sensors located inside the tank. Therefore, it was concluded that in the conduction-dominated region of the tank, the time series profile could be used in lieu of an instantaneous spatial profile without significant error. A comparison between instantaneous, spatially distributed, and time series, single-point profiles is shown in Figure 5. Figure 5 illustrates the good correspondence between the two methods and shows that a much more refined profile can be obtained when using time series measurement. Definition of Thermocline Thickness (2) For charge cycles, Tc represents the average inlet temperature and Th represents the initial tank bulk temperature. For discharge cycles, Tc represents the initial tank bulk temperature and Th represents the average inlet temperature. Two problems can arise when defining thermocline thickness using Tmax. The first is that of identifying a cutoff point in the “tails” of the profile when Tmax is very close to Tc. As shown in Figure 6, the tails of the thermocline experience little change in temperature over large distances. Therefore, small errors in temperature measurement and normal fluctuations in temperature of a working system may cause large variations in calculated thermocline thickness. The accuracy of thermocline thickness measurements obtained using Homan's method becomes questionable when the maximum allowable outlet temperature is very close to the average inlet temperature because several widely spaced points may have the same value of . The second problem occurs when Tmax is significantly higher than the average inlet temperature. The “linear” center regions of the profiles shown in Figure 6 are essentially identical. If Tmax falls within this center region, then the calculated thickness of the thermocline would be identical for the two cases shown, although the tails of the profile generated at the higher flow rate are significantly longer. For the charge cycles shown in Figure 6, these two problems become significant when the limiting dimensionless temperature difference, max, is less than 0.05 or greater than 0.15. For the test site, the maximum allowable outlet temperature, Tmax, is 45 ( max= 0.286). This would place the boundary of the thermocline close to the center of the temperature distribution and would disregard the effect of the tails in determining thermocline thickness. Consequently, an alternative definition of thermocline thickness was developed for analysis of the data from this study. In this study, thermocline thickness was defined without reference to Tmax. Rather, a dimensionless cutoff temperature Dimensionless Temperature, Θ It has been noted that the central gradient definition of thermocline thickness leads to estimates that do not accord with either visual observation or intuition. The definition proposed by Homan et al. (1996) avoids fundamental problems associated with 1 this approach. However, difficulties arise 0.9 when applying this method because maxi0.8 0.7 mum usable outlet temperature (Tmax) is used 0.6 to determine thermocline thickness. This is Re i = 1732 0.5 Θ m ax = 0.286 illustrated in Figure 6, which shows two 0.4 Re i = 5828 0.3 profiles taken from a sensor located at 25% of 0.2 tank height (11.25 ft, 3.4 m) for the lowest 0.1 (675 gpm, 42.6 L/s) and highest (2274 gpm, 0 -3 -2 -1 0 1 2 3 4 5 143.5 L/s) flow rates tested. Since the initial Dista nce (ft) tank bulk temperature and the average inlet temperature for the two cycles compared are not identical, profiles are plotted in dimen- Figure 6 Comparison of thermoclines formed during highest and lowest sionless form. Dimensionless temperature, , flow rate charge cycles (measured at 25% of tank height). is defined as 7 BACK TO PAGE ONE Thermocline thickness (ft) Thermocline thickness (ft) 8 Sensor c, H=11.25 ft (3.43 m) 7 6 Sensor g, H=31.5 ft (9.60 m) 5 Sensor i, H=41.25 ft (12.57 m) 4 3 2 1 0 10 9 8 7 6 5 4 3 2 1 0 Charge cycles Discharge cycles 0 0 2.5 5 7.5 10 12.5 2000 4000 6000 8000 10000 15 Inlet Reynolds number (Rei) Θmax (% of maximum temperature difference) Figure 7 Dependence of thermocline thickness on cutoff dimensionless temperature difference (charge cycle, Rei = 1,732, Fri = 0.11). Figure 8 Dependence of initial thermocline thickness on inlet Reynolds number (evaluated at 25% of tank height). was chosen that included most of the region of temperature change but did not extend so far into the tails of the profile that physical significance was lost. For the data in Figure 6, it appears that a dimensionless cutoff temperature between 0.05 and 0.15 will allow a meaningful comparison of thermocline thickness for profiles generated at different flow rates. A further test of this hypothesis was conducted to verify that valid comparisons of profiles measured at different sensors in the same cycle also would be possible. Data from the lowest flow rate charge cycle (675 gpm, 42.6 L/s) were selected because they exhibited a very smooth profile both early and late in the cycle. Thermocline thicknesses were calculated for dimensionless cutoff temperatures of 0.025, 0.05, 0.075, 0.1, 0.125, and 0.15 for sensors at three different heights within the tank. The results of these calculations are compared in Figure 7. As a larger portion of the thermocline is discarded (i.e., as the cutoff increases), less growth of the thermocline—in absolute terms and as a percentage of the original thickness— is indicated as it passes from one sensor to another. Thermocline thicknesses at all three sensors are practically indistinguishable at a cutoff temperature difference of 0.15. On the basis of these results, it was decided to compare thermocline thicknesses using a cutoff of 0.1. This value avoids the sensitivity of thermocline thickness to noise for small cutoff Θ and the insensitivity to the tails of large cutoff Θ. For these tests, this criterion allows meaningful comparisons of profiles generated during different cycles and measured at various sensors during the same cycle. shape. At earlier points in the cycle, it is assumed that the thermocline was still sufficiently close to the inlet diffuser to be strongly influenced by mixing. Initial thermocline thickness is plotted as a function of inlet Reynolds number in Figure 8. Because diffuser geometry was fixed for these tests, plots of thermocline thickness as a function of flow rate, Fri, and various combinations of Rei and Fri do not provide additional insight and are, therefore, not shown. What can be noted is that initial thermocline thickness, as defined herein, increases with flow rate and, hence, with Rei and Fri. Because both of these parameters, as well as Pe, are linear functions of flow rate, it is not possible to separate their TABLE 2 Thermocline Thicknesses Measured at 11.25 ft (3.43 m) Tank Height RESULTS ( Thermocline Thickness As documented in Table 2, thermocline thicknesses for the four discharge cycles and five charge cycles recorded varied from 2 ft to 9 ft (0.61 m to 2.7 m) after the thermocline had moved slightly more than 10 ft (3 m) away from the inlet. Hereafter, these are referred to as “initial” thicknesses because they were recorded at the earliest stage of the cycle at which the temperature profile had achieved an essentially stable 8 ( Test Type Flow rate gpm (L/s) Rei Fri Thermocline Thickness ft (m) Charge 675 (42.6) 1,732 0.11 2.42 (0.74) Charge 1,096 (69.2) 2,822 0.18 2.86 (0.87) Charge 1,418 (89.5) 3,639 0.23 3.15 (0.96) Charge 1,835 (115.8) 4,719 0.30 3.57 (1.09) Design) Charge 2,274 (143.5) 5,828 0.37 3.59 (1.09) Discharge 1,171 (73.9) 3,778 0.14 3.27 (1.00) Design) Discharge 1,805 (113.9) 5,822 0.26 6.48 (1.97) Discharge 2,329 (147.0) 7,538 0.28 7.43 (2.26) Discharge 2,974 (187.7) 9,614 0.35 9.22 (2.81) BACK TO PAGE ONE Thermocline Growth As the thermocline moves away from the inlet diffuser, its development should be influenced less by mixing and more by 56 54 Initial tank bulk temperature Temperature (F) 52 Sensor i, H=41.25 ft (12.57 m) Sensor g, H=31.5 ft (9.60 m) Sensor c, H=11.25 ft (3.43 m) 50 48 46 44 Average inlet temperature 42 40 -5 -4 -3 -2 -1 0 1 2 3 4 5 Distance (ft) (a) 56 54 Initial tank bulk temperature 52 Temperature (F) independent effects with tests conducted at constant diffuser height and thermal diffusivity. However, one may speculate that the observed effects are primarily the result of Rei variation, since Fri is less than unity in all cases and varies little while Rei varies over a wide range from moderately high to very high. An interesting trend illustrated by Figure 8 is the tendency for discharge cycle thermoclines to be much thicker than charge cycle thermoclines at the same Rei for Rei substantially greater than 4,000. This suggests that the free surface at the upper diffuser allows more mixing than the no-slip, rigid boundary imposed at the lower diffuser by the tank floor. This contradicts the findings of Didden and Maxworthy (1982), who experimentally investigated isothermal gravity current flow in a scale model freshwater/saltwater stratified system. They found no difference in the development of surface and bottom gravity currents because an immobile film that formed at the top of the tank behaved as a no-slip boundary. Results of the present study indicate that this is not the case for thermally stratified chilled-water storage. Qualitative comparison of thermocline thicknesses obtained in this study at relatively high Rei with those generated at lower Rei in prior investigations suggests that, at least for lower radial parallel plate diffusers, the existing design criteria for tall tanks may be quite conservative. Wildin (1989) published inlet and outlet temperature profiles for three diffusers operating at the same Fri (1.26) but at Rei values of 240, 850, and 1700, respectively, for octagonal, larger radial, and smaller radial designs. Although these profiles do not show the complete thermocline exiting the tank, enough data were reported to permit lower bound calculations for thermocline thickness to be made. The portion of the profile recorded is primarily on the outlet side of the thermocline. According to theory and observation, the inlet side tail should be longer; therefore, an estimate obtained by doubling the distance from the cutoff point to the center of the thermocline will underestimate the total thickness. Although the inlet height for Wildin’s radial diffusers was only 4 in. (0.1 m), minimum charge cycle thermoclines of roughly 2 ft (0.6 m) and minimum discharge cycle thermoclines of at least 4 ft (1.22 m) were calculated using the procedure adopted in the present study. The thermoclines observed in the present study are not appreciably larger than those observed by Wildin, while the water depth of the tank is three times larger. From a practical perspective, therefore, it may be argued that a design Rei of 2000 would be unnecessarily conservative in this case. It is important to note that the upper radial diffusers in Wildin’s study had full top plates, unlike the diffuser in the present study. This may have improved discharge cycle performance for reasons discussed previously. 50 Sensor c, H=11.25 ft (3.43 m) Sensor g, H=31.5 ft (9.60 m) Sensor i, H=41.25 ft (12.57 m) 48 46 44 Average inlet temperature 42 40 -5 -4 -3 -2 -1 0 1 2 3 4 5 Distance (ft) (b) Figure 9 Comparison of time series thermoclines at various sensors: a) charge cycle (Rei = 1,732, Fri = 0.11); b) discharge cycle (Rei = 5,828, Fri = 0.37). conduction. Figure 9 compares time series charge cycle thermocline profiles recorded by three different temperature sensors. Profiles were recorded by the sensors located 11.25 ft, 31.5 ft, and 41.25 ft (3.43 m, 9.60 m, and 12.57 m) above the tank floor during the 675 gpm (42.6 L/s) and 2,274 gpm (143.5 L/s) charge cycles. At the lower flow rate (Figure 9a), roughly 16.5 hours elapse as the thermocline moves between the first two sensors and an additional 8 hours elapse between the last two. As expected, the thermocline thickens with time. On the inlet side of the temperature profile, the “tail” of the thermocline exhibits more growth than on the outlet side. A small increase in temperature below the thermocline with the passage of time is suggestive of heat transfer across the thermocline, as it is accompanied by a nearly symmetric change on the outlet side of the distribution. At the higher flow rate (Figure 9b) the transit time of the thermocline is five hours between the first and second sensors and two hours between the second and third. The much more jagged profile at the lower sensor is indicative of more vigorous mixing during thermocline formation than in the low-flow case. The outlet side of the temperature profile thickens as time passes, although not to the same extent as in the low-flow case. On the inlet side, the bulk temperature actually decreases 9 0.9 1 Dimensionless Temperature, Θ Dimensionless Temperature, Θ BACK TO PAGE ONE Re=1,732 Re=2,822 Re=3,639 Re=4,719 Re=5,828 0.9 0.8 0.7 0.6 0.5 0.4 0.3 0.2 0.1 0.7 0.6 0.5 0.4 Re=3,778 Re=5,822 Re=7,538 Re=9,614 0.3 0.2 0.1 0 0 90 92 94 96 98 100 102 104 106 108 110 %Volume Figure 10 Dimensionless charge cycle outlet temperature profiles. and the gradient at the center of the thermocline becomes larger as it travels up in the tank This behavior is symptomatic of an inlet diffuser that is causing substantial mixing in the interior of the tank. If mixing at the beginning of the charge cycle is very vigorous, a large portion of the tank near the inlet will mix to a temperature intermediate between the inlet and ambient temperatures. As the thermocline moves away from a charge inlet and cold water continues to flow in, the temperature of the water near the inlet will decrease steadily until it approaches the inlet temperature. Comparison of Outlet Profiles Dimensionless outlet profiles representative of the final shape of the thermocline are compared for the five charge cycles in Figure 10. Three of the profiles are nearly indistinguishable from one another. The other two profiles are similar in shape but appear to be shifted slightly to the left or right. Given the similarity in shape of all five profiles, this difference is consistent with errors in flow measurement. This indicates that for the range of flow rates tested, the small initial thermocline thickness advantage achieved at lower flow rates may have been offset by additional conduction during the substantially longer cycle times of those tests. These results substantiate the importance of both inlet mixing and conduction across the thermocline in determining overall tank performance for full-scale tanks. Dimensionless outlet temperature profiles for the four discharge cycles are superimposed in Figure 11. Unlike charge cycle profiles, final discharge cycle profiles are clearly differentiated by Reynolds number. This suggests that mixing may have been significant over a larger portion of the tank during discharge cycles. Given that the upper and lower diffuser plates have identical dimensions, the effect of the free surface boundary associated with the upper diffuser may have played a role in the enhanced mixing evident in the data. The tests conducted at lower flow rates produce steeper outlet temperature profiles, especially on the outlet side of the thermocline. Comparing Figure 11 with Figure 10, the outlet temperature profiles for the discharge cycles are much thicker than for charge cycles of similar Reynolds number. Initial thermocline thickness for these cases was on the order of 20% of the tank water depth. In this case, the strong influence of flow rate on 10 0.8 90 92 94 96 98 100 102 104 106 % Volume Figure 11 Dimensionless discharge temperature profiles. cycles outlet thermocline thickness together with the larger portion of the tank involved in the inlet region may suppress the “equalizing” effect of diffusion later in the cycle that appeared to occur in charge cycles. Inlet Mixing Influence on Mature Thermocline Characteristics The finite-difference diffusion model described previously also was used to predict growth of the thermocline between sensors assuming that only plug flow and conduction were at work. For each charge cycle, the actual time series temperature profile taken by sensor c, located 11.25 ft (3.43 m) above the floor of the tank, was used as the initial condition for simulations that predicted profile shape at the positions of sensors g and i, 31.5 ft (9.6 m) and 41.25 ft (12.57 m), respectively, above the tank floor. The heights of sensors c, g, and i are roughly 10%, 70%, and 95% of the tank water depth, respectively. Figure 12a shows a typical starting condition and the corresponding predicted temperature profile at 95% tank height. These projected profiles were then compared with the actual temperature profile measured at the higher sensor. For all flow rates, the predicted and measured profiles were nearly identical on the outlet side of the thermocline. For the lower half of the thermocline, the best agreement with the numerical approximation generally occurred for lower flow rate cases. At higher flow rates, the actual profile had a lower temperature than predicted in the “tail” region on the inlet side of the thermocline. This result, shown in Figure 12b, indicates that large-scale mixing continues to be a factor in thermocline development, even after the thermocline has reached onequarter tank height. It also was observed that the measured profiles in the higher flow rate tests were less smooth than those for the lower flow rate tests, even though the pure conduction model predicts smoothing of all the profiles. This also suggests large-scale mixing effects late in the cycle. Discharge cycles were analyzed in a similar manner. For these cases, sensor g at a height of 31.5 ft (9.6 m) provided the initial condition, and the finite-difference model predicted the temperature distribution passing sensor i at 11.25 ft (3.43 m) above the tank floor. Comparison of the predicted and measured result at the lower sensor (not shown for brevity) again showed close agreement between the two profiles, with BACK TO PAGE ONE 56.00 Sensor c, Actual Profile Temperature (F) 54.00 52.00 Sensor i, Numerically predicted profile 50.00 48.00 46.00 44.00 42.00 40.00 -6 -4 -2 0 2 4 6 Distance X Time (ft) (a) As Figure 12 illustrates, the effects of both conduction and large-scale mixing that occur late in the cycle are minor in comparison to the mixing that occurs near the inlet during formation of the thermocline. This suggests the existence of two distinct flow regions in the tank: an inlet region characterized by substantial mixing and a core region where changes in the thermocline are minimal. 56 Sensor i, Actual profile Temperature (F) 54 52 Sensor i, Numerically predicted profile 50 sensors was compared to the profile predicted by the pure conduction model at the later sensor, and a value of R2 was obtained. The R2 values ranged from 0.9992 for the lowest flow rate case to 0.9999 for the highest flow rate case. This result suggests that over the range of Peclet numbers represented by these tests, the effects of conduction are small. For every case tested, comparison with the results in Table 3 shows mixing to have roughly the same importance as conduction in the central region of the tank. 48 46 44 42 40 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 CONCLUSIONS Distance X Time (ft) (b) Figure 12 Comparison of measured charge cycle temperature profile development and conduction model prediction (Rei = 1,732, Fri = 0.11): a) initial profile at Sensor c and predicted profile at Sensor i; b) measured and predicted profiles at Sensor i. some departure from the prediction on the inlet side. Discharge cycles exhibited much more mixing than charge cycles during formation of the thermocline, but large-scale mixing in the core of the tank later in the cycle was not observed. However, the much longer “tails” developed during the formation of the thermocline were evident in the much thicker thermoclines exiting the tank at the end of the cycle. Linear regression was used to provide a more quantitative comparison of the predicted and measured profiles. Table 3 shows R2 values for each of the various tests. The quantity R2 varies from zero to one, with a value of one corresponding to a perfect match between the two sets of data. The R2 values for these tests were all quite high, indicating that once the thermocline moved away from the inlet diffuser the effects of mixing on the temperature profile were small. Generally, predicted and measured profiles become more similar (R2 increases) with decreasing flow rate, but there is significant scatter in the data, and even at high flow rates the correlation is good. The results shown in Table 3 also indicate that large-scale mixing effects do not seem to have a significantly greater impact on discharge cycles than on charge cycles at the same flow rate. Relative Influence of Conduction and Mixing Far from the Inlet Diffuser Linear regression also was used to quantify the effects of conduction as the thermocline moved between sensor c located at 11.25 ft (3.43 m) and sensor g at 31.5 ft (9.6 m) during charge cycles. The measured profile at the first of these Field-measured temperature profile data taken from a tall, naturally stratified chilled-water storage tank have been presented and discussed. Profiles were obtained for complete charge and discharge cycles at a variety of constant flow rates. The tank studied has radial diffusers, which are designed to operate in the recommended range of Fri but at values of Rei substantially higher than are recommended by existing design guidance. Several conclusions may be drawn from the results of these tests: • A method for determining thermocline thickness that is appropriate for analysis of this type of field data has been defined. This method addresses problems encountered with previously proposed measures of thermocline thickness, the most serious of which is neglecting the tails of the profile and subsequently underestimating the effects of mixing. • Using the definition of thermocline thickness adopted in this study, charge cycle thermocline thicknesses measured TABLE 3 Linear Regression Analysis of Predicted and Measured Thermoclines Test Type Rei R2 Charge 1,732 0.9991 Charge 2,822 0.9927 Charge 3,639 0.9985 Charge 4,719 0.9925 Charge 5,828 0.9916 Discharge 3,778 0.9962 Discharge 5,822 0.9935 Discharge 7,538 0.9486 Discharge 9,614 0.9936 11 BACK TO PAGE ONE • • • • near the tank outlet are small to moderate (5% to 8% of tank height), indicating that good stratification can be achieved in full-scale tanks at higher Reynolds numbers than are currently considered acceptable. Eisenhauer, and Mr. Roger Zimmeran are gratefully acknowledged. The thickness of thermocline produced by the inlet diffuser was found to be an increasing function of inlet flow rate. Although thermoclines produced in the lower flow rate charge cycle tests initially were slightly smaller than thermoclines produced in higher flow rate tests, outlet profiles for the charge cycles in this study were nearly identical to one another. Outlet profiles for high flow rate discharge cycles, however, remained thicker than those for low flow rate discharge cycles. A = plan area of the tank g = gravitational acceleration For equal Fri and Rei, the upper diffuser produced thicker thermoclines during discharge cycles than did the lower diffuser during charge cycles. This enhanced mixing may be due to the influence of the free surface at the top of the tank on gravity wave formation. The thermocline formed at design discharge occupied roughly 15% of the tank volume and probably would be considered marginally acceptable, at best. The thicker initial thermoclines formed in discharge cycles resulted in thicker outlet profiles, which tend to reduce the overall thermal performance of the tank. The greatly enhanced mixing apparent at the upper diffuser in this tank indicates that the upper diffuser may have a more significant influence on tank performance over a full cycle than the lower diffuser. As it has been commonly assumed that upper and lower diffusers will behave in the same manner, these results provide justification for more focused study of the performance of the upper diffuser. q NOMENCLATURE g' hi ∆ρ = reduced gravitational acceleration, g' = g ------ρi = height of the inlet diffuser ht H = thermocline thickness = tank water depth L = characteristic length of inlet diffuser (perimeter for radial diffusers) = inlet flow rate per unit length of diffuser, Q q = ---L Q t1 = tank inlet volumetric flow rate = time required for the thermocline to translate one thermocline thickness T Tc = temperature = average inlet temperature (charge), initial tank bulk temperature (discharge) Th T max = average system return temperature (discharge), initial tank bulk temperature (charge) = maximum acceptable discharge temperature Tin Tout = tank inlet temperature = tank outlet temperature V = plug flow velocity of water through the tank, Comparison of actual temperature profile development with predictions based on a finite-difference conduction model indicated that large-scale mixing effects are significant relative to conduction; however, most of this mixing appears to occur when the thermocline is near the inlet diffuser. This suggests that limiting flow rate at the start of the cycle, a practice already observed by many system operators, will result in a thinner thermocline being established and maintained throughout the length of the cycle. α = thermal diffusivity of water Comparison of temperature profiles for high Rei operation (1732 to 9614) obtained in the present study with profiles generated by radial diffusers at low Rei (850 to 1700) observed by Wildin (1989) suggest that a design Rei criterion of 2000 for tanks over 40 ft (12.2 m) water depth may be unnecessarily conservative, particularly with respect to diffusers with a fixed spreading surface (i.e., lower diffusers). Inlet Reynolds number, Re i = q--- Q V = ---A = kinematic viscosity of water ρ ρi = density of water = density of inflow water Θ Θ max = dimensionless temperature difference = dimensionless maximum acceptable discharge temperature v q Inlet densimetric Froude number, Fr i = -----------------------1⁄2 ( g' h i3 ) VH Peclet number, Pe H = -------α 1 Richardson number, Ri = --------2Fr i REFERENCES ACKNOWLEDGMENTS The authors wish to express their sincere appreciation to the chilled-water plant management and operations staff of the Penn State Milton S. Hershey Medical Center. Particularly, the cooperation and assistance of Mr. Terry Achey, Mr. Donald 12 Andrepont, J. S. 1992. Chilled water storage case studies: Central plant capacity expansions with O&M and capital cost savings. International District Heating and Cooling Association Fifth Annual College/University Conference. BACK TO PAGE ONE Bahnfleth, W. P., and W. S. Joyce. 1994. 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A numerical and experimental study of stratified thermal storage. ASHRAE Transactions 92:293-309. Potter, R. 1994. Study of operational experience with thermal storage systems: ASHRAE research project 766. May. Smith, G. 1978. Numerical solution of partial differential equations: Finite difference methods, 2d ed. Oxford: Oxford University Press. Tran, N., J. F. Kreider, and P. Brothers. 1989. Field measurements of chilled water storage thermal performance. ASHRAE Transactions 95(1):1106-1112. Truman, C. R., and M. W. Wildin. 1989. Finite difference model for heat transfer in a stratified thermal storage tank with through flow. 1989 National Heat Transfer Conference. HTD Vol. 110: Numerical Heat Transfer with Personal Computers and Supercomputing. Wildin, M. W. 1989. Performance of stratified vertical cylindrical thermal storage tanks, Part II: Prototype tank. ASHRAE Transactions 95(1):1096-1105. Wildin, M. W. 1990. Diffuser design for naturally stratified thermal storage. ASHRAE Transactions 96(1):10941102. Wildin, M. W., and C. R. Truman. 1985a. Evaluation of stratified chilled-water storage techniques. Volume 1: Findings. Volume 2: Appendices. Electric Power Research Institute Report EM-4352. Wildin, M. W., and C. R. Truman. 1985b. A summary of experience with stratified chilled water tanks. ASHRAE Transactions 91(1b):956-976. Yoo, H., and E. Pak. 1996. Analytical solutions to a onedimensional finite-domain model for stratified thermal storage tanks. Solar Energy 56(4):315-322. Yoo, J. 1986. An investigation of Reynolds number effects in thermally driven gravity currents applied to thermal storage tanks, Ph.D. dissertation, University of New Mexico. Yoo, J., M. W. Wildin, and C. R. Truman. 1986. Initial formation of a thermocline in stratified thermal storage tanks. ASHRAE Transactions 92(2A):280-292. Zurigat, Y., P. Liche, and A. Ghajar. 1991. Influence of inlet geometry on mixing in thermocline thermal energy storage. International Journal of Heat and Mass Transfer 34(1):115-125. 13
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