JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 106,NO. D20, PAGES 24,143-24,155,OCTOBER 27, 2001 Emissionsof greenhousegasesand other airborne pollutants from charcoal making in Kenya and Brazil DavidM. Pennise, • KirkR. Smith, •'2Jacob P.Kithinji, • MariaEmiliaRezende, 4 TulioJardim Raad, sJunfeng Zhang, 2'6andChengwei Fan• Abstract. Airborne emissionsfrom charcoal-makingkilns commonlyusedin Kenya and Brazil were measuredduring typical operatingconditions.Emissionfactorswere determined nonmethanehydrocarbons, nitrogenoxides(NO.0 and total suspendedparticulates(TSP) alongwith charcoalproductionefficiencyandcharcoalandfuelwoodcarbonandenergy contents.The conversionof wood carbonto charcoalcarbonrangedfrom 37 to 69%, dependingon kiln type. E•ssion factors,expressedas gramsof pollutantper kilogramof charcoalproduced,for the eightkilns rangedfrom 543 to 3027 for CO2, 32-62 for CH4, 143373 for CO, 24-124 for total nonmethaneorganiccompounds,0.01 1-0.30 for N20, 0.00540.13 for NO.•,and 13-41 for TSP. On average,fuelwoodcarbonwas approximatelydiverted as follows: 51% to charcoal,27% to CO2, and 13% to productsof incompletecombustion (PIC). Due to the higher global warming potentials(GWPs) of PIC relative to CO2 on a carbonatombasis,suchkilns can produceratherlargenet greenhousegasemissions,even when the wood is harvestedrenewably. Basedon publishedGWPs for CO2, CH4, and N20 only, we estimatethat 0.77-1.63 kg C-CO2 (carbonas carbondioxide equivalents)is emitted per kilogramof charcoalproduced.We estimatethat the total primary globalwarming com•tment (GWC) of Kenyan and Brazilian charcoal-makingkiln emissionsis about2.7 and 7.5 •11ion tons(Mr) C-CO2, respectively.For comparison,the primary GWC from fossil fuel use in the United States is almost 1700 Mt C-CO2. dioxide,CO,_)and,becauseof the chemicalprocessas well, a significantproductionof productsof incompletecombustion Charcoal is a fuel commonly used for household and (PIC). The PIC emittedduring the charcoal-makingprocess institutional cooking and heating in certain parts of the include carbon monoxide (CO), methane (CH4), total developingworld, especiallyAfrica and SoutheastAsia. In nonmethaneorganic compounds(TNMOC), and particulate Brazil, charcoalis producedon a large scale for use in the matter. Oxides of nitrogen (NO, NO2, and N20 ) are emitted steeland pig iron industries.Charcoalis essentiallyproduced as well. CO2, CH4, and nitrous oxide (N20) are important by heatingfuelwood (or any otherraw biomass)in sometype greenhousegases(GHG) in that they directly absorbsomeof of kiln with limited access to air, a process called the Earth's outgoingradiation in the atmosphere. CO and carbonization. Charcoal-making kilns can vary greatly in TNMOC indirectly affect global warming through structure and size, from simple earthen mounds to atmosphericphotochemicalreactionsthat in turn affect GHG semipe•qnanentbrick ovens to large, permanent metal levels. The emission of incomplete combustionproducts structures.Carbonizationcreatesa fuel of higher quality than (such as CH4, total nonmethanehydrocarbons(TNMHC), and the originalfuelwood. Becauseof inherentinefficiencyin the CO) is quite important. This is due to the fact that CH4, process,however,there is a substantialloss of carbonand TNMHC, and CO have higher global warming potentials energy from the starting fuelwood (primarily as carbon (GWP), or ability to cause warming of the Earth's atmosphere,per mole or kilogram of carbon,thandoesCO2. 1Environmental HealthSciences, Universityof California,Berkeley, The Food and Agriculture Organization of the United Nations(FAO) reportsthat about26 million tonsor megatons California, USA. 2Also atProgram onEnvironment, East-West Center, Honolulu, Hawaii, (Mr) of charcoalwereproducedworldwidein 1995,largelyin USA. the developingworld [Food and Agriculture Organization 1. Introduction 3Department ofChemistry, UniversityofNairobi, Nairobi, Keny a- 4Biocarbo Industria eCom•rcio Ltd., Belo Horizonte, Brazil. (FAO),1997]. Thisrepresents about12%of worldwide fuelwood use[FAO, 1997]. A higher estimate oftheamount SDepartamento deEngenharia Mecanica, Universidade Federal deofcharcoal produced annually worldwide is100 Mt[Rosillo- Minas Gerais,Belo Horizonte,Brazil. 6Environmental and Occupational HealthSciences. Institute, Calleetal.,1996].Thefactthatmostcharcoal isproduced in Piscataway, NewJersey, USA. the noncommercial sector,and thereforenot easilytracked, 7Graduate Program in Environmental Sciences, Rutgers University,may explain some of the large variationin the estimates. NewBrunswick, NewJersey, USA. Charcoalproductionhasincreased in recentyears,at a rateof approximately3% per year over the period 1991-1995 [FAO, Copyright 2001bytheAmerican Geophysical Union. Paper number 2000JD000041. 0148-0227/01/2000JD000041509.00 1997]. TheFAO[1997]reports theproduction of charcoal in Kenya and Brazil in 1995 to be 2.2 and 6.4 Mr, respectively. 24,143 24,144 PENNISE ET AL.: GREENHOUSE GASES FROM CHARCOAL About 85% of Kenya's energy needs are derived from biomass [Senelwa and Hall, 1993]. Kenya's rural and urban populations are nearly 100% and 75% biomass energy dependent,respectively[Senelwaand Hall, 1993]. Charcoal accountsfor 9% of Kenya's total energyconsumption(10.3% of biomassend usesor 534 petajoules(PJ)) and 18.8% (1138 PJ) of biomassinputs [Senelwaand Hall, 1993]. In 1992 in Brazil 29.2 Mt of fuelwood were used to producecharcoal, primarily for the pig iron and steel industries. This was the single largestuse of the total 74.0 Mt (1105 PJ) of fuelwood consumedin Brazil, followed by household,industry, and agriculture[Brito, 1997]. In 1993, fuelwood consumption made up 13.3% (58,870 PJ) of Brazilian primary energyuse [Brito, 1997]. Thus Kenyan and Brazilian charcoal-making kilns could potentiallyaccountfor a significantpart of their nation's overall GHG emissions. Biomass burning, including charcoal productionand use, plays an importantrole in the global carboncycle. Current estimatesare that biomassburning accountsnot only for 2545% of the annualglobal emissionsof CO2, but also for 1550% of CO, 3-10% of CH4, and 24% of TNMOC [Levine, 1990; Crutzen and Andreae, 1990; Andreae, 1991]. A good characterizationof biomass burning thus is important for achievingscientificunderstanding of the potentialfor human activities to engender global climate change, as well as informing the international political/economic discourses aboutwhat GHG mitigationmeasuresare warrantedand who should pay for them. Greenhousegas emissionissuesare now of great concern the world over, as the scientific community more strongly agrees that the human health, ecological, and economic consequencesof human-induced globalclimatechangecouldbe quite serious. Combustionof biomassharvestedor naturally regrown on a sustainablebasisdoes not causea net increaseof CO2 in the atmosphere. Unfortunately, through deforestation and other nonrenewablepractices,much burnedbiomassis not replaced. Even with completerecyclingof the carbon, however, a biomassfuel cycle can produce a net increase in global warming commitment (GWC, the sum of the global warming potentials of the gases emitted in a process)becauseof the emitted PIC. As a result of these two factors, partially nonrenewable harvesting and significantPIC production,there has been much work in recent years to characterize biomass combustion of MAKING surfacekiln (larger round brick kiln), and one large, industrialrectangular kiln with tar recovery(Missouri-like, metal and brick) in Brazil. Reportedin this paper are emissionfactors for the productionof charcoal for the greenhousegasesCO2, CH4, and N20, as well as CO and TNMHC, which indirectly affect GHG levels, and total suspendedparticulates (TSP). Charcoal production efficiency (yield) and charcoaland fuelwood carbon and energy contents were determined as well. At the conclusionof this paper we compare our measured emissionfactorsto the resultsof previousstudiesand estimate the national inventories of these airborne pollutantsfrom charcoalmakingin KenyaandBrazil. 2. Methods The experimentsconductedin this study were designed based on charcoal-makingkiln emissionsexperimentswe conductedin Thailand. Please see Smith et al. [1999] for the detailsof thoseexperiments(pleasecontactus if you would like a copyof that reportandcannototherwiseobtainit). 2.1. Kilns Tested The majority of charcoal produced in Kenya and throughoutAfrica is derivedfrom Earth moundkilns. Hence we tested five Earth mound kilns in Kenya. In Brazil we tested one hot-tail kiln, one circular brick kiln, and one rectangularkiln with tar recovery. These three kiln types account for about 85%, 10%, and 5% of Brazilian charcoal production,respectively. 1. Kenyan Earth mounds (EM1 - EM5) are layers of brush/grass, twigs, and a final layer of dirt over a chargeof anywherefrom about400 to 32,000 kg wood; firing time is 510 days. 2. Brazilian hot-tail (HT) is a beehive-shapedbrick kiln with no chimney and is chargedwith about 4000 kg wood, with a firing time of about40-50 hoursper run. 3. Brazilian round brick (surface)is a large, circular brick kiln with chimney;it usesabout20,000 kg wood, with a firing time of about 40-50 hours. 4. Brazilian rectangularwith tar recovery (rectangular)is modeled after the Missouri kiln and is metal and brick. It has a semiautomatedprocess,loaded with about 80,000 kg of wood, and firing time is about80 hours. In Kenya,EM1 andEM2 wereconstructed andoperatedby different kinds in different seasons around the world grounds staff of the University of Nairobi who were [Levine, 1996]. experiencedwith traditionalcharcoal-makingmethods. EM3, Given the emission of large amounts of incomplete EM4, and EM5 were constructedand operatedon a former combustionproductsduring the charcoal-makingprocess, black wattle tree (Acacia mearnsii) plantationby a team of we might expect the use of charcoal to have a greater migrant charcoal makers. In Brazil, on-site (plantation) impact on global warming commitment than its share of fuel demand. To date, however, the airborne emissions charcoalkiln workersoperatedthe three kilns usingtypical from charcoalmaking are poorly characterizedin existing greenhousegas emissiondatabases. This is likely due to the fact that the charcoal-making kilns used in the developing world are not easily monitored, as they are typically operatedin remoteareasover many daysor even weeksfor a singlerun. In an effort to fill this information gap, we have collecteddata on charcoal-makingemissions from three developing countries whose charcoal production is large and that are representativeof their region: Thailand, Kenya, and Brazil. Using methods developed and tested in Thailand [Smith et al., 1999], in this phaseof the studywe testedfive Earth moundkilns in Kenya, and one hot-tail kiln (brick beehive type), one methods. In Kenya, EM1 used Croton megalopoliswood (from the University of Nairobi campus),EM2 used eucalyptus(from the University of Nairobi campus),and EM3-5 used black wattle (Acacia mearnsii) with bark removed. In Brazil, Eucalyptusgrandhaiswood from the plantation,harvestedat 7 years of age and air-dried, was used in each of the three kilns tested. 2.2. Carbon Balance Approach and Determination of Emission Factors Startingwith a carbonbalanceon the system,we calculated the emissionfactorsfor each of the speciesof interest(CO2, PENNISE ET AL.: GREENHOUSE GASES FROM CHARCOAL MAKING 24,145 Table1. Experimental Methods Summary a Ash Kiln Firing Sampling Grab WoodMass Charcoal Mass Brands Mass Condensables TSP Experiment Time, Period Samples Determined By Determined By Determined By Mass Emissions Emissions Days Covered,Taken Determined Determined Determined Days EM 1 7.10 7.10 By 24+8 directweighingdirectweighing directweighingThai kiln average EM2 5.05 EM3 9.87 5.05 3.0 16 10 directweighingdirectweighing directweighingThai kiln 9.71 3.0 7 9.68 EM6t' EM7t' EM8t' HT 2.0 5(est.) 1 5(est.) 1 5(est.) 1 3.29 3.29 7 1(x2) 1(x2) 1(x2) 6(x2) 1.88 1.88 Rectangular 3.25 3.29 6(x2) 7(x2) Thai kiln sampling direct woodvolume numberof bags numberof logs Thai kiln x sampledbag x sampledlog average direct sampling aveyieldof EM3 and numberof bags numberof logs Thaikiln x sampledbag x sampledlog average mass Thai kiln average Thai kiln average direct Thaikiln sampling average mass woodvolume numberof bags numberof logs Thai kiln ND ND ND woodvolume average mass x sampledbag x sampledlog mass mass average ND ND ND ND ND ND ND ND ND directweighingdirectweighingThaikiln average Surface direct sampling EM5 EM5 By average mass EM4 By woodvolume directweighingdirectweighingThaikiln direct sampling ND ND ND Thai/Kenya Thai kiln average ND ND ND Thaikiln kiln average average Thai/Kenyan Thaikiln average kiln average average directweighing directweighingdirectweighing Thaikiln Thai/KenyanThaikiln average kiln average average :Abbreviations are est.,estimated; ND, not determined; EM, Earthmoundkiln; HT, hot-tailkiln; surface,surfacekiln; rectangular, rectangularkiln with tar recovery. •One(duplicate) grabsample of emissions wascollected fromeachof theEM6,EM7,andEM8kilns.Nootherdatawerecollected from these kilns. CO, CH4, TNMOC, TSP, and N20 ). We will present the emission factors in two different forms: grams of pollutant of charcoal produced (and converting grams of carbon to gramsof carbondioxide)or by the total massof the charcoal carbonproduced. The emissionfactorsfor the other species emitted per kilogram of charcoalproducedand grams of pollutantcarbonemitted per kilogram of charcoalcarbon of interest were found via their molar emission ratios to CO2 produced. The carbonbalancefor the charcoal-makingprocesscan be (againon a carbonbasis). written as follows, on a carbon mass basis: 2.3. Parameters Measured As many inputsand outputsas possiblewere monitoredin wood = charcoal+ brands+ condensableliquids + ash order to determine a detailed carbon balance for each kiln. + CO2+ CO + CH4 + TNMOC + TSP, Since field conditions precluded the measurement of condensables(tar) and ash emissions in both Kenya and dividingthroughby CO2andrearranging yields 1 = (wood- charcoal- brands- condensables - ash)/CO2 Brazil and TSP measurements in Brazil, we used our experimentaldatafrom Thailandfor thoseproducts. Concentrationsof the following airborne species were measured in the kiln emissions as well as in the ambient air: - (GO + CH4 + TNMOC + TSP)/CO2. CO2, CO, CH4, TNMHC, N20, NO, NOr, and TSP (measured for the Kenyan kilns only). The following wood and solid product parameters were also measured: (1)wood: mass (directly weighed or determinedfrom wood volume); carbon,energy,and moisture contents; (2)charcoal: mass; carbon, energy, and moisture CO2= (wood- charcoal- brands- condensables - ash) contents; (3)brands (partly carbonized wood product /(1 + K). remaining in kiln chamber): mass; carbon and moisture The absoluteCO2emissionfactorwasthenfoundby dividing contents. Note that carbon analyses were not able to this total amountof CO2 emittedas carbonby the total mass performedon samplesfrom the Kenyahkilns (EM1 - EM5). We define(CO + CH4+ TNMOC + TSP)/CO2= K. The total amountof CO2 emitted (still in terms of carbonmass) was foundby solvingthefollowingequation: 24,146 PENNISE ET AL.: GREENHOUSE GASES FROM CHARCOAL MAKING Table 2. Net Molar EmissionRatiosof GasesandTSP to CO2a CO/CO2 CH4/CO2TNMHC/CO2TSP/CO2NO/CO2 b NOx/CO2 b N20/CO2 b EM 1 EM2 0.1630 0.1726 0.0485 0.0418 0.1109 0.0767 0.0304 0.0165 4.24E-05 2.66E-05 5.04E-05 4.98E-05 5.83E-05 9.80E-05 EM3 0.2108 0.0736 0.1283 0.0205 NA 2.26E-05 9.21E-05 EM4 0.2672 0.1477 0.2642 0.0494 NA 4.51E-05 7.30E-05 EM5 0.2121 0.0834 0.1387 0.0177 NA 2.31E-05 6.39E-05 EM6 0.2123 0.1249 0.1825 0.0362 NA 2.63E-05 9.45E-05 EM7 0.2286 0.1124 0.1604 0.0611 NA 3.19E-05 1.25E-04 2.02E-04 EM8 0.1672 0.0503 0.0678 0.0181 NA 3.63E-05 HT 0.3680 0.0945 0.1431 NA NA 2.31E-05 3.24E-05 Surface 0.3818 0.1017 0.0732 NA NA 1.03E-05 3.30E-05 Rect. 0.4672 0.1845 0.1075 NA NA 1.15E-05 2.09E-05 Ambient- 1c 0.006 0.004 0.001 NA 3.01E-05 5.02E-05 7.47E-04 Ambient-2d 0.0016 0.0068 0.0039 0.00075 NA 1.58E-04 8.00E-04 Ambient-3 e NA NA 0.0424 NA NA 2.12E-04 9.27E-04 aNA,notanalyzed. Read4.24E-05 as4.24x 10'5. bunits:molecularratio. CAmbient-1 corresponds to kilnsEM 1 andEM2. dAmbient-2 corresponds tokilnsEM3,EM4,andEM5. CAmbient-3 corresponds to kilnsHT, surface,andrectangular. 2.4. Experimental Designand AnalysisMethods Kilns were operatedusing typical methods. The massof the wood loaded into each kiln was determinedeither by direct weighing or from the wood volume. Wood moisture content was determinedby weighing severalcross-sectional log samplesbeforeand after oven drying (at least24 hoursat 105øC). Carbon content and calorific analyseswere also performedon wood samplesfrom eachkiln. Grab samplesof the airborne (gaseous)emissionswere taken throughoutthe firing period of each kiln. The gas samplingconfigurationconsistedof a ¬"ID coppersampling tube, a TSP sampling cassetteholding a 37-mm diameter quartz fiber filter (Whatman), a low-flow pump (SKC Aircheck Sampler, model 224-PCXR7), and a 5-L metalreinforced Tedlar (MMT) bag. Ambient samples were collectedwith the samesamplingconfiguration.The stability of the gasesof interest during storagein MMT bags is describedby Fan et al. [2001]. A Hewlett Packard6890 gaschromatographic (GC) system equippedwith a flame ionization detector(FID) or an electron capture detector(ECD) was used for this study. The GC system,equippedwith a nickel catalystmethanizerand a FID, was usedto analyzeCO2, CO, and CH4. During the analysis, CO2 and CO were convertedto CH4 by the nickel catalyst methanizerand then detectedby the FID. A 10-foot x 1/8inch stainless steel column packed with 80-100 mesh Carbosphere(Waters Associates,Inc., USA) was used to separatethesethreecompoundsand othercompounds present in the samples.The cardergaswas zero-gradenitrogenwith a flowrateof 30mLmin'•. Theoventemperature washeldat 35øCfor9 min,ramped upto 200øCattherateof 25øCmin'• and held at the final temperaturefor 5 min. The injector temperature was 35øC, the methanizer temperature was 375øC, andthe FID temperaturewas 200øC. The GC-FID system,whenequippedwith a 2-footx ¬-inch stainlesssteelcolumnpackedwith glassbeads(Alltech Co., USA) was usedfor total hydrocarbon analysis. The carder gaswaszero-grade nitrogenwith a flow rateof 10 mL min-1. The oven temperature was 35øC for 5 min. The injector temperaturewas 35øC and the detector temperaturewas 200øC. The concentration of TNMHC, calculatedon a CH4 basis(ppmas CH4), wasdetermined by subtracting the CH4 concentration from the THC concentration in the same sample. N20 was analyzedusingthe GC-ECD system[Rasmussen andKhalil, 1980,1981;Rasmussen et al., 1982]. Thissystem utilizedan 8-foot x 1/8-inchstainlesssteelcolumnpacked with 80-100 meshHayesepQ (WatersAssociates, Inc.) for the separation of N20 from othercompounds.Zero-grade nitrogenwasusedas the carriergas,at a flow rateof 20 mL min-t Theoventemperature washeldat 50øCfor 3.5min, ramped upto 200øCat 20øCmin-•, andheldfor 9 min. The injector and detectortemperatureswere 35øC and 350øC, respectively.A chemiluminescent nitrogenoxidesanalyzer (Model 8840, Lear Siegler Measurements Controls Corporation)wasusedto measureNO andNO2. Whatman quartz fiber filters (37 mm diameter) were employed for collection of TSP from the charcoal kiln emissions.Before sampling,the filters were baked at 105øC in anovenfor at least24 hoursandthenplacedin a desiccator for at least 24 hours before weighing. The filters were weighedin a 5-placebalanceimmediatelyafterbeingtaken out of the desiccator.After sampling,the filterswereagain placedin a desiccator for at least24 hoursandthenweighed. After the end of the firing, each kiln was sealed and allowed to cool. After cooling,charcoaland brandswere removedand weighed. Samplesof each were collectedand later analyzedfor carboncontent(in Brazil only), calorific value,andmoisturecontent.Table 1 givesa summaryof the experimental methodsusedin thisstudy. PENNISE ET AL.: GREENHOUSE GASES FROM CHARCOAL MAKING 24,147 0.25 0.20 0.15 0.10 0.05 0.00 20 40 60 80 1 O0 120 140 160 180 Time after Firing (hours) 0.40 0.35 0.30 0.25 0.20 * EM3 0.15 = EM4 •, EM5 0.10 0.05 0.00 0 50 1 O0 150 200 250 Time after Firing (hours) Figure 1. (a)Variationin the CO/CO2grabsampleemissionratiosthroughout the firing of Kenyankiln EM1. (b)Variation in the CO/CO2 grab sampleemissionratios for the three large Kenyan kilns (EM3, EM4, and EM5). 3. Results 3.1. Molar and Discussion Emission Ratios Table 2 shows the net molar emission ratios to CO2 for CO, CH4, TNMHC, TSP, NO, NOx, and N20 for each kiln test. Throughouteach kiln test, grab sampleswere collectedfrom the chimney(or other openings)from which the most smoke was being emitted at the time of samplecollection. During the charcoal-makingprocess,emissionsoften exit kilns from more than one chimneyor openingat a time. In order to test the degreeof similarityof emissionsreleasedsimultaneously from two different chimneys or openings of a kiln, we collectedeight setsof emissiongrab samplesfrom EM1, one from each of the two chimneys. We found that the ratios of the gasesemittedfrom the two different chimneyswere quite similar. For example,therewas only a 3% percentdifference in the averageCO/CO2 ratio betweenthe two chimneys. The CH4/CO2 ratio was even more similar between the two chimneys,with a 0.02% difference,while the N20/CO 2 ratio wasthe mostdissimilar,still with only a 17% difference. While the averagegaseousemissionratios were used in determiningthe emissionfactorsfor a given kiln test, these ratios vary throughoutthe charcoal-makingprocess. As an example,Figure l a displaysthe CO/CO2emissionratiosfor eachof the 24 grabbag samplescollectedduringthe firing of EM1. In addition,Figure lb showsthe variationin each of the CO/CO2 grab sampleemissionratiosfor the three large KenyanEarthmoundkilns (EM3, EM4, andEM5). 3.2. Carbon and Energy Balances The total mass and mass of carbon in the solid species involved in each of the charcoal-makingexperiments(wood, charcoal, brands, ash, condensables,and TSP) are shown in Table 3. The wood moisture fraction was calculated on the wet basis: moisture fraction = (wet wood mass - oven dry wood mass)/(wet wood mass). An average value of 5% moisturecontentwas appliedfor the charcoalproduced.Due to field limitations,we were not able to determinethe massof condensable speciesemittedfrom the kilns. Basedon two experimentson Thai kilns (one Earth moundand one brick 24,148 Table PENNISE ET AL.: GREENHOUSE GASES FROM CHARCOAL Table 5. Charcoal Yields (Mass, Carbon, and Energy Bases) 3. Solid Product Measurements Wood In, Wood Charcoal Brands Dry Mass, Moisture Produced, Produced, Charcoal Charcoal Energy kg Yield Carbon Fraction a kg kg EM1 EM2 782 350 0.400 0.382 EM3 25250 0.178 7452 480 186 79.5 132 14 EM4 16080 0.178 5267 500 EM5 14600 0.178 5258 550 3430 0.161 1180 45 15720 0.195 4605 965 0.128 26020 4420 HT Surface MAKING Rectangular 67780 EM1 EM2 EM3 Conversion (DryBasis) a Yieldt' toCharcoal 0.226 0.216 0.280 0.384 c 0.367 c 0.477 • 0.459 0.339 0.470 EM4 0.311a 0.529• 0.522 EM5 0.342 0.582 • 0.574 HT Surface 0.341 0.287 0.521 0.504 0.461 0.403 0.689 0.571 Rectangular 0.364 aDrybasisyield= product mass/dry woodmass. t'Carbon yield= product carbon mass/ aDeterminedon a wet basis;moisturefraction= (wet mass-drymass)/(wet mass). wood carbon mass. •Asshownin Table4, thecharcoal percentcarbon value usedin determiningtheseyields camefrom data from our three tests of Thai Earth mound kilns. aSincethe initial wood masswas not determined for EM4, the charcoalyield for EM4 was set as the averageof the charcoalyieldsof EM3 andEM5 (all threekilns were constructedandoperatedsimilarly). beehive kiln), carbon in the condensableliquid emissions accountedfor 3% of the original wood carbon. Therefore an averagefactor of 3% of the original wood carbonwas applied to estimate the amount of condensables carbon emitted in each of thesekiln experimentsshown in Table 3. Similarly, calculationsperformedby one of us, Rezende,basedon much practical and theoretical experience with tar recovery from charcoal-makingkilns in Brazil, indicate that about 3.6% of the originalwoodcarbonis emittedas condensable species. Table 4 presentsthe results of the carbon content and calorificvalueanalysesof the solidspeciesfrom the eightkiln experiments. These carbon content values were used in calculatingthe carbonmassesshownin Table 3. The charcoal yields, or kiln conversionefficiencies, were determinedfor each experiment. Thesedata are shownin Table 5. The dry basis charcoal yield is the total mass of charcoalproduced divided by the total dry mass of wood used in the kiln run. The carbon yield is the mass of charcoal carbon produced divided by the total massof carbonin the original wood used. Energy conversionto charcoalis the ratio of the total energy contentof the charcoalproductto that of the wood input. The charcoalyield for the five Kenyanearthmoundkilns ranged Table 4. CarbonAnalysesand Calorific Valuesof Solid Products from 21.6 to 34.2%. The larger Earth mound kilns (EM3, EM4, and EMS) had higher charcoal yields than the two smallerEarth moundkilns (EM1 and EM2). As expected,the large, industrialrectangularBrazilian kiln with tar recovery outperformedthe Brazilian hot-tail and surfacekilns and the Kenyan Earth moundkilns, with a charcoalyield of 36.4%, a charcoalcarbonyield of 68.9%, and a charcoalenergy yield of 57.1%. Also shownin Table 5 are the brandsyields, on a wet mass basis and an energy basis. Brands, which are partially carbonized wood product, can be considereda secondary productof charcoalproduction,becausethey are often soldas cooking fuel, commandinga price greater than that of raw wood, but less than that of charcoal. Brands are also often reloaded into a kiln and fully converted to charcoal in a secondfiring. The emissionfactorsfor all airbornespeciesare shownin Tables 6a and 6b. The average emission factors and coefficientsof variation of the five Kenyan Earth mound kilns are also shown in Table 6a. Wood Wood % Calorific Carbon Value, Charcoal Charcoal % Carbon kJg'• Brands Brands Calorific % Calorific Value, Carbon Value, kJg'• kJg'• EMI EM2 44.0a 44.0a 15.12 19.10 74.8t' 74.8t' 30.68 30.02 52.3c 52.3c 23.00 21.21 EM3 44.0' 18.55 74.8t' 31.11 52.3• 23.00 EM4 44.0a 18.55 74.8t' 31.11 52.3c 23.00 The last columns of Tables 6a and 6b showthe emissionfactor (EF) for all airbornespecies (gases+TSP). The CO2 emissionfactor for the Kenyan earth mound kilnsranged from1058to 3027g CO2kg-• charcoal produced.Due to betterinsulationand greatermanageability, the CO2 emissionfactors for the Brazilian hot-tail and surface kilnsfell in thelowerendof thisrange. Due to its high EM5 44.0a 18.55 74.8b 31.11 52.3• 23.00 efficiency (conversionof wood carbon to charcoal carbon), the Brazilian rectangularkiln had the lowest or nearly the lowest emissionfactorsfor all species. For example, its CO2 HT 48.8 20.42 74.6 27.64 55.4 21.33 EF wasonly543g kg-• charcoal produced, muchlowerthan Surface 48.8 20.81 85.7 29.20 55.6 23.36 Rectangular48.7 20.04 92.2 31.46 54.5 21.20 all other kilns testedin this current study and in our testsof Thai kilns. The percentdistributionof the original wood carbonin the products of the charcoal-makingprocessis shownin Figure 2 'Thisvalueis theaveragecarboncontentof theeucalyptus woodusedin our Thai kiln experiments[Smithet al., 1999]. for each of the kiln tests. They range from the best t'This valueistheaverage carbon content ofthecharcoal produced inour performancefor the rectangularkiln in which only 20.8% of threetestsof ThaiEarthmoundkilns[Smithet al., 1999]. the wood carbon is diverted to PIC and CO2 to the worst, •Thisvalueis theaverage carboncontentof thebrandsproduced in our three testsof Thai Earth mound kilns [Smith et al., 1999]. EM2, in which 55.7% is lost to airborne emissions. PENNISE ET AL.: GREENHOUSE GASES FROM CHARCOAL MAKING 24,149 Table 6a. EmissionFactors,Gramsof Pollutantper Kilogram CharcoalProduced(the Averagesand Coefficientsof Variation, CV, Are Given for the Five KenyanEarth Mound Kilns)a CO2 CO CH4 TNMHCb NO NOx N20 TSPc PIC gases+TSP EM1 EM2 1992 3027 207 333 35.2 46.2 90.3 94.9 0.058 0.055 0.087 0.130 0.12 0.30 41•2 34.1 373 508 2365 3535 EM3 1787 240 47.9 93.8 NA 0.035 0.16 25.0 406 2193 EM4 1147 195 61.7 124.0 NA 0.045 0.084 38.7 420 1567 EM5 1058 143 32.2 60.1 NA 0.021 0.068 12.8 248 1306 HT 1382 324 47.6 80.9 NA 0.028 0.045 NA 459 1841 Surface 1533 373 56.8 45.9 NA 0.014 0.051 NA 484 2017 162 36.5 23.9 NA 0.0054 0.011 NA 229 772 EM average 1802 223 44.6 92.6 0.056 0.063 0.15 30.4 391 2193 EM CV 0.31 0.26 0.033 0.38 0.24 0.40 Rectangular 543 0.44 0.24 0.70 0.63 apIC-- products of incomplete combustion - CO + CH4+ TNMHC + TSP. gases+TSP -- CO2+ CO + CH4 + TNMHC + TSP. NA, not analyzed. bAssuming a percarbon molecular weightof 18. •Determinedusingdatafrom Thai charcoal-making experiments, wheretheTSP emitted(as carbon) rangedfrom 0.02 to 0.10% of the original wood carbon[Smithet al., 1999]. The carboncontentof the TSP rangedfrom 40.0 to 54.1%. . Table 6b. EmissionFactors,Grams of PollutantC per Kilogram CharcoalC Produced (the Averagesand Coefficientsof Variation, CV, Are Given for the Five Kenyan EarthMound Kilns)• CO2 CO CH4 TNMHC NOb NOxb N20b TSPc PIC gases+TSP 765 1162 125 201 37.1 48.6 0.045 0.068 EM3 686 145 50.5 EM4 441 118 65.1 EM5 406 HT 511 Surface 498 EM1 EM2 Rectangular 170 86.2 0.038 0.036 88.0 116 0.104 0.266 23.2 19.2 270 358 1035 1520 983 NA 0.018 0.147 14.1 297 NA 0.023 0.075 21.8 321 762 NA 0.011 0o061 7.2 184 590 33.9 56.4 188 48.3 73.1 NA 0.014 0.0386 NA 314 825 190 50.7 36.5 NA 0.0060 0.0384 NA 282 781 18.2 NA 0.0023 0.0083 NA 132 302 87.0 0.037 0.033 0.131 17.1 286 0.033 0.70 0.63 0.38 0.23 79.3 31.3 EM average 692 135 47.0 EM CV 0.31 0.26 0.44 84.8 89.1 0.24 978 0.36 •PIC- products of incomplete combustion = CO + CH4+ TNMHC + TSP.gases+TSP = CO2q-CO + CH4 + TNMHC + TSP. NA, not analyzed. bUnits aregrams of N perkilogram ofcharcoal C. CDetermined usingdatafromThai charcoal-making experiments, wheretheTSP emitted(ascarbon) rangedfrom 0.02 to 0.10% of the original wood carbon[Smithet al., 1999]. The carboncontentof the TSP rangedfrom 40.0 to 54.1%. Table 7 presents a summary of earlier charcoal kiln emissionstudies. Note that the Brazilian rectangularkiln with tar recovery tested here is similar in constructionto the Missouri kilns. As shownin Table 7, the resultsof this study roughly validate the default values listed by the Intergovernmental Panel on Climate Change (IPCC) for CO and TNMOC in that the IPCC values [Intergovernmental Panel on ClimateChange(IPCC), 1997] fall within the range of valuesfor the kilns monitoredhere. Comparedto the IPCC default emission factors, the values for the Kenyan and Brazilian kilns testedhere range from -1.5x to +l.8x for CO and-2.1x to +3.4x for TNMOC (we assume TNMHC = TNMOC). Also comparedto the IPCC default values, this study's resultsrangefrom +1. lx to +2. lx for CH 4 and from 56x to-2.3x for NOx. Thus, becauseof the dependenceon kiln type, to accurately quantify global emissions from charcoalproduction,there is a need to quantify the fraction of charcoalproducedin eachmajor kiln type. 3.3. Global Warming Commitment One way of examining the greenhousegas implicationsof these charcoal-making kilns can be seen in Figures 3-5. These figures show the carbonbalancefor the Kenyan Earth 24,150 PENNISE ET AL.: GREENHOUSE Earth Mound 1 Earth Mound 2 Earth Mound 3 Earth Mound 4 Earth Mound 5 GASES FROM CHARCOAL MAKING Hot Tail Surface Rectangular 0% 20% 40% 60% 80% 100% Percent of Original Wood Carbon ICharcoal !•Brands •QCondensables I-ICO2 I•iCO I•!CH4 !•TNMOC mTSP and Ash Figure 2. Distributionof the woodcarbonin the productsof thecharcoal-making process. moundkilns (averageof five), the Brazilian hot-tail kiln, and the total amounts of air pollutants emitted from charcoal the Brazilian rectangularkiln with tar recovery,respectively, productionin Kenya and Brazil were calculated. This is as well as the greenhousegas implicationsof the airborne shownin Table 8 as megatons(Mr) of pollutant.The amount emissions.Figures3-5 are normalizedto the productionof 1 of CO2 emittedfrom the use of fossil fuels in Kenya and kg of charcoal. In Figures3-5, two typesof global warming Brazil is also shownin Table 8 for comparison.Also shown are the air pollutionemissionsresultingfrom commitments(GWC) are applied. The first, called "primary for comparison fossil fuel use in the United States. We can see that CO2 GWC.," assumesglobal warming potentials(GWPs) only for CO2, CH4, and N20 (respectively,1, 23, and 290 by mole for emissionsfrom charcoalmaking in Kenya are of the same a 20-year time horizon [IPCC, 1995]). The second,"total orderof magnitudeas the CO2 from fossilfuel use in Kenya GWC," also appliesGWPs for CO and hydrocarbons,which (3.9 versus6.7 Mr). In Brazil, CO2 from charcoalmakingis about 3.5% of the CO2 from fossil fuel use. Table 8 shows are less certain (respectively,4.5 and 12 for a 20-year time horizon [IPCC, 1990]). A discussionand additional citations that charcoal making is indeed an important source of on the GWPs of CO and hydrocarbonsare presentedby Smith greenhousegases(and other air pollutants)in Kenya and et al. [2000]. For each the GWC is calculated under two extremeassumptions:(1) that the kilns rely on a completely renewable wood supply, that is, the emitted carbon is eventually recycled back into trees and (2) that there is completedeforestation,that is, no carbonrecyclingback into biomass. Under assumption2, the GWC includes the full complementfrom CO2 (GWP=I.0). Under assumption1, there is no contributionfrom CO2 in the GWC, becauseall of that carbon is assumedto be reabsorbedby new biomass. Based on results from the eight kilns tested here and on publishedGWPs (using a 20-year time horizon) for CH4 and N20 only, we estimatethat 0.77 to 1.63 kg C-CO2 (carbonas carbondioxide equivalents)is emittedper kilogram charcoal produced. In Kenya, nearly all charcoalis producedin Earth mound kilns. We estimatedthe amountof charcoalproducedin each type of kiln in Brazil. The amountswere basedupon charcoal production patterns in Brazil in 1996. Using the annual amountof charcoalproduced,the fractionaluse pattern,and the experimentalemissionfactors determinedin this study, Brazil. Finally, using20-yearGWPs, the total GWCs for Kenyan and Brazilian charcoal-makingkilns are estimatedin Table 9. Shownfor both countriesis a two-by-twomatrix of GWCs, dividedas discussed earlierfor Figures3-5. We estimatethat the total primary GWC of Kenyan and Brazilian kiln emissionsis about2.7 and 7.5 Mt C-CO2,respectively.For comparisonthe estimatedtotal primaryGWC resultingfrom fossil fuel use in the United Statesis 1693 Mt C-CO2 [U.S. Departmentof Energy (U.S. DOE), 1999; U.S. Environmental ProtectionAgency(U.S. EPA), 1998; IPCC, 1995]; this along with the total GWC are displayedin Table 9. Considering that KenyaandBrazil combinedproduceaboutone quarterof the world's charcoal, Tables 8 and 9 reveal that global charcoalmaking is a much less major sourceof GHGs than the use of fossil fuels in the United States. A full analysisof the airborneemissionsresultingfrom the charcoalfuel cycle would requireevaluationof its final end use (e.g., combustionin cookstoves)and emissionsfrom the alternate fate of the wood input if it were not used for 24,151 PENNISE ETAL.'GREENHOUSE GASES FROMCHARCOAL MAKING Table7.Summary ofCurrent andPrevious Charcoal-Making KilnEmission Studies % Charcoal Emission Factors, g ofPollutant perkgof Charcoal Produced Yield (Charcoal TNMHC Mass/Dry or Condensables NOx TSP (Tars and Oils) Study KilnType Wood Mass)CO2 CO CH4 TNMOC N20 Present study Kenyan Earth 22.6 1992 207 35.2 90.3 0.12 0.087 41.2 --- Present study Kenyan Earth 21.6 3027 333 46.2 94.9 0.30 0.130 34.1 --- Present study Kenyan Earth 28.0 1787 240 47.9 93.8 0.16 0.035 25.0 --- Present study Kenyan Earth 31.1 1147 195 61.7 124 0.084 0.045 38.7 --- Present study Kenyan Earth 34.2 1058 143 32.2 60.1 0.068 0.021 12.8 --- Present study Brazilian Hot-tail 34.1 1382 324 47.6 80.9 0.045 0.028 ...... Present study Brazilian Surface 28.7 1533 373 56.8 45.9 0.051 0.014 ...... 543 162 36.5 23.9 0.011 0.0054 ...... 966 162 31.8 29.7 0.017 --- 1.90 58 a 1235 158 21.7 19.9 0.021 --- 0.69 63 a 29.4 1517 336 57.7 71.5 0.026 --- 4.19 66 a Smith etal.[1999] ThaiEarth mound 29.8 1140 226 27.7 95.3 0.046 --- 2.25 65 a 1570 106 12.7 8.5 0.084 --- 0.81 65 a 1593 254 39 Mound 1 Mound 2 Mound Mound 3 4 Mound 5 (brick beehive) (roundbrick) Present study Brazilian rectangular 36.4 with tar recovery Smith etal.[1999] Thaibrick beehive 33.3 (ave. of 3 runs) Smith etal.[1999] Thaimud beehive 30.8 (ave. of 3 runs) Smithetal. [1999] Thaisingle drum (ave. of 3 runs) (ave. of 3 runs) Smith etal.[1999] Thairicehusk mound 29.7 (ave. of 3 runs) Brocard etal.[1996]African Earth mound27.6 U.S. EPA [1995] Missouri --IPCC[1997] (World average) 20.8 d Shah etal.[1992] Metal partial32.7 550 145 55 --210 30 1192 336 ---ø 7.2(asC) 0.11 80b 51 72s 0.24 --12 --0.3 ...... 14 (as C) --___c 155c ___ 133g combustion kiln •Value derived from theaverage oftwocondensable emissions tests (one ThaiEarth mound kilnandoneThaibrick beehive kiln). bDerived bysubtracting CH4fromtheemission factor given forvolatile organic compounds (VOC). CTSP was included in the condensables. dConverted to a drybasisby assuming 20%moisture in wood. CCH4includedin the TNMOC column. SSum of CH4,ethane,andethene. gSumof tars,phenols,andfurfurals. charcoal making, along with the emissions from its production in kilns. This complete emissions analysis is required for accurate comparison to the emissions implications of other fuel cycles, such as the direct use of fuelwood. For example, in some locations, part of the fuelwoodmay decayanaerobicallyin the environmentleading to considerableCH4 emissions.In sucha case,the accounting shouldallocateonly the net changein GHG emissionsto the charcoalfuel cycle. are quite sensitive to errors in the measured solid masses, especiallywood mass. It is also apparentthat the emission factor for any one speciesis quite insensitiveto errorsin any of the otherairbornespecies,exceptCO2. We were not able to calculate standard deviations for the valuespresentedin Tables 2, 3, 4, 5, 6a, 6b, 8, and 9, because only one experimentwas conductedper kiln in this study. The measurementuncertaintyor error involved in this study includedthe following. 1. There was instrumentalerror for the gaschromatograph 3.4. Error Analysis systemused for the gaseoussamples. Each gaseoussample Sincethe carbonbalancemethodusedin this studyrelies was injectedinto the GC twice. If the two valuesfor any of on measurementsof gaseousratios to CO2 and measurements the peak areasof a samplediffered by more than 10%, the of the solid inputs and outputsto determinethe emission samplewas reinjecteduntil a differenceof lessthan 10% was factorsof interest,the sensitivityof the calculatedemission observed. We estimate the instrumental error to be +/-5 %. 2. Therewasinstrumentalerrorfor the scalesusedto weigh factors to potential measurementerrors is not directly obvious. The error analysis in Table 10 shows typical the wood and charcoal in the field. We estimate this error to percentage changes in the calculated emission factors be +/- 10%. 3. There was instrumental error for balances used in resulting from hypothetical 10% errors in the measured determination of wood moisture content. We estimate this gaseousconcentrationsor solid masses. Data from kiln EM1 was used for this exercise. We can see that emission factors error to be +/-5%. 24,152 PENNISE ET AL.: GREENHOUSE GASES FROM CHARCOAL MAKING 3.64 kg Dry Wood (1.60 kg Carbon) (65.4 MJ) 0.10 kg Brands-C (4.5 MJ) 0.048 kg Condensables-C 1 kg Charcoal (0.75 kg Carbon) 0.00064 kg Ash-C (30.8 MJ) 0.012 kg TSP-C 0.49 kg CO2-C No CO2 Recycled PrimaryGWC = 1.35 kg C-CO2 Total GWC = 2.58 kg C-CO2 0.099 kg CO-C 0.036 kg CH4-C 0.066 kg TNMOC-C All CO2Recycled Primary GWC = 0.82 kg C-CO2 Total GWC = 1.89 kg C-CO2 0.00015 kg N20 Figure3. Carbon cycleforcharcoal making in theKenyan Earthmound kilnandtheGWCresulting from renewable andnonrenewable harvesting of thewood(MJ, megajoule). 4. There was analyticalerror in the determinationof the carboncontentsof wood, charcoal,and brands.We estimate the errorfor the carboncontentanalyticalmethodto be +/- 5%. Thethreecharcoal samples fromBrazilwereanalyzed at two differentlaboratories. The averagepercentdifferenceof thesethreepairsof valueswasonly 1.8%. 5. Errorwasassociated with theuseof grabsampling to determinethe overallgaseousemissionratios. In five of the 2.93 kg Dry Wood (1.43 kg Carbon) (59.8 MJ) 0.021 kg Brands-C (0.82 MJ) 0.043 kg Condensables-C 1 kg Charcoal (0.75 kg Carbon) (27.6 MJ) 0.0057 kg Ash-C 0.0034 kg TSP-C 0.38 kg CO2-C No CO2 Recycled PrimaryGWC = 1.19kg C-CO2 Total GWC = 2.46 kg C-CO2 0.14kgCO-C 0.036 kg CH4-C 0.054 kg TNMOC-C All CO2Recycled PrimaryGWC = 0.77 kg C-CO2 Total GWC = 1.85kg C-CO2 0.000045kg N20 Figure4. Carboncyclefor charcoal makingin the Brazilianhot-tailkiln andthe GWC resulting from renewable andnonrenewable harvesting of thewood(MJ, megajoule). PENNISE ET AL.' GREENHOUSE GASES FROM CHARCOAL MAKING 24,153 2.75 kg Dry Wood (1.34 kg Carbon) (55.1 MJ) 1 kg Charcoal (0.92 kg Carbon) (31.5 MJ) 0.092 kg Brands-C (3.6 MJ) 0.0045 kg Condensables-C 0.0054 kg Ash-C 0.036 kg Tar-C 0.0032 kg TSP-C recovered 0.15 kg CO2-C No CO2 Recycled All CO2Recycled 0.069 kg CO-C 0.027 kg CH4-C Primary GWC = 0.77 kg C-CO2 PrimaryGWC = 0.59 kg C-CO2 0.016 kg TNMOC-C Total GWC = 1.27 kg C-CO2 Total GWC = 1.01 kg C-CO2 0.000011 kg N20 Figure 5. Carboncycle for charcoalmaking in the Brazilian rectangularkiln with tar recoveryand the GWC resultingfrom renewableand nonrenewableharvestingof the wood (MJ, megajoule). kiln experimentsin our previous study of Thai kilns, we compared the grab sampling method to the continuous sampling method for the gaseousemissions. Unlike the currentstudywherefrom 7 to 24 grab sampleswere taken per kiln experiment,only 3, 4, or 5 grab sampleswere taken in the five Thai kiln experiments. Hence the error in the grab samplingmethodin the Thai experimentswould be expected to be larger than that error in the current study. Nonetheless, the percentdifferencesin the gaseousemissionratiosfor the grab samplingmethod versusthe continuousgas sampling method in the five Thai experiments were 12% for the CO/CO2 ratio, 32% for the CH4/CO2 ratio, and 37% for the TNMHC/CO2 ratio. Among all the grab samplescollected Table 8. Estimated Annual Air Pollution and analyzedin the currentstudy,there were 25 duplicates (two bags collected sequentially). The average percent differencesin the gaseousemissionratiosfor the 25 pairs of samples were as follows: 14% for CO/CO2, 21% for CH4/CO2, 38% for TNMHC/CO2, 33% for NO, 73% for NOx, and 75 % for N20. 6. Error was associatedwith determiningthe wood mass given the wood volume for EM3, EM4, EM5, HT, and surface kilns only. We used a standard wood volume-to-mass conversionfor Acacia mearnsii (black wattle) for EM3, EM4, and EM5. We estimate this error to be +/-5%. surface kilns. Emissions We estimate this error to be +/-10%. from Charcoal Production in KenyaandBrazil (1996), Comparedto Emissionsfrom FossilFuel Use in Kenya,Brazil,andtheUnitedStates a CO2, CO, CH4, TNMHC,t' NOx, N20, Mt Mt Mt Mt Mt Mt Kenyancharcoalproduction 3.9 0.49 0.097 0.20 0.00014 0.00032 Braziliancharcoalproduction 8.6 2.0 0.31 0.47 0.00016 0.00028 Kenyanfossilfuel use, 1995 6.7 c _..... Brazilian fossil fuel use, 1995 U.S. fossil fuel use 249 c _..... 5490d 68.66e 10.09d 9.621e 21.09e aUsing a totalproduction of charcoal of 2.2 Mt in Kenyaand6.4 Mt in Brazil. t'Assuming a percarbon molecular weight of 18. CDatafor 1995,from WorldResources Institute[1998]. aDatafor 1997,fromU.S.DOE [1999]. eDatafor 1997,from U.S.EPA [1998]. We used the volume-to-massratio of the rectangularkiln for the HT and 0.269a 24,154 PENNISE ET AL.: GREENHOUSE GASES FROM CHARCOAL MAKING Table 9. EstimatedGlobal Warming Commitments(GWC) from Kenyan and Brazilian CharcoalProduction(1996) Comparedto GWC from Fossil Fuel Use in the United States (1997) Kenyan Kenyan Brazilian Brazilian PrimaryGWCa TotalGWCa PrimaryGWCa TotalGWCa CO2 recycled CO2 not recycled 1.60 2.74 3.80 5.29 4.97 7.55 11.5 15.2 Primary GWCfrom 1693 t' U.S. fossil fuel use Total GWC from 1903t' U.S. fossil fuel use aUsing20-yearglobalwarmingpotentials.UnitsareMtC asCO2equivalents. t'Using emissions datafromU.S.DOE[1999]andU.S.EPA[ 1998]. Table 10. Error Analysis A 10% Change in CO2 GivesThisPercentChangein theFinalEmissionFactorEstimates CO2 GO CH4 TNMOC TSP NOx N20 2.4 -6.9 -6.9 -6.9 -6.9 -6.9 -6.9 CO - 1.2 8.7 - 1.2 - 1.2 - 1.2 - 1.2 - 1.2 CH4 -0.4 -0.4 9.6 -0.4 -0.4 -0.4 -0.4 TNMHC TSP Wood mass Charcoal mass Brands mass Condensables mass -0.8 -0.2 24.3 -9.7 -4.6 -0.8 -0.8 -0.2 24.3 -9.7 -4.6 -0.8 -0.8 -0.2 24.3 -9.7 -4.6 -0.8 9.1 -0.2 24.3 -9.7 -4.6 -0.8 -0.8 9.7 24.3 -9.7 -4.6 -0.8 -0.8 -0.2 24.3 -9.7 -4.6 -0.8 -0.8 -0.2 24.3 -9.7 -4.6 -0.8 7. Error in the use of sampled charcoal bag mass to determine the total massof charcoal for EM3, EM4, and EM5 kilns only. We estimatethis error to be +/-10%. 8. Error was in the useof sampledbrand massto determine the total massof brandsfor EM3, EM4, andEM5 kilnsonly. We estimate this error to be +/-10%. 9. Error was associated with the use of Thai Earth mound kiln data for carbon contents of wood, charcoal, and brands for EM 1, EM2, EM3, EM4, and EM5 kilns only. Differences in wood carbon contentsare expectedto be less than 5%. Charcoaland brandscarboncontentsare primarilya function of the carbonizationtemperature,which is, in turn, mostly dependenton the kiln materialsand size. Given the similarity of the kiln materials(layersof brush,twigs, and Earth) in the Thai and Kenyan experiments,we estimatethis error to be +/10%. Basedon this roughanalysis,we estimatethe error in the valuespresentedin Tables2, 3, 4, 5, 6a, 6b, 8, and9 to be the following:+/-20% for CO2,+/-25% for CO, +/-30% for CH4, +/-40% for TNMHC and NO, +/-50% for TSP, and +/-75% for NOx and N20. Acknowledgments.We greatlyappreciatethe effortsandpatience of all the kiln operatorsinvolvedin this study,at the Universityof Nairobi, at the plantationin Soy, Kenya, and at the plantationin Brazil. We would like to thank SusanThorneloe, U.S. EPA Project Manager,for her faithful supportand adviceand Keith Openshawfor his assistance with wood volume to mass conversions. 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