UNICA Comments to CARB on Sugarcane Ethanol

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    B ra z i l i an Sug a rc ane I ndu s tr y A s so c i a ti on (UN ICA ) 1 711 N St ree t NW Wash in g t on , DC 20036

    Phone +1 (202 ) 506 5299 Fax +1 (202 ) 747 5836 wash ing ton@un ica . com.br www.un ica . com.br/EN

    April16,2009

    VIAELECTRONICMAILMaryD.NicholsChair,AirResourcesBoardHeadquartersBuilding1001IStreetSacramento,CA95814Reference: ProposedLowCarbonFuelStandardDearMs.Nichols:TheBrazilianSugarcaneIndustryAssociation(UNICA)welcomestheopportunitytoprovidespecificcommentsonCaliforniasproposedLowCarbonFuelStandard(LCFS).Thisletterexpandsonourpreviouscorrespondence1regardinglifecyclecalculationsofsugarcaneethanolandincludesanumberofspecificrecommendationsconcerningthecalculationsofindirectlandusechange.WeaskthatthisletterandallofitsreferencesbefullyconsideredbytheCaliforniaAirResourcesBoard(CARB)andstaffpriortoapprovaloftheregulation.Theletterisstructuredasfollows:(I)IntroductionofUNICAashavingadirectandsignificantinterestinthisrulemaking;

    (II)Commentsandrecommendedchangestolifecycleassessmentinputsandassumptions;(III)Commentsandrecommendedchangestolandusechangecalculations;and,(IV)Conclusions.I. INTRODUCTION

    TheBrazilianSugarcaneIndustryAssociation(UNICA)istheleadingtradeassociationforthesugarcaneindustryinBrazil,representingnearlytwothirdsofallsugarcaneproductionandprocessinginthecountry.Our125membercompaniesarethetopproducersofsugar,ethanol,renewableelectricityandothersugarcanecoproductsinBrazilsSouthCentralregion,theheartofthesugarcaneindustry.Brazilistheworldslargestsugarcaneproducingcountrywith

    overhalfabillionmetrictonsofcaneharvestedyearly.

    1SeeourletterdatedFebruary10,2009,availableonlineathttp://www.arb.ca.gov/lists/lcfslifecyclews/65unica_comments_on_greetca_for_sugarcane.pdf.WealsonotethatUNICArepresentativeshavemetwithCARBstaffonvariousoccasions,mostrecentlyonApril2,2009,wherewediscussedmanyofthesepointsaddressedinthisletter.

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    Lastyear,Brazilproducedover31milliontonsofsugarandabout26billionliters(6.8billiongallons)ofethanol.Inaddition,themillsgeneratetheirownpowerfromthesugarcanebiomass.Officialgovernmentdataindicatesthatsugarcanemillsproducedapproximately16,000GWhofelectricity(correspondstoabout3%ofthecountrysannualelectricitydemand)lastyear.

    Thankstoourinnovativeuseofethanolintransportationandbiomassforcogeneration,sugarcaneisnowthenumberonesourceofrenewableenergyinBrazil,representing16%ofthecountrystotalenergyneedsaccordingtoofficialgovernmentdata.Ourindustryisexpandingexistingproductionofrenewableplasticsand,withthehelpofinnovativecompaniesinCalifornia2willsoonbeofferingbiobasedhydrocarbonsthatcanreplacecarbonintensivefossilfuels.II. LIFECYCLEANALYSIS

    OurinitialassessmentoftheresultsoftheGreenhouseGases(GHG),RegulatedEmissions,andEnergyUseinTransportationmodel,asmodifiedbyCARB,(GREETCA)suggeststhatitwascarefullydone,capturingmanyofthecomplexitiesofouragriculturalandindustrialoperations.ThisisnotsurprisinggiventhatGREETsdesignershaveworkedwithBrazilianlifecycleassessmentscholars(namelyDrs.JoaquimSeabraandIsaiasMacedo)toincorporateandharmonizesomeoftheuniquecharacteristicsofsugarcaneproductionsystemsandprocessingintheoriginalGREETmodel.However,industrypracticescontinuetoevolve,andwebelieveitiscriticalthatCARBsanalysisreflectthecurrentstateoftheBraziliansugarcaneindustryandavoidpenalizingthoseplayerswhohavemadeinvestmentsinmoreefficientandsustainablemethodsofproductionsinceoriginalGREETvalueswereestablished.Insomeinstances,GREETCAsdefaultvaluesarefarfromthenormforcurrentBrazilianagriculturalpractices.Lifecycleanalysis,bydefinition,involvesaconsiderablenumberofvariableswithcomplexrelationships,andtheadditionofindirectlandusechanges(discussedinSectionIII)onlyexacerbatesthesecomplexities.Ithasbeentherecommendationofvariousstakeholdergroups(e.g.GlobalBioenergyPartnership,RoundtableonSustainableBiofuels,etc.)tosimplifytheanalysesbyeliminatingsomeaspectsthatareclearlyofsmallerimpactonthemodelsoutput.3Forexample,mostBrazilianandinternationalexpertsdonotconsiderthevolatileorganiccompoundsandotherpollutantsintheGHGcalculations,butdoincludetheinputsofenergyofequipmentsandconstruction.ItappearstousthatGREETCAdoestheveryopposite.Reachingaconsensusontheseapproacheswouldfacilitateanalysesandcomparisonsgoingforward.For

    simplicity,wehavehighlightedonlythediscrepanciesthatleadtofundamentalshiftsinmodelmechanismsofthosethathaveasignificantimpactonthevalueofmodeloutputs.

    2Forexample,EmeryvillebasedAmyrisannouncedlastyearapartnershipwithoneofUNICAsmembercompaniestoproducefuelssuchasdieselandjetfuelforcommercialuses.Seehttp://www.amyris.comformoredetails.WeareawareofsimilareffortsbetweenanumberofotherCaliforniabasedcompaniesandsugarcanemillsinBrazil.3SeeSustainablebiofuels:ProspectsandChallenges,TheRoyalSociety,January2008,PolicyDocument01/08.Availableathttp://royalsociety.org/document.asp?id=7366

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    Inthissection,ourcommentsaddress:(A)thechangesthatshouldbeappliedacrossanysugarcaneethanolpathwaybasedonstandard,averagepracticestoday;(B)ongoingindustrypracticesimprovementsthatfurtherreducesugarcaneethanolscarbonintensity;(C)thetrendsforfurtherimprovementsbasedonexistingregulationsandchanges;and,(D)technicalandpolicyrecommendationstoCARBssugarcanefuelpathways.

    A. ChangesforanyBrazilianSugarcanePathway

    ThefollowingthreechangesbasedoncurrentindustrypracticesarerequestedforanyBraziliansugarcanepathwaythatCARBconsidersintheLCFS.1. SugarcaneFarming.ThestrawyieldfiguresareabovethenormforBrazilssugarcane

    industry.Insteadof0.19drytonstrawpertonofcane,youshoulduse0.14drytonstrawpertonofcane.4Basedonourexperience,itappearsthatthedefaultvaluesforstrawyieldarepossiblybasedonHawaiian,notBrazilian,sugarcaneaverages.

    2. ChemicalInputs.Theenergyvaluesandassociatedemissionsintheproductionoflime

    (CaCO3)aresaidtobe0.6gCO2/MJ.However,limeproducedinBrazilhassignificantlylowercarbonintensity.5AscorrectlynotedintheStaffReport,Brazilsbaseloadelectricity(averagemix)iscurrentlyapproximately83%hydroelectric,thoughthemarginalexpansionmixhasbeenmostlynaturalgas.6Withthisinmind,accurateinputvaluesfortheproductionoflimeinBrazilare7kWhelectricity(withgridaveragemix)pertonoflime(notthemixofproductsfoundinsomeproductionplantsoutsideBrazil,includingcalciumoxide)and2.6litersofdieselpertonoflime.Consequently,theGREETCAvaluesshouldbeatmost0.11gCO2/MJintheproduction.WeanticipatethatthisamountwilllikelybeshowntobelowerinthecomingmonthsasmoreindepthresearchinBrazilisunderway.7

    3. SugarcaneTransportation.Itappearsthattheenergyrequiredfortransportation,and

    consequentlytheemissionsassignedinGREETCA,arehigherthanthoseobtainedbyourowngroundtruthingmeasurementsinBrazil.Webelievethatthediscrepancymaywellresultfromobsoleteassumptionsrelatedtoloadperformanceofthevehiclesduringfeedstocktransportation.GREETCAconsidersonly17tontrucks,whileamajorityofmills

    4SeeBiomassPowerGeneration:SugarCaneBagasseandTrasheditedbySuleimanHassuanietal;publishedbyUnitedNationsDevelopmentProgram(UNDP)andSugarcaneTechnologyCenter(CTC)inBrazil,2005.Availableonlineathttp://www.ctcanavieira.com.br/images/stories/Downloads/BRA96G31.PDF5SeeHassuaniopcit.,pg157.Also,seeMacedo,Seabra&SilvainGreenhousegasesemissionsintheproductionanduseofethanolfromsugarcaneinBrazilinBiomassandBioenergy(2008).6Evenwhenconsideringadditionalhydroelectricpowerexpansion,emissionscalculationsshouldincludetransmissionimpacts,directandindirectlandusechanges.NewhydroelectricpowerisonlyavailableinremoteandenvironmentallysensitiveareasofBrazil(e.g.Amazonriverbasin),whichrequiresverylongtransmissionlines(over1,000miles)throughhighcarbon,highbiodiversityforests.Forarecentaccountofthis,seeDoubt,AngerOverBrazilDams;AsWorkBeginsAlongAmazonTributary,ManyQuestionHuman,EnvironmentalCostsinTheWashingtonPostonOctober14,2008.Also,forgeneralbackgroundonBrazilselectricitygridseeU.S.DepartmentofEnergysCountryAnalysisBrief,availableathttp://www.eia.doe.gov/emeu/cabs/Brazil/Full.html7PersonalcorrespondencewithDr.JoaquimSeabra,NationalRenewableEnergyLaboratory,inApril2009.

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    alreadyoperatewithtruckswithtwoorthreetimesgreaterloads.8Thespecificenergyconsumptionvaluesfortransportationfromthefieldtomillvaryaccordingtothetypeoftruckusedanddistancetravelled.Themeandistancetravelledforfieldtomillisabout12miles,asGREETCAcorrectlyassumes.Basedonproportionofeachtypeoftruckusedinfieldtomilltransportfromlatestavailabledata(i.e.,2004),weknowthat8%oftruckswere

    15tonsinglewagon,25%were28tondoublewagon,and67%were45tontriplewagons.Therefore,basedonthis2004data,wecalculatethattheenergyconsumptionofsugarcanetransportfromfieldtothemilltobeapproximately20.4ml/t.km,orabouttwothirdsoftheconsumptionofasinglewagontruck(i.e.,30.3ml/t.km).Inshort,ourrecommendationwouldbetouse19,122BTU/mmBTUinsteadof25,722BTU/mmBTUinTable3.02.9oftheStaffReport.

    B. ImprovedLowCarbonIndustryPractices

    Inthelastfewyears,therehavebeensignificantoperationalimprovementsintheBraziliansugarcaneindustry.10Thereareatleastthreeinterrelatedchangesthatsignificantlyimpact

    carbonintensitycalculations,namely:

    Reductionofpreharvestfieldburning Mechanizationofharvest Increasedcogenerationefficiency

    Theimpactofthesepracticesontheindustryscarbonintensityandcurrentincreasingadoptionratesarediscussedbelow.GREETCApresumesallsugarcaneinBrazilisburnedinthefieldpriortobeingmanuallyharvested.11Moreover,themodelassumesallenergyfromsugarcanebiomassisemployedforethanolproduction,withnosurplus/credit(eitherintheformofbagasseusedasfuel,orexcesselectricityproducedinthecogenerationprocess).Theseareincorrectassumptionsthatdonotreflectcurrentindustrypractices.AgrowingshareofBrazilssugarcaneharvest(approximately35%)isnotburnedandismechanicallyharvested.12

    8SeeCTCreportentitled,AnnualAgriculturalReportingforHarvests98/99,99/00,00/01,01/02,02/03[authorstranslation]fordetailedbackgroundongroundtruthingintransportpractices.Forabroaderdiscussionoftheseandotherevolvingpractices,seeSugarCanesEnergy,editedbyIsaiasMacedo(2005)aswellasSugarcaneEthanol:ContributionstoClimateChangeMitigationandtheEnvironmenteditedbyPeterZuurbierandJosvandeVooren(2008).9Forfurtherdetail,includingformulasused,seepage23,SectionA3,TransportofSugarcanefromFieldtoMill[authorstranslation],of2004SoPauloStateGovernmentreportentitledNetGreenhouseGasEmissionsintheproductionanduseofethanolinBrazil[authorstranslation].Availableonlineathttp://www.unica.com.br/download.asp?mmdCode=76A95628B5394637BEB3C9C48FB2908410SeeWorldWildlifeFundsAnalysisoftheExpansionofSugarcanesAgroindustrialComplexinBrazil[authorstranslation],availableonlineathttp://www.wwf.org.br/index.cfm?uNewsID=13760.AnEnglishversionofthereportisavailableuponrequest.11See1.3GHGEmissionsfromStrawBurninginFieldonpage22ofGREETCA.12Thoughthetrendisforallsugarcaneistobemechanicallyharvestedandnotallburnedcane,therearemillsthatstillburnthesugarcaneinthefieldbutharvestitmanually.

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    Webelieveageneric,singlesugarcanepathwaymaynotaccuratelyincorporatetheseimportantchangesinthewaythesugarcaneindustryhasandcontinuestoevolveinBrazil.Wenotethatmerelycreatingseparatepathwaysoneforusingbagasseforelectricityproductionasacoproductandoneforusingmechanizedproductionofsugarcane,assuggestedinTableES6oftheStaffReportwillmissthemarkasitpresumesthattheseprocessesare

    mutuallyexclusive.TherealityonthegroundtodayisthatmechanizationandbagasseforelectricityareoccurringinsignificantlevelsandwillonlyincreaseduetoestablishedregulationsinBrazil.13Themechanicalharvesting(withnosugarcanefieldburning)yieldsahighamountofadditionalbiomass(commonlyreferredtoastrashandincludesleavesandtopsofcanestalksamongotherpartsofthesugarcaneplant).Someofthisadditionalbiomassisbeingrecoveredandtransportedtothemillforprocessingandmuchmoreisexpectedintheverynearfuture.14Thisbiomassrecoveryprocessincreaseselectricityproductionthroughcogeneration(or,inthefuture,additionalethanolproductiononcecellulosicpathwaysarecommerciallyviable).Aschangesinfieldoperationscontinue,energyefficiencyimprovementsatmillsalreadyareaddingtothesurpluselectricityprovidedtothenationalgrid.15In2007,millsprovidedabout11,095GWh,whichcorrespondstoabout22.5kWhpertonofrawsugarcanecrushed.16In2008,theMinistryofEnergyindicatedthatpowergenerationincreasedto15.768GWh.17Thisincreasedisaresultofnotonlyincreasesugarcaneproductionbut,moreimportantly,newmillsupgradingtohighpressuresteamcyclegeneratorsthatproduceatleast70kWhpertonofcanewithbagassealone.18Moreover,moreefficientmillsareenteringintolongtermsupplycontractswithpowerdistributioncompanies.19Forinstance,theamountsalreadycontractedfor2012reach45,180GWh,whichbringspowergenerationto65kWhpertonofcane.20Therewillbeadditionalelectricityincorporatedintothegridby2012,eitherthroughthescheduled

    governmentauctionsorviaopenmarketsales,butthosecontractshavenotyetbeensigned.Finally,lookingahead,whentheadditionalsugarcanebiomass(i.e.,trash)isusedforpower

    13Onapersonalnote,whentheCARBChairvisitedBrazilinAugust2008,shesawthesechangessugarcanemechanizations,cogeneration,andmuchmorefirsthand.ItissurprisingthenthattheStaffReportfailedtoaccountforthat.14SeeHassuaniopcit.15Seepage10inAngeloGurgel,JohnM.Reilly,andSergeyPaltsev.PotentialLandUseImplicationsofaGlobalBiofuelsIndustryJournalofAgricultural&FoodIndustrialOrganization5.2(2007).Availableat:http://works.bepress.com/angelo_gurgel/116Sugarcaneharvestwas493milliontonsofsugarcaneaccordingtoactualproductiondatacompiledbyUNICAandavailableathttp://www.unica.com.br/dadosCotacao/estatistica/.DataforcurrentpowersalesisprovidedbytheBraziliangovernmentsMinistryofMines&EnergyandNationalElectricityAgency,theautonomousregulator,andcompiledbytheSoPauloCogenerationAssociation(COGENSP).WhileallthedataisinPortuguese,itiseasilyaccessibleonlineathttp://www.aneel.gov.brandhttp://www.cogensp.com.br.17PersonalcorrespondencebetweenUNICAsZilmardeSouzaandMinistryofMines&Energyofficials.18SeeMitigationofGHGemissionsusingsugarcanebioethanolbyIsaiasC.MacedoandJoaquimE.A.SeabrainSugarcaneEthanol:ContributionstoClimateChangeMitigationandtheEnvironmenteditedbyPeterZuurbierandJosvandeVooren(2008).19SeeBraziltoinvest$21.2billionincogenerationinTheEconomistIntelligenceUnit(1December2008).20SeeCOGENSPforadditionaldataandinformation,http://www.cogensp.com.br/cogensp/workshop/2008/Bioeletricidade_ENASE_01102008.pdf

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    production,thepowergenerationvalueswillincreasetoabove100kWhpertonofcanewithinthedecade(includingbagasseand40%ofthestrawpreviouslyburnedinthefield).21

    C. TrendsinIndustryAdoptionofLowCarbonPractices

    Mechanizationandcogenerationarecommonindustrypracticestodaythatweexpecttoberapidlyadoptedacrossallplantsinthecomingyears.22Thesetrendsarebeingdrivenbythefollowingpolicyandmarketpressures:1. PhaseOutofFieldBurning.Undercurrentregulationsandagreementsbetweenthe

    environmentalauthoritiesandthesugarcaneindustry,nearlyallthesugarcaneintheStateofSoPaulowillbemechanicallyharvestedby2014.SoPauloaccountsfor60%ofallnationalproductionandalmost100%ofsugarcaneexportstotheUnitedStates.SoPaulostatelawrequiresthatsugarcanefieldburningbephasedoutby2021fromareaswheremechanicalharvestingispossiblewithexistingtechnology(over85%ofexistingsugarcanefields)andby2031inareaswherethismaynotbepossible(e.g.,steepslopes,irregular

    topography,etc).23However,UNICAmembercompanieshaveenteredintoanagreement24withtheSoPauloEnvironmentalAgencytomoveupthedeadlinesforsugarcanepreharvestburningto2014and2017,respectively.Theagreementalsodefinesotherimportantactionssuchasconservationprogramsandrestorationprojectsforripariancorridorsassetasidelandpolicies.25

    2. IncreasingRestrictionsonBurning.ExistingplantationsthatstillusemanualharvestinginthestateofSoPaulomustobtainstateissuedgovernmentpermitsforthepreharvestsugarcanefieldburning.Environmentalauthoritieshavesetstrictcontingenciesuponwhichthesepermitscanbesuddenlyrevoked(e.g.,ifairhumiditydropsbelow30%,caneburning

    restrictionsareappliedandifairhumiditydropsbelow20%,allcaneburningissuspended).26Thisuncertaintyhaspushedmanyproducerstomechanicalharvestingtoeliminateassociatedoperationalrisk.

    3. ExpansiononlywithMechanization.Since1986allnewsugarcaneplantationsandmillsare

    requiredtosubmitenvironmentalimpactstudiespriortoconstructionandoperationin

    21Forfurtherdetails,pleasereviewTechnicalEconomicEvaluationfortheFullUseSugarcaneBiomassinBrazil,[authorstranslationfromPortuguese],JoaquimSeabra,UniversidadeEstadualdeCampinas,July2008.22SeeHassuaniopcit.AlsoseeRabobanksreportPowerStruggle:TheFutureContributionoftheCaneSectortoBrazilsElectricitySupplybyAndyDuffandRodolfHirsch(November2007).23SeeSoPauloStateLaw11.241enactedon19Septemberof2002,whichrequirestheeliminationofsugarcanefieldburning,isavailableathttp://sigam.ambiente.sp.gov.br/Sigam2/Repositorio/24/Documentos/Lei%20Estadual_11241_2002.pdf24SeeProtocoloAgroAmbientaldoSetorSucroalccoleiroPaulista,availableinPortugueseathttp://www.ambiente.sp.gov.br/cana/protocolo.pdf25SeeEnvironmentalSustainabilityofSugarcaneEthanolinBrazilbyWeberAmaraletal.inSugarcaneEthanol:ContributionstoClimateChangeMitigationandtheEnvironmenteditedbyPeterZuurbierandJosvandeVooren(2008).26SeeSoPauloStateEnvironmentalAgencysResolutionSMA38/08ofMay16,2008,availableonlineathttp://sigam.ambiente.sp.gov.br/sigam2/default.aspx?idPagina=123.

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    ordertoobtainrequiredpermits.27Morerecently,inordertoreceiveapermittoestablishgreenfieldsugarcanemills,theSoPaulostateenvironmentalauthoritiesrequire100%mechanicalharvesting.Otherstatesareinactivediscussionstofollowtheirlead.Moreover,additionalregulationsimposedbythestategovernmentofSoPauloestablishesenvironmentalzoningforthesugarcaneindustryandprogressivelystricterrequirementsfor

    licensingandrenewalofexistingplantationsandmills.28

    Nottobeoutdone,thefederalgovernmenthasannouncedthatasimilarrequirementformechanizationwillbeestablishednationwidelaterthisyear.29

    4. OneThirdHarvestMechanizationNationwide.Theuncertaintiescausedbytheimpactof

    harvestpermits,coupledwiththeaforementionedlegislativeandregulatorychanges,haveledtoaquickerthanexpectedtransitiontoallmechanized,unburnedsugarcaneharvest.AccordingtoBrazilsSugarcaneResearchCenter,30whichworkswithnearlyallsugarcaneproducers,about35%ofallsugarcaneinBrazilisalreadymechanicallyharvested,andnearlyallofthisisnotburnedinthefield.In2008,abouthalfofthesugarcanefieldsinthestateofSaoPauloweremechanicallyharvested.AndotherstatessuchasGois,MatoGrossodoSul,andParanarealsoimplementingmechanicalharvest.Infact,therobustpaceofmechanizationwasrecentlyhighlightedinaJohnDeereearningsreleasethatstates,salesarebeinghelpedby[]risingdemandforsugarcaneharvestingequipment.31

    AnyrealisticevaluationofcarbonemissionsfromsugarcanefarminginBrazilmustreflectthestrictpoliciesbeingimplementedandactionalreadytakenthatphaseoutofsugarcaneburning,increaseinmechanicalharvestandcogenerationoutput.Withoutreasonableallocationofthesevariousaspects,GREETCAcannotproviderealisticcarbonintensityvalues.Infact,thedevelopersoftheGREETmodelrecognizedthiswhentheywrote,eliminationofopenfieldburninginsugarcaneplantationswillresultinadditionalGHGemissionreductionsby

    sugarcaneethanol.32

    27SeeCONAMA(BrazilianNationalCouncilonEnvironment)firstresolutioninJanuary1986,availableathttp://www.antt.gov.br/legislacao/Regulacao/suerg/Res00186.pdf.FormoreinfoonCONAMAsactionregardingsugarcane,seehttp://www.mma.gov.br/port/conama/index.cfm28SeeSoPauloStateEnvironmentalAgencysresolutionSMA088of19December2008aswellasresolutionSMASAA004,of18September2008,availableathttp://www.ambiente.sp.gov.br/contAmbientalLegislacaoAmbiental.ph[2009andhttp://sigam.ambiente.sp.gov.br/sigam2/default.aspx?idPagina=12329SeestatementsbyEnvironmentMinisterCarlosMinconthisaswellastheenvironmentalandeconomiczoningbeingpreparedbyaninterministerialgroupoftheBraziliangovernmentandexpectedtobepubliclyannouncedshortly.Availableonlineathttp://www.mma.gov.br30SeeCentrodeTecnologiaCanavieira(CTC),accessibleonlineathttp://www.ctcanavieira.com.br.31SeeDeere&Companyssecondandthirdquarterof2008earningsreports,availableonlineathttp://www.deere.com/en_US/ir/financialdata/2008/thirdqtr08.html32SeeLifeCycleEnergyUseandGreenhouseGasEmissionImplicationsofBrazilianSugarcaneEthanolSimulatedwiththeGREETModel,byMichaelWangetal.inInternationalSugarJournal(2008),availableonlineathttp://www.transportation.anl.gov/pdfs/AF/529.pdf

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    D. Technical&PolicyRecommendations

    ThetablebelowsummarizesthetechnicalimplicationsofactualindustryperformancetodayanddetailshoweachfuelpathwaycomponentwillbeaffectedinGREETCAbythesechanges.Alltheproposedchangesarebasedoncurrentproductionprocesses,notprojectionoroptimisticbestcasescenarios.Recognizingtheevolvingnatureofthetechnological

    improvements,abroaderstructureforhowtointegratetheseandfutureimprovementsintosugarcanelifecycleanalysisfuelpathwaysisdiscussedattheendofthissection. CARBCOMPONENTS

    FORSUGARCANEETHANOL

    VALUE

    (gCO2/MJ)

    PROPOSEDCHANGESTOEXISTING

    AND/ORADDITIONALPATHWAYS

    A SugarcaneFarming 9.9

    (1)StrawYieldshouldbechangedto0.14drytonpertoncane;(2)Caneburningemissionsareatmost2.9gCO2/MJundercurrentconditionsandaredecreasingrapidly;(3)Newpathwaysshouldbecreatedtocreditmechanizedandunburnedharvestbenefits

    B AgriculturalChemicals 8.7 Energyvaluesinproductionoflime(CaCO3)shouldbechangedto0.11gCO2/MJbasedonaveragegridmix

    C SugarcaneTransportation 2.0Totalenergyintransportfromfieldtoplantshouldbereducedto19,122BTU/mmBTUgiventruckscarryloadslargerthan17tons

    D EthanolProduction 1.9Emissionsfromethanolproductionshouldbelowered1.1gCO2/MJsincenotallbagassegoesintoethanolproduction

    E EthanolDistribution 4.1 Nomajorchangesrecommendedatthispoint

    F CogenerationCredit 0

    (1)Creditsofatleast1.8to3.6gCO2/MJ,basedonlowendofemissionsscenarios,shouldbeincluded;(2)Trendsandliteratureconfirmthatcreditswill

    increasetooffsetothercomponentemissions;(3)Newsugarcaneethanolpathwayswouldallowforaccuratecreditstobegiven,particularlyforincentivizinglesscarbonintenseprocesses

    A. SugarcaneFarming.DependingonvariouspathwaysandassumptionsCARBdecidesto

    pursue,thevaluesforsugarcanefarmingwillvary.Consideringthecurrentlevelsofmechanicalharvest(i.e.,35%ofallcane)andarevisedstrawyieldfigure(14%ofthecane),and90%ofactualburningintheburnedarea,totalemissionsfromburningcanetodayshoulddropfrom8.2gCO2/MJtoapproximately2.9gCO2/MJ.Thatshouldbethebaseline

    forGREETCApathways.However,asnotedelsewhere,werecommendthatGREETCAeitherconsideranevenlowerfiguretorecognizethatthesugarcaneethanolboundforCaliforniacomesfromareasthatarealreadymechanized,ordevelopseparatepathwaystocapturethiscarbonbenefit.

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    B. AgriculturalChemicals.TheproductionofLime(CaCO3)inBrazilisconsiderablylesscarbonintensivethanGREETCAsuggests.Asyounoted,recognizinggridaveragemixandotherfactors,GREETCAvaluesforLimeproductionshouldbe0.11gCO2/MJ.

    C. SugarcaneTransportation.Energyrequiredforcroptransportationfromfieldtomillis

    exaggeratedinGREETCA,likelybecauseofhigherloadperformanceofthevehiclesusedinBrazil.GREETCAshouldconsidertruckswithtwoorthreetimesgreaterloads,leadingtoarevisedvalueof25,722BTU/mmBTUfieldtoenergyconsumption.

    D. EthanolProduction.Asdetailedatlengthabove,GREETCAinaccuratelyassumesthatthe

    electricitygeneratedfrombagassecombustionisinsufficienttocreatedasurplus.33Basedonacorrectunderstandingoftheuseofbagasse,thetotalGHGemissionsforethanolproductionshouldbereducedfrom1.9gCO2/MJto1.1gCO2/MJonaveragewithlowerfigureslikelyintheverynearfuture.

    E. TransportationandDistribution.WeseenosignificantdiscrepancybetweenGREETCAand

    ourownanalysiswithregardstotransportanddistribution.F. MissingCogenerationCredit.Therearenocreditsforexcesscogenerationelectricityfrom

    sugarcanebiomass.ThereisaninherentfallacyinanyanalysisofsugarcanethatdoesnottakeintoconsiderationtheincreasingsurplusofcogenerationelectricityproducedatsugarcanemillsinBrazil.ThoughGREETCArecognizesthatsugarcanebagasseisusedtoproducesteamandelectricitytopowertheprocessing,itdoesnotconsiderthatthemillisgeneratinganincreasingsurplusofelectricity,whichissoldintothenationalgriddisplacingcarbonintensesourcesofelectricity.Inotherpathways(e.g.,FarmedTreeCellulosic),suchcreditsaregivenandweseenoreasonablebasistodenyitwithintheGREETCAfor

    sugarcane.34Failuretoincorporatetheanticipatedgrowthinelectricitycogenerationnotonlyunderminesoneofthegreatestenvironmentalbenefitsofthesugarcanepathway,butalsocreatesfurtherdiscrepanciesintheyearsaheadthatcoulddiscouragecarbonmitigationbehavior.Basedonthelowendoftherangeofanticipatedelectricitysalestothegrid(i.e.45,180GWhalreadycontractedfor2012),aGHGemissionreductioncreditof1.8to3.6gCO2/MJshouldbegrantedunderGREETCA.

    35Lookingahead,sugarcanemillsoperatingwith70kWh/twillachieveemissioncreditsinthe1020gCO2/MJrange,likelycompletelyoffsettinganyemissionsduringproduction,processing,andtransportation.In

    33Torecap,mechanicalharvestyieldsasignificantincreaseintheamountofbiomass(commonlyreferredtoasstrawortrash)thatcomestothemill,insteadofbeingburnedinfield.Thisadditionalbiomassisnowaddedtotheexistingbagasse(canebiomassremainingafterjuiceextraction)togeneratesteamandelectricityforthemillsprocessesaswellassaleofsurpluselectricitytothenationalgrid.Finally,millshavebeenreplacingolder,lowpressureboilerswithhigherpressureboilers,thereforeobtaininggreaterefficienciesinpowergeneration.Alladditionalelectricitygenerationisleadingtoagrowingroleofcogeneration.34Anydenialtoacceptthesurplusenergycogeneratedwouldrequireattheveryleastareallocationoftheemissionstopowertheethanolproduction,furtherreducingsugarcanesethanoloverallemission.35TherangedependsonthebaselineemissionsscenariosforBrazilianelectricity.ItmustbenotedthatundertherecentlyapprovedEuropeanCommissionDirective,cogeneratedelectricityfromsugarcanewasgivensimilarcarboncreditsforethanol.Seehttp://ec.europa.eu/energy/strategies/2008/2008_01_climate_change_en.htm.

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    fact,astheOrganizationforEconomicCooperationandDevelopment(OECD)recentlypointedoutinalengthycomparativeanalysisofbiofuels,sugarcaneethanolmaysoonhavenegativeemissionsonalifecyclebasis.36

    Now,turningtoourpolicyrecommendations,UNICArecommendsthatCARBconsidereitherof

    thefollowingadjustmentstotheGREETCAfuelpathwaysforsugarcaneinordertoreflectthevariationsinagriculturalandindustrialoperationsinBrazilssugarcaneindustry,aswellastoaccuratelycreditcarbonreducingbehavior:

    OptionOne.GREETCAcouldassumeatleast70%ofthesugarcaneusedforethanoltobemechanicallyharvestedandnotburnedinthefield.37Asexplainedabove,themainsugarcaneproducingareaofBrazilreached50%mechanizationinthelastharvestandisrequiredtohaveachievedatleast70%mechanizationby2010.WhenconsideringthewholeofBrazil,about35%ofallsugarcaneisharvestedmechanically.Thehigherfigure(from35%to70%proposedinthisoption)moreaccuratelyrepresentstheactualsourceofthesugarcaneethanolthatmakesittotheUnitedStates;or,

    OptionTwo.Alternativepathways38couldbedevelopedformechanicallyharvested,nonburnedsugarcaneethanolandtheadoptionofmoreefficientcogenerationtechnologiesdescribedabove.Whilemorecomplex,suchamethodwouldhavethebenefitofnotonlyaccuratelyportrayingcurrentspecificpracticesbutalsoproactivelyencouraginglowercarbonintensitysugarcanebiofuelsproduction,whichistheunderlyingpublicpolicygoaloftheLCFS.Inseparatepathways,creditwouldbegiventomillsfornonburningofsugarcaneinthefield(i.e.,avoidedemissions),aswellasthecogenerationsurpluspowerdisplacingcarbonintensefuelssuchasnaturalgasorheavyfueloilusedinmarginalpowergenerationinBrazil.

    Regardlessofthefinalapproachonadditionalpathways,westronglyurgethatCARBadoptverifiablemechanismthatensuresbestcarbonmitigatingpracticesarerewardedonatimelymannersoastoensurequickeradoption.MerelyupdatingtheGREETCAmodelinhindsight(threeyearsashasbeensuggestedinpublichearings)willnotbeenoughtoreachtheobjectivesofCaliforniasforwardlookingclimatechangepolicy.

    36Ethanolfromsugarcaneisthepathwaywherethemostconsistentresultswerefound.Allstudiesagreeonthefactthatethanolfromsugarcanecanallowgreenhousegasemissionreductionofover70%comparedtoconventionalgasoline.Thelargemajorityofreviewedstudiesconvergeonanaverageimprovementaround85%.Highervalues(alsobeyond100%)arepossibleduetocreditsforcoproducts(includingelectricity)inthesugarcaneindustry.ThisreflectstherecenttrendinBrazilianindustrytowardsmoreintegratedconceptscombiningtheproductionofethanolwithothernonenergyproductsandsellingsurpluselectricitytothegrid.Seepage44ofEconomicAssessmentofBiofuelSupportPoliciesbyOrganizationforEconomicCooperationandDevelopment(2008),availableonlineathttp://www.oecd.org/.37AnotherwaytoimplementOptionOnewouldbetosetthepercentageasavariablenumbersinceitcanbeeasilyobtainedonanannualbasisfrompublicandofficialsourcesinBrazil.UNICAwouldbepleasetoworkwithCARBtoestablishthismechanism.38Asnotedabove,webelievethatthetwopathwaysproposedinTableES6oftheStaffReportfailtocapturetherealityofsugarcaneethanolfarmingproduction.Mechanizedharvestwithorwithoutburningandcogenerationcannotbeseparated,astheyareoftenpartofthesamepathway.WewouldbepleasedtoreviewsugarcanefarmingandethanolproductionprocesseswiththeCARBstaff.

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    III. INDIRECTLANDUSECHANGE39

    Inthissection,UNICApresentsourassessmentoftheStaffReportcalculationsonsugarcaneslandusechangeimpact,whichreliedontheGlobalTradeAnalysisProject(GTAP)fromPurdueUniversity.

    Weechothevariouscommentsfromstakeholdersparticularlytheletterby111Ph.D.Scientistsstatingthatthescienceusedindeterminingthesemarketmediated,indirectimpactsisquitelimitedandhighlyuncertain.Inaddition,theselectiveenforcementofindirectlanduseimpactsforbiofuelsoverotherfuelsincludedintheLCFSviolatesthemostbasicprinciplesofregulatoryfairness.Afewlinesmadeintheaforementionedletterbearrepeating:

    Weareonlyintheveryearlystagesofassessingandunderstandingtheindirect,marketmediatedeffectsofdifferentfuels.Indirecteffectshaveneverbeenenforcedagainstanyproductintheworld.Californiashouldnotbesettingawidereachingcarbonregulationbasedononesetofassumptionswithclearomissionsrelevanttotherealworld.[...]This

    proposalcreatesanasymmetryorbiasinaregulationdesignedtocreatealevelplayingfield.Itviolatesthefundamentalpresumptionthatallfuelsinaperformancebasedstandardshouldbejudgedthesameway(i.e.identicalLCAboundaries).Enforcingdifferentcompliancemetricsagainstdifferentfuelsistheequivalentofpickingwinnersandlosers,whichisindirectconflictwiththeambitionoftheLCFS.40

    Moreover,giventhetighttimelineforCARBimplementationoftheLCFS,aswellasthecomplexityanduncertaintyassociatedwithsuchmodelingexercises,41wewouldliketoexpressourconcernabouttheaccuracyofmodeldataassumptions,methodology,andotherkeyfactorsunderlyingtheGTAPrunsmadebyCARB.Weweregiven45daystoreviewandcommentonworkthatCARBtookmonthstodevelop.BytheCARBstaffsownadmissiontheyhaverushedtheprocessandcalculations.Ourexperiencewithothersimilarmodels(e.g.,FoodandAgriculturalPolicyResearchInstitute(FAPRI)model)suggestscarefulanalysisandadeliberativeprocessthatconsidersallfactors(i.e.,landusedynamicsinBrazilinourcase)isfundamentaltominimizeinaccuraciesinmodeloutputs.

    39UNICAwishestoacknowledgetheinvaluableinputofvariousscholarsinthepreparationofthissection.AmongthemareProf.AngeloCostaGurgel(UniversityofSoPaulosCollegeofEconomics,BusinessAdministration,andAccountingFEARP/USP),AndrMeloniNassar(PresidentoftheBrazilianInstituteforInternationalTradeNegotiationsICONE),MarceloMoreira(ICONE),LauraBarcellosAntoniazzi(ICONE),LeilaHarfuch(ICONE),LucianeChiodi(ICONE),andProf.WeberdoAmaral(USP).Withtheirassistance,andthatofmanyotherscholars,ourcommentswouldnothavebeenpossible.40Seehttp://www.arb.ca.gov/lists/lcfslifecyclews/74phd_lcfs_final_feb_2009.pdf41ArecentworkshoporganizedbyEnvironmentalDefenseFund(EDF)andtheEnergyBiosciencesInstitute(EBI)withover120expertsnotedthecomplexuncertaintiesassociatedwithmodelinglifecyclegreenhousegases.Thereportssummarystates,TherapidlyevolvingscienceandpolicyofGHGreductionsinvolvesadizzyingarrayofsectorsandtechnologiesthatneedtobemanaged.FuelslifecyclemodelingisadynamicandrapidlyevolvingfieldthatisstrugglingtonarrowthemanyuncertaintiesregardingthedirectandindirectGHGimpactsofarapidlygrowingvarietyofbiomassfeedstocks,productionmethods,andconversionprocesses.Indeed,littleisknownabouttheGHGimpactofawiderangeofcroppingsystemsforbiomassthatmightbeemployedtoproducelowcarbonfuels.Seepagethreeofreportsummary,MeasuringandModelingtheLifecycleGreenhouseGasImpactsofTransportationFuels,EDF&EBIsUniversityofCaliforniaBerkeley(July2008),availableonlineathttp://www.edf.org/fuels_modeling_workshop.

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    RecognizingthatCARBappearsdeterminedtopushthisregulationdespitewidespreadconcernsabouttheaccuracyofitsILUCcalculations,weareseekingtoaddresswhatweseeasthemostsignificantmiscalculationsofCARBsILUCanalysis.Thissectionisdividedintothreeparts:(A)indirectlandusechange,(B)carbonintensity

    calculations,and(C)proposedscenarios.First,weprovidecommentstoimprovetheGTAPanalysis,especiallywithrespecttoachievingmoreaaccuraterepresentationofBrazilianagricultureinthemodel.Then,wepresentalternativemethodologiestocalculatecarbonemissionsaswellasemissionsfactorsfromBrazilthatwebelieveshouldbeadoptedbyARB.Finally,webringtogethertheresultsintermsoflandusechangeandcarbonintensityaccordingtothealternativespresentedinthissection.

    A. IndirectLandUseChanges

    Webelievethatanyattempttoincludetheimpactofmarketmediated,indirectlandusechange(ILUC)inemissionscalculationsmusttakeintoaccounttheinterplayofeconomic,

    institutional,technological,culturalanddemographicvariablesinherentwithlandusechange.42

    1. SystematicSensitivityAnalysisTheILUCeffectsmeasuredbyCARBintermsofcarbonintensity(gCO2e/MJ)wereestimatedusingaComputableGeneralEquilibrium(CGE)model,theGTAPmodel,wellknownandrecognizedasastateoftheartmodelinthisfield.CGEmodelsareusuallydesignedtocomparealternativescenariosanditseconomicresults,mostlyintermsofwelfarechanges.Inthisway,theyaresuitabletoaddresseconomicimpactsfromexogenouschangesinsomesimplifiedartificialeconomy,builtasalabforsimulations.CGEmodelsgivethedirection(sign)ofchangesfromthesimulatedscenarios,identifythebestandworstcasesandrankingoftheresults,giveanideaaboutthemagnitudeorrelativescaleoftheimpacts,andallowtotrack(orexplain)theeconomicreasonsleadingtotheresults.Therefore,modelersavoidputtingtoomuchweightorcredenceontheprecisenumbersproduced.Thechoiceofanintervalofresultsisawidelyrecognizedmethodtousethemodelresults,andcentralnumbersareusedmerelytosimplifytheexplanationaboutresultsandconclusionsfromthemodelingexercise.Giventheuncertaintyorevenlackofscientificknowledgeaboutmany

    parametersusedinthemodel,anextensivesensitivityanalysisisalwaysrecommendedwhenusingnumbersfromCGEmodelstopolicyimplementation,asdiscussedandappliedinMorgan

    42B.L.TurnerII,EricF.Lambin,AnetteReenberg,Theemergenceoflandchangescienceforglobalenvironmentalchangeandsustainability,PNASvol.104,no.52(Dec.26,2007).

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    andHenrion(1990)43,Websteretal.(2003)44,DeVuystandPreckel(1997)45andPearsonandArndt(2000)46.Inthisway,webelievethatthesinglecarbonintensitynumbergeneratedfromtheGTAPimplementationofonlyfivescenarios(forsugarcaneethanol)orsevenscenarios(forcorn

    ethanol)isscientificallyweakandalegallyquestionablemethodtorepresentthecomplexityandbroadpossiblepathwaysrelatedtolandusechangesfromanykindofbiofuelexpansion.WestronglyurgeCARBthatpriortoimplementationofthisregulationaSystematic

    SensitivityAnalysis47shouldbeappliedontheanalysis,consideringthepossiblerangeand

    probabilitydistributionfunctionsofkeyparameters.Givenourteamofscholarsandresearchers,andalsoourpartnershipwithBrazilianresearchinstitutions,weareabletooffersomehelptoCARBinsettingupandimplementing,orevenperforming,suchsystematicsensitivityanalysisforsugarcaneethanol.

    2.

    SizeoftheShockCGEmodelsareusedtoperformanalysisofpolicyinstruments(e.g.,taxesandsubsidies),technologicalchanges,andchangesinresourcessupply.ItisuncommontofindintheCGEliteraturedemandshocks,asimplementedbyCARB.Thatsaid,wewereevenmoresurprisedtoseethatCARBchosesuchlargedemandshocks.Thebasisforthechoiceofthesizeofthesugarcaneethanolshock(2billionsofgallons)isnotexplainedintheStaffReportorduringpublichearings.SuchanexaggeratedshockintermsofthepotentialofproductionbeingexportedfromBrazilinthenextdecadeisnotjustifiedbyrecenttrendsandavailableanalysis.TotalBrazilianethanolexportshaveexpandedbylessthan

    850milliongallonsfrom2001to2007,accordingtotheMinistryofMinesandEnergy.48Ashockof2billiongallonsrepresentsaboutanincreaseinethanoldemandfromBrazilofabout55percent!Asevidencethatthesizeoftheshockfundamentallyaltersresults,whenwerantheGTAPmodelusedbyCARBwithaslightlysmallershock(increaseethanoldemandfromBrazilin1.5billionofgallons),weobservedsmallerlandusechangesandsmallerILUCcarbonintensitynumbers(Table1).

    43Morgan,M.G.,andM.Henrion,1990.Uncertainty:aguidetodealingwithuncertaintyinquantitativeriskandpolicyanalysis.CambridgeUniversityPress,Cambridge.44WebsterM.,C.Forest,J.Reilly,M.Babiker,D.Kicklighter,M.Mayer,R.Prinn,M.Sarofim,A.Sokolov,P.Stone,C.Wang,2003.ClimaticChange61(3):295320.45DeVuyst,E.A.,P.V.Preckel,1997.Sensitivityanalysisrevisited:Aquadraturebasedapproach.JournalofPolicyModeling19(2):175185.46Pearson,K.,C.Arndt,2000.ImplementingSystematicSensitivityAnalysisUsingGEMPACK.GTAPTechinicalpaper3,CenterforGlobalTradeAnalysis,PurdueUniversity,Indiana.47AdditionalinformationonSystematicSensitivityAnalysiscanbeobtainedfromImplementingSystematicSensitivityAnalysisUsingGEMPACK(2000)byPearson,KenandChanningArndt,GTAPTechnicalPaperNo.03.48OfficialdataforethanolsupplyanddemandbalanceinBrazilisavailableonlineathttp://www.mme.gov.br/site/menu/select_main_menu_item.do?channelId=1432&pageId=17036.

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    Table1:GTAPmodelingresultsforsugarcaneethanollandusechangewithalternativeshocksizes(ScenarioA)

    Shocksize 2billionsgallons 1.5billiongallons

    Totallandconverted(millionha) 1.28 0.92Forestland(millionha) 0.43 0.31Pastureland(millionha) 0.85 0.61

    Brazillandconverted(millionha) 0.89 0.64Brazilforestland(millionha) 0.30 0.22Brazilpastureland(millionha) 0.59 0.42ILUCcarbonintensity(gCO2e/MJ) 56.7 50.6Sources:CARBdocumentationandauthorscalculation(GTAPoutputsavailableathttp://www.iconebrasil.org.br/).Note:CO2emissionswerecalculatedusingemissionfactorsfromthearrayEMISSCTR.Theamountofforestryandpasturelanddisplacedwasmultipliedbytheemissionfactorsofthementionedarray.Forestgainedandcropswerenottakenintoconsideration.

    Inshort,asthesizeoftheshockreallymattersintermsofILUC,westronglyrecommendthatCARBuseamorerealisticprojectionoftheincreaseinthedemandofsugarcaneethanolfrom

    Brazil,takingintoconsiderationaspectssuchasthetotalproductioncapacityinplaceandtheinvestmentstoexpandtheproduction.And,asnotedabove,CARBshouldperform

    systematicsensitivityanalysisofthealternativeshocksizes,giventheuncertaintyaboutthe

    incrementalcapacityinthenextdecades.WeagaincanhelptoprojecttheincreaseinproductioncapacityinBrazilandalsotoimplementtheshocksinGTAP.

    3. CattleIntensificationTheusefulnessanddesirabilityofaneconomicmodelresidesinitscapacityofrepresentingrealityusingthesimplestpossiblerepresentationofthephenomenaunderstudy(approach,theory,equations,relationships).Thereisstrongevidenceofcattleintensificationoccurringthe

    sametimeastheexpansionofsugarcane,oilseeds,coarsegrains,andcommercialforeststakingplaceinBrazilsince2001.Inthelastdecadeorso,comparingdatafromthe1996and2006AgriculturalCensusespresentedinTable2,itcanbeobservedthatpasturelandhasdecreasedandcattleherdhaveincreased.Followingthesametrend,beefproductionandexportshavealsoincreaseddespitethereductioninpastureland.Also,arecentstudyhasshownthatmostofthesugarcaneexpansionisoccurringonoldpastureland,althoughthecropisalsoexpandingoveragricultureland(Nassaretal.,2008)49.

    49Nassar,A.M.,Rudorff,B.F.T.,Antoniazzi,L.B.,Aguiar,D.A.,Bacchi,M.R.P.andAdami,M,2008.ProspectsoftheSugarcaneExpansioninBrazil:ImpactsonDirectandIndirectLandUseChanges.In:SugarcaneEthanol:ContributionstoClimateChangeMitigationandtheEnvironment.Zuurbier,P,Vooren,J(eds).Wageningen:WageningenAcademicPublishers.

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    Table2:BrazilianAgricultureCensus:PastureArea,CattleHerdandPastureProductivitybyRegions

    1996 2006

    PastureArea CattleHerd StockingRate PastureArea CattleHerd StockingRate

    (ha) (heads) (heads/ha) (ha) (heads) (heads/ha)

    Brazil 177,700,469 153,058,275 0.86 172,333,073 169,900,049 0.99

    RegionNorth 24,386,622 17,276,621 0.71 32,630,532 31,233,724 0.96

    RegionNortheast 32,076,340 22,841,728 0.71 32,648,537 26,033,105 0.80

    RegionSoutheast 37,777,049 35,953,897 0.95 32,071,529 34,994,252 1.09

    RegionSouth 20,696,546 26,219,533 1.27 18,145,573 23,888,591 1.32

    RegionCenterWest 62,763,912 50,766,496 0.81 56,836,902 53,750,377 0.95

    Source:IBGE,AgriculturalCensus,availableathttp://www.sidra.ibge.gov.br/bda/pesquisas/ca/default.asp?o=2&i=P(Preliminarydatafor2006)

    AscanbeseeninTable2,thehighernumberofanimalsperunitofland(stockingrateindex)demonstratesthatpastureyieldsarebeingimproved.Higherstockingrateandhigherbeefproductionsuggeststhatpastureyieldstendtogrowwhenmorepasturelandisreleasedfor

    cropsandotheruses,whichmeansthatpastureyieldsrespondstronglytocattlepricechanges.ThelowlevelofpastureintensificationreinforcesargumentthatthereisstillconsiderableroomforevengreaterimprovementsonpastureintensificationinBrazil.Inotherwords,thisdatasuggeststhatpastureintensificationiselastictoprice.Anempiricalanalysisofthepastureyield(measuredbythestockingrateindex)responsetopricesispresentedinTable3.AccordingtoICONEscalculations,pastureyieldpriceelasticityinBrazilis0.6,muchhigherthanthecropyieldelasticitiesusedintheGTAPscenariospresentedintheCARBStaffReport.Table3:ResultforPastureYieldwithrespecttoRealPrices,inlogarithm

    50

    Coefficient(1)

    tStatistic Probability

    RealPrice(2) 0.60 8.83 0.000000

    DummyforHighYield(3) 0.64 12.62 0.000000

    Constant 2.26 9.46 0.000000

    Rsquared 0.92

    AdjustedRsquared 0.90

    NumberofObservations 28

    Notes:(1)UsingPesquisaPecuariaMunicipal(PPM)forcattleherdandpastureareafromAgriculturalCensus(1996and2006),bothfromIBGE.;(2)Realpricesfor1996and2006for14BrazilianRegions.(3)Dummyvariableforregionsthathadyieldhigherthanonein1996.Source:ICONE,underlyingdataandregressionsavailableathttp://www.iconebrasil.org.broruponrequest.

    SuchphenomenahighresponseofpastureyieldstopriceschangesmustbecapturedbytheGTAPmodel.However,theresultsfromGTAPaboutlandusechangesduetotheincreaseinsugarcaneethanolproductionshowastrongdecreaseinpasturelandassociatedtostrongreductioninforestland.GivenourknowledgeaboutthedynamicsofagricultureinBrazil,CARBresultssuggestthatthepasturelandisbeingreplacedbysugarcaneandothercrops,andthatpasturelandisadvancingontoforestareas.ThisanomalyinCARBresultsmaybeduetothesmallelasticityofcropyieldswithrespecttoareaexpansion,whichrequiressignificantlymore50WecanprovideanyinformationregardingtheresultspresentedinTable3forCARB,aswellasthedataandtheregressionsusedtoestimatetheparameters.

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    pastureareatoplaceanewsugarcaneplantationorrecoverthedisplacedproductionofothercropsbysugarcane.Wewilladdressourconcernsaboutthiselasticitybelow,butfirstwebelieveCARBmustaddresshowlivestockproductionincorporatedintothemodel.Anothermodelingissuethatisgeneratingverylowintensificationisrelatedtothe

    representationofthelivestockproductiontechnologyinthemodel.Oneaspectofsuchtechnologyisthepossibilityofimperfectsubstitutionamongseveralprimaryfactorsandinputs,asdescribedinBiruretal.(2008).51Themodelassumesalowelasticityofsubstitution(0.2)amongallprimaryfactors(naturalresources,land,labor,andacapitalenergycompositefactor)inallregionsofthemodel.IfwelookattherealityonthegroundandcomparethetechnologyoflivestockproductioninBrazilandtheUnitedStates,wewillobserveamuchmoreintensifiedprocessinUnitedStatesandaveryextensiveuseoflandinBrazil.Intermsofmodeling,itwouldimplysomewhathigherelasticityofsubstitutionamongprimaryfactorsinBrazilthaninUnitedStates.Asanexperiment,inTable4,wehaveimplementedtheGTAPmodelusedbyCARBwithahighervalue(0.4)forthiselasticityinBrazilthaninotherregions(0.2),andhaveseensubstantialdifferencesintheresults,withhigheruseandintensificationofpasturelandinBrazilandlessdeforestation.The0.6pastureyieldelasticitypresentedbeforereinforcestheargumentthattheelasticityofsubstitutionforpastureshouldbehigherinBrazil.Table4:GTAPmodelingresultsforsugarcaneethanollandusechangewithalternativeelasticityofsubstitution

    amongprimaryfactorsinlivestockproduction,ScenarioA

    ElasticityofSubstitutionamongprimary

    factorsinlivestockproduction0.2everywhere

    0.2everywhere

    but0.4inBrazil

    Totallandconverted(millionha) 1.28 1.33

    Forestland(millionha) 0.43 0.20

    Pastureland(millionha) 0.85 1.13

    Brazillandconverted(millionha) 0.89 0.95

    Brazilforestland(millionha) 0.30 0.08Brazilpastureland(millionha) 0.59 0.88

    ILUCcarbonintensity(gCO2e/MJ) 56.7 39.3

    Note:CO2emissionswerecalculatedusingemissionfactorsfromthearrayEMISSCTR.Theamountofforestryandpasturelanddisplacedwasmultipliedbytheemissionfactorsofthementionedarray.Forestgainedandcropswerenottakenintoconsideration.Sources:CARBdocumentationandauthorscalculation(GTAPoutputsavailableathttp://www.iconebrasil.org.br/).

    Insum,westronglybelievethattheGTAPmodelusedbyCARBshouldtakeintoconsiderationthehigherelasticitiesofsubstitutionamongprimaryfactorsinthelivestockproductionsector

    inBrazil,wherelivestockintensificationispotentiallyhighandisoccurringinpractice.Wewill

    beworkingonestimatingsuchelasticityandimplementingtheGTAPmodelwithsuchhigherelasticity.

    51Birur,D.K.,T.W.HertelandW.E.Tyner,2008.ImpactofBiofuelProductiononWorldAgriculturalMarkets:AComputableGeneralEquilibriumAnalysis.GTAPWorkingPaperNo.53,CenterforGlobalTradeAnalysis.PurdueUniversity,WestLafayette,IN.Availableat:https://www.gtap.agecon.purdue.edu/resources/download/4034.pdf

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    4. ElasticitiesandScenariosAsourexpertsdiscussedwithCARBstaffrecently,thecombinationofdifferentelasticitiesinalternativescenarioshasconcernedusgreatly.WhenwecompareCARBscenariosacrossalternativebiofuelsfeedstock,itisclearthatthechoiceofelasticitieswasinconsistent,ifnot

    haphazard,aswasalsothenumberofscenariosimplemented.Asexample,thecentralvalueoftheelasticityofcropyieldwas0.4inthecaseofthesevencornscenarios,butitwasonly0.25forallsugarcaneethanolandsoybeanbiodieselscenarios.Asthiselasticityisappliedtoallcrops,thereislittlejustificationtoapplyinghighernumbersincornscenariosthaninotherfeedstockscenarios.CARBstaffhasexplainedtousthattheunevenapplicationofelasticitieswasnotonpurposebutaresultofhavingspenttoomuchtimetryingvariouscornscenarios.Asaconsequence,thestaffinformedus,themodelersgeneratedmorerunsandwereabletofigureoutthatthe0.25forcropyieldelasticitywasabettervaluetoassume.Fromamodelingtestingandcalibrationperspective,itiseasytounderstandthepressureandvariousruns.Nevertheless,thereremainsnocredibleexplanationastowhythebetterchoiceaboutelasticitieswasnotappliedinthesamewayacrossalternativebiofuelsfeedstockscenarios.Unevenapplicationofthemodelparametersyieldsresultsthatshouldnotbeused.Asaresult,westronglyurgeCARBstaffandexpertstorunthesamenumberofscenariosandsamecombinationofelasticitiesforallbiomasssourcestobeabletoachieveafairandbalancedprocess.

    5. ElasticityofCropYieldswithRespecttoAreaExpansion

    CropYieldswithRespecttoAreaExpansionexpressestheyieldsthatwillberealizedfromnewlyconvertedlandsrelativetoyieldsonacreagepreviouslydevotedtothatcrop.OnpageIV20oftheStaffReport,itisassertedthat:becausealmostallofthelandthatiswellsuitedtocropproductionhasalreadybeenconvertedtoagriculturaluses,yieldsonnewlyconvertedlandsarealmostalwayslowerthancorrespondingyieldsonexistingcroplands.ThefactthatalmostallofthelandwellsuitedtocropproductionhasalreadybeenconvertedcanbetrueintheUnitedStatesandtheEuropeanUnion.But,inmanyotherpartsoftheworld,asinLatinAmerica,andparticularlyBrazil,thereisconsiderable,potentiallywellsuitedagriculturalareaforcropexpansion.Somestudieshaveshownthispotentialintermsoflandavailabletoagricultureorbiomassproduction,asChouetal.(1977)52,EdmondsandReilly(1985)53andBotetal.(2000)54showus.Suchresearchsuggeststhattheelasticityofcropyieldswithrespecttoareaexpansionispotentiallylargerinthoseregionswithlargerlandavailability.

    52Chou,M.,D.P.HarmonJr.,H.Kahn,andS.H.Wittwer,1977.WorldFoodProspectsandAgriculturalPotential.NewYork:Praeger,316p.53Edmonds,J.A.,andJ.Reilly,1985.GlobalEnergy:AssessingtheFuture.NewYork:OxfordUniversityPress.54Bot,A.J.,F.O.NachtergaeleandA.Young,2000.LandResourcePotentialandConstraintsatRegionalandCountryLevels.Rome:FoodandAgricultureOrganizationoftheUnitedNations,WorldSoilResourcesReport90.

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    Moreimportantly,theGTAPmodelishighlysensitivetothevalueofthiselasticitysincetheindirectlandusechangecarbonintensitycanchangemorethan75%whenthiselasticityvariesfrom0.25to0.75.WenotethatCARBstaffchosevaluesrangingfrom0.5to0.75(exceptonescenarioforsugarcaneethanolinwhich0.8wasusedforBrazil)tobeusedintheGTAPmodel

    runsthoughthereisnodetailedexplanationastothebasisofsuchdecision.Infact,fromamicroeconomicperspective,wewouldhardlyexpectinvestmentsinnewareasiftheyieldofthenewcropwouldbehalfofthetraditionalarea,asassumedwithanelasticityof0.5proposedbyCARBstaff.EmpiricaldatainBrazilshowsthatthecropyieldelasticitywithrespecttoareaexpansionshouldbearound0.90.95,ratherthanintherangeof0.5to0.75.TheanalysisoftheempiricaldataispresentedinTable5,butfirstweoutlinethestepsthatwereusedtopreparethedata:

    a. Consideringthetimehorizonfrom2001to2007,the558IBGEmicroregionsweredividedinnewandtraditionalareasaccordingtothegrowthinplantedareaforcropsandallocatedareaforpastures.The10percentlargestgrowthmicroregionswereconsiderednewareasandtheremainingmicroregionsthetraditionalareas.

    b. Yieldsfornewandtraditionalareasarecomparedtothecorrespondingyear.Forexample,in2007thesugarcaneyieldinthenewareaswas83.4tonsperhectare,whileinthetraditionalareasitwas64.8tonsperhectare.

    c. Themeasurethatrepresentstheyieldelasticitywithrespecttotheareaexpansionis

    presentedinthelastcolumnofTable5(20072001).Thevaluesinthiscolumnaretheratiooftherelationbetween2007and2001yields(newandtraditional).Intuitively,in

    thecaseofsugarcane,thisvaluesuggeststhatahectareinthenewareaofthecrophasayieldthatis95percentoftheyieldinthetraditionalarea,iftheincrementwouldhavetakenplaceinthetraditionalarea.

    Table5:YieldElasticitywithRespecttoAreaExpansion:EstimatesforBrazil

    (tonsperhaforcropsandanimalsperhaforpasture)

    2001 2007 20072001

    Activities(1)

    Yield

    New

    Areas

    Yield

    Traditional

    Areas

    New/

    Traditional

    Areas

    Yield

    New

    Areas

    Yield

    Traditional

    Areas

    New/

    Traditional

    Areas

    New

    Area/Traditional

    Area(2)

    Sugarcane 76.68 56.86 1.35 83.38 64.78 1.29 0.95

    Soybean 2.77 2.59 1.07 2.84 2.75 1.03 0.97

    Corn 3.46 3.17 1.09 3.70 3.74 0.99 0.91

    Rice 3.42 3.09 0.91 3.80 3.79 1.00 1.11

    Pasture(3) 0.76 0.95 0.81 1.34 1.12 1.20 1.48

    Sources:(1)Considering10%ofthe558IBGEmicroregionsthathadthelargestareaincreasebetween2001and2007(basedonPesquisaAgricolaMunicipalIBGEdata);(2)Yieldrelationfornewareaswithrespecttotraditionalonesduetoexpansionbetween2001and2007.Thismeasureistheequivalentofthecropyieldelasticitywithrespecttoareaexpansion;(3)Pastureyieldistheratiobetweencattleherd(basedonPesquisaPecuariaMunicipalIBGEdata)andpasturearea(basedonBrazilsAgriculturalCensus)fortheyears1996and2006.Theexpansionwascalculatedbasedontheincreaseoncattleherdfrom2001to2006.

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    Wenotethatalthoughthereisnopastureyieldelasticitywithrespecttoareaexpansion,wealsocalculatedthatmeasuretoshowthatnewareasofpasture,asitisthecaseforcrops,producethesameasthetraditionalareas.

    Inshort,basedonthisanalysis,werecommendthatCARBrunallscenariosforBraziliansugarcaneethanolusing0.90cropyieldelasticitywithrespecttoareaexpansion,inorderto

    avoidoverestimationsoflandconversionforBrazil.

    6. Adjustmentsforsugarcaneyield

    TheStaffReportsuggeststhattheGTAPresultsonsugarcanelandusechangewereupdatedtoreflectthe8.2percentincreaseinBraziliansugarcaneyieldsobservedbetween2001andtheaverageforthe20062008timeperiod.However,thephysicalyieldofthesugarcaneplantisnottheonlysourceofyieldgainsintheproductionofsugarcaneethanol.TheyieldgaininTotalRecoverableSugars(TRS)shouldalsobetakenintoaccount.AccordingtotheMinistryofAgriculture,LivestockandSupply(2007)55,theTRSpertonofsugarcanewas138.7in2001and149.47in2006anincreaseof8.3percent.(Wenotethatthisresultwouldbeevenhigherifofficialdatafor2007and2008werealreadyavailable.)TRSisameasureoftheenergycontentofthesugarcane.56HigherTRSareobtainedovertimeduetodifferentimprovementsinsugarcaneproduction,suchasbettervarietiesandharvestingperiod.TRSisconvertedintosugarorethanolusingtechnicalfactors.AccordingtoCONAB,57thefollowingfactorsareusedforethanol:

    1literofanhydrousethanol 1.7651kgofTRS1literofhydrousethanol 1.6913kgofTRS

    1kgofsugar 1.0495kgofTRSUsingthosefactors,theaverageethanolproductionperhectarefor2001was5,457liters[(69.44x138.7)/1.7651]whilefor20062008theaverageincreasedto6,365liters[(75.13x149.47)/1.7651].Inotherwords,includingtheyieldgainsinTRS,theethanolyieldhasincreasedby16.6percent(6,362/5,457=1.166).Consequently,werecommendCARBadjustsugarcanelandusechangetoreflectthetotalgainsinyield,whichis16.6percent,ratherthan8.2percent.58

    55Seetable5ofthefollowingstudy:MinistriodaAgricultura,PecuriaeAbastecimento.2007.BalanoNacionaldaCanadeAcareAgroenergia.EdioEspecialdeLanamento(availableatwww.feagri.unicamp.br/energia/bal_nac_cana_agroenergia_2007.pdf).56TechnicalexplanationaboutTRScanbeobtainedinthefollowingpublication:Macedo,I.C(organizer).2007.SugarCanesEnergy:TwelveStudiesonBrazilianSugarCaneAgribusinessanditsSustainability.Berlendis&VertecchiaandUNICAUniodaAgroindstriaCanavieiradoEstadodeSoPaulo.SoPaulo(availableathttp://english.unica.com.br/multimedia/publicacao/).SeealsoSEABRA,J.E.A.Anlisedeopestecnolgicasparausointegraldabiomassanosetordecanadeacaresuasimplicaes.Campinas:UniversidadeEstadualdeCampinas,FaculdadedeEngenhariaMecnica,2008(PhDThesis).57Seepage45ofthefollowingstudy:CompanhiaNacionaldeAbastecimento(CONAB).2008.PerfildoSetordeAcaredolcoolnoBrasil.Braslia(availableathttp://www.conab.gov.br/conabweb/download/safra/perfil.pdf).58WhenwepresentedthisargumentinameetingwithARB,itwasraisedaquestionaboutreductioninbagasseproductionbasedontheargumentofamassconservation.Theargumentwasthatifmoreenergyisextractedfromatoneofsugarcane,it

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    B. CarbonIntensityCalculations

    InadditiontotheimprovementsintheGTAPassumptionsandparametersdescribedabove,itisnecessarytoadjustthecarbonemissionsfactorforeachtypeoflandusechange.Thecommentsbelowareanattempttoimprovethecarbonintensitycalculationsforsugarcaneethanolscenarios.Wesuggestthreemaintargetareasforoptimizingthemodeloutcomes.

    1. CarbonDataforLatinAmericaUsedasDefaultValueforBrazilConsideringthatmostofthelandusechangeduetosugarcaneexpansiontakesplaceinBrazil(62%asanaverageofthe5scenarios),itisessentialthatemissionfactorsvaluesusedforBrazilareaccurate.However,theemissionfactors(asCO2equivalent)usedintheCARBanalysiscamefromtheWoodsHoledata,whichconsidersLatinAmerica(aregiontwicethesizeofBrazil)aswhole.ThisapproximationresultsinhighervaluesthantheonesobservedinBrazil,whereconsiderablemoreresearchoncarbonstocksisavailable.

    PeerrevieweddataforBrazilianecosystemsarecomparedwithWoodsHoledefaultvalues,aswellasdataforpasturelandcarbonstocks,inTables6and7.DatafromAmaralatal.(2008)59indicatetotalcarbonstocksindifferentnaturalvegetationrangefrom71.5MgC/haforCerrado(typicalsavannah)to271.0MgC/hafortropicalforest.Thesamestudyindicatestotalcarbonstocksinpasturelandrangefrom42.0MgC/haindegradedpasturesto58.5MgC/hainmanagedpasture.Table6:Carbonstocksindifferentlanduses,consideringbothaboveandbelowcontent,inMgCperhectare

    Landuse Above Below Total

    Tropicalevergreenforest 200 98 298

    Tropicalseasonalforest 140 98 238

    Tropicalopenforest 55 69 124

    Temperateevergreenforest 168 134 302

    Temperateseasonalforest 100 134 234

    Grassland 10 42 52

    Desert 6 58 64

    Source:WoodsHole(http://www.arb.ca.gov/fuels/lcfs/ef_tables.xls)

    shouldexpectedthatlessbagasseisproducedandthenlessbagasseshouldbetakenintoaccountinthecogeneration.TherealityisthattheamountofbagasseinformedforthecogenerationintheGREETanalysisisbasedoncurrentnumbers,whichmeansthatitisthebagasseproductionwithhigherTRS.IftheTRSwouldnothavegrownfrom2001to2006,morebagassewouldbeavailableforcogeneration.SeeoutcommentsinSectionIIundersugarcanefarming.59Amaral,W.A.N.;Marinho,J.P.;Tarasanthy,R.;Beber,A.;Giuliani,E.EnvironmentalsustainabilityofsugarcaneethanolinBrazil.In:Sugarceneethanol:contributiontoclimatechangemitigationandtheenvironment.Zuurbier,P;Vooren,J.vande(eds).Wageningen:WageningenAcademicPublishers,2008.

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    Table7:Carbonstocksindifferentlanduses,consideringbothaboveandbelowcontent,inMgCperhectare

    Landuse Above Below Total

    Tropicalforest 200 71 271

    CerradoWoodySavannah 33.5 53 86.5

    CerradoTypicalSavannah 25.5 46 71.5CampoLimpoGrasslandSavannah 8.4 72 80.4

    ManagedPasture 6.5 52 58.5

    DegradedPasture 1.3 41 42.3

    Source:Amaraletal.(2008)

    GiventheavailabilityofpeerrevieweddataforcarbonstocksinBrazil,werecommendthatCARBadoptthedatainTable7initsemissionsvalues.

    2. ForestLostandGained

    ItisnotclearhowthecarbonfactorsforforestgainedwereconsideredinCARBcalculations.SuchcoefficientsshouldbemultipliedbytheareaofforestincreasinginsomeGTAPregionstoestimatetheamountofcarbonbeingsequestered,sincelandusechangesfrompasturetoforestwouldimplyanetcarbonuptake.However,thecarboncoefficientsinthemodel(GTAParrayEMISSCTR)donotincludecarbonfactorsrelatedtoforestgainedandthen,thecarbonemissionsbeingcalculatedbyGTAPdonotaccountforthemodelresultsaboutreforestation.Werecommendthatforestgainedbeconsideredascarbonuptake.

    3. CropsCarbonEmissionFactors

    ThecurrentCARBassumptiondoesnotconsideranycarbonuptakefromcrops,eventhoughthereisampleliteratureoncropcarbonuptakefromaboveandbelowgroundbiomass.UnlessCARBcanprovideevidenceastowhyacropscarbonupdateshouldnotbeconsideredinthemodeling,webelieveCARBmusteither(a)usecropspecificdefaultvaluesforcropsthatshowsignificantareavariationor(b)usedefaultvaluesforthemostimpactingcroponlandusechanges(i.e.,sugarcane).Sugarcaneexpansionscenariosshouldusethecarboncontentspecifictothiscropbecausemostofthecropvariationisrelatedtosugarcane.Consideringthemostconservativeestimateforsugarcaneuptake,whichconsidersjustthebelowgroundsoilcontent,carbonstockwouldbeanaverageof49.25MgC/ha(IPCC,2006).60ButwenotethatIPCCdoesnotrecommendthe

    useofgeneraldefaultvalueswhencountryspecificdataareavailable,asitisthecaseofBrazil.Infactthereisavastandwelldocumentedofliteratureoncarbonuptakefromsugarcane(Cerri,198661;Macedo,200862).

    60IPCC,2006.GuidelinesforNationalGreenhouseGasInventories,preparedbytheNationalGreenhousegasInventoriesProgramme.In:H.S.Eggleston,L.Buendia,K.Miwa,T.Ngara,andK.Tanabe(eds.)Japan:IGES.61Cerri,C.C.,1986.DinmicadaMateriaOrgnicadoSolonoAgroecossistemaCanadeAucar.Tese(livredocencia).EscolaSuperiordeAgriculturaLuizdeQueiroz,Piracicaba,SP,Brasil.

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    Table8:Carbonstocksindifferentcrops,consideringbothaboveandbelowcontent,inMgCperhectare

    Below(1)

    Above(2)

    LAC HAC Vegetation

    TOTAL(3)

    Maize 31.0 42.0 3.9 40.4

    Soybean 31.0 42.0 1.8 38.3

    Cotton 23.0 31.0 2.2 29.2

    Sugarcane(4) 41.5 57 17.4 66.65

    Average 31.63 43.00 6.33 43.64

    Sources:(1):IPCC,2006.Guidelinesfornationalgreenhousegasinventories,preparedbytheNationalGreenhousegasInventoriesProgramme.In:H.S.Eggleston,L.Buendia,K.Miwa,T.Ngara,andK.Tanabe(eds.)Japan:IGES;(2):Macedo,I.C.;Seabra,J.E.A.,2008.MitigationofGHGemissionsusingsugarcanebioethanol.In:Sugarcaneethanol:contributiontoclimatechangemitigationandtheenvironment.Zuurbier,P;Vooren,J.vande(eds).Wageningen:WageningenAcademicPublishers.;(3):itwasconsideredtheaverageofLACandHACvalues;(4):theaverageofburnedandunburnedsugarcanewasconsidered.

    Inconclusion,regardlessofthealternativeused,carbonemissionfactorforcropsshouldrepresentanetcarbonuptakewhenitreplacespasture.Furthermore,bothaboveandbelow

    groundcarbonmustbeconsidered,aswasdoneintheotherlanduseestimations.C. ProposedScenariosforCARBsILUCCalculations

    ThissectionpresentsasetofalternativescenarioscombiningthesuggestionsdiscussedinthepreviouspartsofthisSectiononILUC.Thescenariospresentedbelowaredividedintwogroups:

    (i) Table9showstheresultsoflandusechangeandcarbonintensityresultingfromchangesmadeintheparametersoftheGTAP(shocksize,elasticityofsubstitutionamongprimaryfactorsinlivestockproduction,elasticitywithrespecttoareaexpansion,adjustmentsforsugarcaneyields)thatareproposedabove;and

    (ii) Table10depictstheresultsintermsofcarbonintensitydepartingfromthelandusechangescenariopresentedinTable9andmakesthenecessaryadjustmentsincarbonuptakefromforestgainedandfromcropsexpansion.

    TheresultspresentedinTable9arebasedonashocksizeof1.5billiongallon,onanelasticityofsubstitutionamongprimaryfactorsinlivestockproductionof0.4forBraziland0.2inothercountries,onacropyieldelasticitywithrespecttoareaexpansionof0.9andonanadjustmentforsugarcaneandTRSyieldsof16.66%.Thecarbonintensityforthatscenario,accountingonlyfortheemissionsassociatedwithforestryandpasturesconversion,is25.3gCO2e/MJ,about

    halfofthevaluesproposedinTableIV12oftheproposedregulation.

    62Macedo,I.C.;Seabra,J.E.A.,2008.MitigationofGHGemissionsusingsugarcanebioethanol.In:Sugarcaneethanol:contributiontoclimatechangemitigationandtheenvironment.Zuurbier,P;Vooren,J.vande(eds).Wageningen:WageningenAcademicPublishers.

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    Table9:GTAPModelingResultsforSugarcaneEthanolLandUseChangewithAlternativeScenarios

    1. Shocksize 1.5billiongallons

    2. Elasticityofsubstitutionamongprimaryfactorsinlivestockproduction

    0.2everywherebut0.4inBrazil

    3. Cropyieldelasticityw/areaexpansion 0.9

    4. AdjustmentforsugarcaneandTRSyields 16.66%

    Totallandconverted(millionha) 0.60 Forestland(millionha) 0.01 Pastureland(millionha) 0.59 Brazillandconverted(millionha) 0.35 Brazilforestland(millionha) 0.07 Brazilpastureland(millionha) 0.42 ILUCcarbonintensity(gCO2e/MJ) 25.3

    Source:CARBdocumentationandauthorscalculation(GTAPoutputsavailableuponrequest).Note:CO2emissionswerecalculatedusingemissionfactorsfromthearrayEMISSCTR.Theamountofforestryandpasturelanddisplacedwasmultipliedbytheemissionfactorsofthementionedarray.Forestgainedandcropswere

    nottakenintoconsideration.

    DepartingfromthescenariodrawninTable9,asetofthreecalculationsforcarbonintensityarepresentedinTable10.Theunderlyingprinciplesofallofthemarethesame:forestgainedandcropsexpansionshouldbetakenintoaccountasacarbonuptake,followingthecommentsabove.Inthecaseofforestgained,thereisnodifferenceinthecalculationsastheemissionfactorsobtainedinthearrayEMISSCTRweremultipliedbytheforestgainedandaccountedasacarbonuptake.Thedifferentalternativesrelyoncropscalculations.InAlternative2,theincreaseincropareais

    multipliedby18MgCO2e/hacitedinthefileef_tables.xls,sheetGTAPEFs.However,asarguedintheprevioussection,thosefactorsdonotrepresentthecarbonuptakeassociatedtosugarcane,oilseedsandcoarsegrains.Evenwithverylowemissionfactorsforcrops,itcanbeobservedthatthesugarcanecarbonemissionisstronglyreduced(12.4gCO2e/MJ)incomparisonwiththedepartingscenario(25.3gCO2e/MJ).MorereliablecarbonemissionsforsugarcaneinBrazilareusedinAlternative3.Theemissionfactorofthisalternativeis66.65MgC/ha(244MgCO2e/ha),aspresentedinTable8.BothCinvegetationandbelowgroundweretakenintoaccountinthisfactor.Inthatalternative,carbonemissionsbecamepositive,confirmingthatsugarcaneisuptakingcarbon,ratherthanemitting.Alternative4isbasedonanaverageofaboveandbelowcarbonemissionsfactorsofthecropspresentedinTable8(43.64MgC/ha),withoutdifferentiatingsugarcaneinBrazilaswasthecaseinAlternative3.Negativeemissionswerealsoobtainedinthatalternative.AlthoughTables6and7clearlyshowthatcarbonemissionsfactorsusedinWoodsHoleforLatinAmericaoverstatesemissionsinBrazil,becauseemissionfactorsforBrazilianecosystemsarelower,wedecidednottochangeemissionsfactorsforforestsandpasturelandsinthe

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    alternativescenariospresentedinthissection.However,itisworthmentioningthatmoreprecise(specificdataalreadyavailableinpeerreviewliterature)carbonemissionsfactorsshouldbeusedforBrazil,giventhatthemajorityofthesugarcanelandusechangeistakingplace,forallscenarios,inBrazil.

    Table10:CarbonIntensityUsingLandUseChangefromTable9andAlternativeScenariosforCarbonUptake

    AlternativeScenariosILUCcarbonintensity

    (gCO2e/MJ)

    1.DepartingScenario(Table9) 25.3

    2.DepartingScenario+CarbonUptakeofForestGained(arrayEMISSCTR)+CarbonUptakeofCropsfromGTAPEfsef_tables.xls(18MgCO2e/ha)

    12.4

    3.DepartingScenario+CarbonUptakeofForestGained(arrayEMISSCTR)+CarbonUptakeofCropsRestofWorldfromGTAPEfsef_tables.xls(18MgCO2e/ha)+CarbonUptakeforSugarcaneBrazilfromTable8(244MgCO2e/ha).

    9.4

    4.DepartingScenario+CarbonUptakeForestGained(arrayEMISSCTR)+CarbonUptakeCropsfromTable8(160MgCO2e/ha)

    10.7

    Source:AuthorsCalculationsavailableuponrequest

    ThelargevariationsinthevaluespresentedinTable10makesclearthatbothforlandusechangeandforcarbonintensitycalculationsresultsarehihglysensitivetocriteriaandparametersused.NotonlychangesinGTAPparametersleadtostrongreductionsinlandconvertedasaresultofsugarcaneexpansion,butalsotheinclusionofthecarbonuptakeinforestgainedandcropsexpansionmayrevertcarbonemissionstocarbonuptake.

    GiventhatBrazilianagriculturedynamicsareasignificantdeterminantinlanduseandthattheanalysisabovedonewithsupportoftheleadingagriculturaleconomistsinBrazilrunscountertoCARBspreliminaryresults,westronglyurgeCARBtorevisitthemethodologiesusedinthelandusechangemodelingcarefully.WithrespecttoGTAPanalysis,therevisionshouldfocusonimprovementstobetterrepresentthecomplexdynamicsoftheBrazilianagriculture.Withrespecttocarbonintensitycalculations,CARBshouldreviseallcarbonemissionfactorsusingspecific,crediblevaluesforBrazilianecosystemsaswellascarboncreditsresultingfromforestgainedandcropsareaexpansion.Oncethoseimprovementsareimplemented,wefullyexpectthatCARBwouldconcludethat

    BraziliansugarcaneILUCismarginal,asweendeavoredtodemonstrateinthisdocument.

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    IV. CONCLUSION

    WecommendCARBforitsassessmentofthelifecycleemissionsassociatedwiththeproductionofsugarcaneethanol.However,webelievetheanalysisassessmentrequiresacomprehensiveupdatewithmoreaccurateandrealisticdatafromcurrentexperienceandanticipatedtrendsinBrazil.

    AsforGREETCAmodeling,perhapsnootherissuedeservesgreaterattentionthanthecreditsresultingfromthecombinationofreducedfieldburning,increasedmechanization,andimprovedboilerefficiency,whichwereabsentinCARBsanalysis.AsforestimatesofindirectlandusechangesbasedonGTAPmodeling,whilewestrenuouslydisagreewiththeassertionsthatILUCcanbeaccuratelycalculatedatthismoment,webelieveanumberofcriticalelementsareabsentfromtheStaffReportanalysis,particularlyanexplanationoftheassumptionsmade,supportingevidenceforelasticitiesused,andunderstandingoflandandcattledynamicsinBrazil.

    Itisimperativethattheselanduseissuesbeproperlyaddressedinordertohavearobustandmeaningfulcalculationofthecarbonintensityofbiofuels.WithoutadoubtanILUCpenaltyof46gCO2/MJforsugarcaneethanolhasnoscientificbasis.Asevidencedbythelevelofanalysisofthisletter,theremaywellbecarboncreditsgeneratedinsugarcaneproductionifthemodelisreasonablycalibrated.WehopethisletterwillcontributetoimprovingthedevelopmentoftheLCFSinCaliforniaandremainatyourdisposaltoansweranyquestionsyouoryourcolleaguesmayhave.Sincerely,MarcosS.JankPresident&CEO

    JoelVelascoChiefRepresentativeNorthAmerica

    cc: Dr.DanielSperling

    Mr.KenYeagerMs.DoreneD'Adamo,Esq.Mrs.BarbaraRiordan

    Dr.JohnR.Balmes,M.D.Ms.LydiaH.Kennard,Esq.Ms.SandraBergMr.RonRobertsDr.JohnG.Telles,M.D.Dr.RonaldO.Loveridge