Bloomington, Indiana
2016 Community Greenhouse Gas Emissions Inventory
Executive Summary Inanefforttobetterunderstanditsgreenhousegasemissionsandinformplanstocurbthem,theDepartmentofEconomicandSustainableDevelopmentattheCityofBloomingtoncompiledacommunity-widegreenhousegasemissionsinventoryforthecalendaryear2016.UsingtheGlobalProtocolforCommunity-wideGreenhouseGasEmissionsInventoriesasareportingtemplate,itdividesemissionsintothreescopes(reflectinggeographiclocationofemissionsrelativetothecity)andfiveemittingsectors.Wefoundthat,in2016,thegreatestsourceofemissionsbyfarwasenergyproduction,followedbytransportation.Solidwastedisposalcomprisedthesmallestsourceofemissions.
In2016,Bloomingtonproduced,directlyandthroughenergyconsumption,approximately1,375,237metrictonsofcarbondioxideequivalentinemissions.Ofthistotal,849,669metrictonswereemittedthroughthegenerationofelectricityforBloomingtonconsumption;340,663resultedfromnaturalgascombustionandleakage;20,900fromon-siteenergygeneration(usingcoalandfueloil);116,790fromthetransportationsector;and47,214fromwastedisposal.Intermsofscopes,385,100metrictonsofgreenhousegasescountedtowardsScope1emissions(emissionstakingplacewithincityboundaries,excludingthegenerationofpowertofeedthepowergrid);849,669towardsScope2(emissionsresultingfromgrid-suppliedpower,regardlessofwheretheywereproduced),and140,468towardsScope3(emissionsoccurringoutsidecityboundariesbutoccurringasaresultofactivitiescarriedoutbythecity).
Asimilargreenhousegasemissionsinventorywascarriedoutin2009byBloomington’sEnvironmentalCommissionusingdatafor2006.Comparisonoftheresultsofthesetwoinventories(adjustingforgapslaterfoundinthereportfor2006)showsanoveralldecreaseinemissionsbetween2006and2016,withemissionsdecreasinginnearlyallsectors.Atotalof1,582,515metrictonsofcarbondioxideequivalent(afigurewhichexcludessomesectorsforwhichdatawasnotavailable)wereemittedin2006,showingabouta13percent(ifnotmore)decreaseoverthepasttenyears.ThebiggestreasonsforthedecreaseinemissionsareIndiana’sgradualreductionofcoaluseinelectricitygeneration,decreasedenergyuseinmanyBloomingtonsectors,andtheinstallationofamethanecapturingsystematBloomington’smainwastedestination.
Grid-suppliedelectricity
Naturalgas
On-sitegenera4onTransporta4on
Waste
EMISSIONSBYSOURCETYPE(METRICTONSOFCARBONDIOXIDEEQUIVALENTS)
Introduction InMay2017,theCityofBloomingtonjoinedover300othercitiesacrossthecountryindeclaringitscommitmenttoupholdingthetermsofthe2015ParisClimateAgreement,evenintheabsenceofsupportatthefederallevel.Asoneofthesignatoriesfirsttothe2006USMayorsClimateProtectionAgreementandnowtothislatestcommitmenttoworldwideclimateaction,thecityhasundertakenavarietyofactivitiesaimedatreducingemissions,including(butnotlimitedto)increasingenergyefficiency,promotingactiveformsoftransportation,andinvestinginrenewableenergy.
Measuringemissionsfacilitatesstrategiceffortstoreducethem.Tothisend,Bloomingtoncarriedoutitsfirstgreenhousegasinventoryin2009studyingemissionsfrom2006,andaftertenyears,asecondoneisoverdue.
ThisinventoryfollowsthemethodologylaidoutbytheGlobalProtocolforCommunity-ScaleGreenhouseGasEmissionInventories,describedbelow.Itfindsanoverallreductioningreenhousegasemissionsofapproximately13%,from1,582,515metrictonsofcarbondioxideequivalentto1,375,237.Nearlyeverysectorexperiencedareductioninemissions.
Methodology Inplanningandputtingtogetheradetailedinventory,astandardmethodologyandprocessishighlyuseful,ifnotnecessary.Trackingemissionscanoftenbechallengingandmessy,withthepotentialforomissionsanddouble-counting.Amongotherthings,communitiesmustsetgeographicandtemporalboundariesandclearlydefinetheinventoryscope.
Inordertofacilitatecomparisonandplanningacrosslargenumbersofcommunities,aconsistentapproachisneeded.Twopredominantapproachesexistinmeasuringgreenhousegasemissions:consumption-basedapproaches,focusingontheemissionsassociatedwiththeconsumptionofgoodsandservicesbycityresidents,andproduction-basedapproaches,focusingonemissionsdirectlyproducedbyactivitiestakingplaceinthecity.Thisinventorytakesaproduction-basedapproach.Whileconsumption-basedapproachescanshedlightonemissionsthatotherwisewouldgounaccountedfor(suchasemissionsfrominternationaltrade),theyalsoinvolveagreatdegreeofuncertainty,asemissionsoccurringthroughoutawidegeographicalscalemustbeaccountedfor.Furthermore,production-basedapproachesminimizetheriskofdouble-countingemissionsandallowforeasiercross-comparability,astheyestablishgeographicboundariesfortheareaunderstudy.
Specifically,thisinventoryusestheGlobalProtocolforCommunity-ScaleGreenhouseGasEmissionInventories(GPC).DevelopedbytheWorldResourcesInstitute(WRI),ICLEI-LocalGovernmentsforSustainability,andC40CitiesClimateLeadershipGroup1,theGPCdividesemissionsbysectorandprovidesareportingframework.Thisframeworkisbasedonthe2006guidelinesoftheInternationalPanelonClimateChange(IPCC),andistheofficiallyadoptedprotocolforgreenhousegasinventoriesbytheInternationalCompactofMayors.2
TheGPCdividesemissionsintofivesectors,basedontypeofactivity,andthreescopes,definedbygeographicarea.Thesectorsare:
1http://www.c40.org/programmes/the-global-protocol-for-community-scale-greenhouse-gas-emission-inventories-gpc2https://www.compactofmayors.org2https://www.compactofmayors.org
• Stationaryenergy• Transportation• Waste• Industrialprocessesandproductuse(IPPU)• Agriculture,forestry,andotherlanduse(AFOLU)
Thescopes(anyofwhichcanincludeanyofthesectors),areScope1,Scope2,andScope3,describedinthetableandimagebelow.
Table 1: Scopes
Scope DescriptionandwhatitincludesScope1(territorialemissions) Emissionsphysicallytakingplaceinsidethecity;
emissionsfromindustrialprocesses(excludingtheelectricityusedtopowerthem);Transportationwithincityboundaries;Wasteproducedandtreatedinsidethecity
Scope2 Grid-suppliedenergyconsumedinsidethecity,regardlessofwhereitwasgenerated
Scope3 Otheremissionsoccurringoutsidethecitybroughtaboutbycityresidents’activitiesandoperations;Wastetreatedoutsidethecity;Transportationtoorfromthecityoccurringpartiallyoutsidecityboundaries(wherebythesegmentinsidethecityfallsintoScope1andthatoutsidethecityintoScope3)
Figure 1: Sectors classified by scopes3
3Source:http://www.c40.org/programmes/the-global-protocol-for-community-scale-greenhouse-gas-emission-inventories-gpc
Astotalemissionsaretypicallynotmeasureddirectly,inventoriesmakeuseofactivitydataandemissionsfactors,whicharebasedonempiricaldataandpublishedbyentitiessuchastheEPAandInternationalPanelonClimateChange.Theseemissionsfactorsprovidethevolumeoftotalpollutantemittedfromastandardizedunitofactivity,suchascarbondioxideemissionsperkilowatt-hourofelectricityusedorpergallonofgasolinecombusted.Alltheemissionsfactorsusedinthisinventory,unlessotherwisespecified,wereobtainedfromtheEPAdocument“EmissionFactorsforGreenhouseGasInventories,”4lastupdatedonApril4th,2014.
TheGPCcallsforreportingofthesamesevengasesrequiredfornationalinventoriesintheKyotoProtocol:carbondioxide(CO2),methane(CH4),nitrousoxide(N2O),hydrofluorocarbons(HFCs),perfluorocarbons(PFCs),sulfurhexafluoride(SF6),andnitrogentrifluoride(NF3).Additionally,giventhatdifferentgaseshavedifferentglobalwarmingpotentials(GWPs)duetodifferentchemicalproperties(withallothergaseslistedhavingaGWPmuchhigherthancarbondioxide),allgasesareconvertedtocarbondioxideequivalents(CO2-e’s)tobettershowthefullgreenhouseeffect.However,datawasnotavailableforallgasesinallsectors,andcertaingases(suchassulfurhexafluoride)havealimitedrangeofemissionandarethereforenotapplicableincertainsectors.Mostemittingactivitieslistedinthisreporthaveemissionsfactorsforcarbondioxide,methane,andnitrousoxide.TheglobalwarmingpotentialsusedforthisreportcomefromtheIPCCFifthAssessmentReport(thelatestreportpublishedtodate):28CO2-eforCH4and265CO2-eforN2O.
UseoftheGPCrepresentsachangefromBloomington’spreviousgreenhousegasinventory,whichdoesnotdivideemissionsbyscope.However,sincethe2006protocoldividesemissionssectorsroughlythesamewayastheGPC(i.e.waste,transportation,energy,etc.),comparisonbetweenthetwoinventoriesisnotparticularlydifficult.Unlessotherwisenoted,themassesofemittedgases(CO2,CH4,andN2O)aswellasCO2-equivalents(CO2-e)aregiveninmetrictons.Whenprovidedandunlessotherwisestated,themassesofCH4andN2OemittedareabsolutemetrictonsofCH4andN2O,nottheirequivalentCO2-equivalent;thetotalsumofCO2-equivalentsresultingfromemissionsofthosegasesarelaterprovidedunderneath.
Forpurposesofsimplicity,theterms“greenhousegas”and“emissions”areusedsynonymouslythroughoutthisreport,unlessotherwisestated.
Scope 1 Scope1consistsofemissionsfromenergygeneratedandusedlocally(thatis,notfromthegrid),heatingfromcombustiontakingplaceonsite,emissionsresultingfromindustrialprocesses,locallandusepractices,transportationhappeningwithincityboundaries,andwasteproductstreatedlocally.
Stationary Energy Stationaryenergyincludesnaturalgasusedforheating(asitiscombustedlocally,evenifprovidedfromdistantsources).AllnaturalgasusedinBloomingtonisprovidedbyVectrenandismeasuredintherms.
ThedataprovidedbyVectrenrecordsgasusagebyzipcode;sincemostBloomingtonzipcodesalsoincludeareasoutsidethecitylimits,thedatadoesnotperfectlyreflectusewithinthecityproper.However,zipcodeboundariesarenotcoterminouswithcountieseither,soitisimpossiblewiththedataavailabletocalculatewithcompleteaccuracynaturalgasusagefortheentiretyofMonroeCountywithoutincludingsomeuseinsurroundingcounties.Thezipcodesprovided(47401,47402,47403,47404,47405,47406,47407,and
4https://www.epa.gov/sites/production/files/2015-07/documents/emission-factors_2014.pdf
47408)accountforallofthecityofBloomingtonandmostoftheremainderofMonroeCounty(excludingEllettsville).
Todeterminetheemissionscausedbynaturalgasheatingsystems,thisinventoryusesthecorrespondingemissionsfactorprovidedontheEPAemissionstable.In2016,atotalof46,591,522thermsofnaturalgaswereconsumedintheBloomingtonarea,accordingtodataprovidedbyVectren.5Thisyieldedatotalof247,028metrictonsofCO2released,dividedbysectorasfollows.
Table 2: Natural gas emissions factors
Emittedgas CO2 CH4 N2OOriginalemissionsfactorprovided
53.06kg/mmBtu6 1.0g/mmBtu7 0.1g/mmBtu
Emissionsfactorinmetrictonspertherm(mt/therm)
.0053metrictonspertherm
≈0.00metrictonspertherm8
≈0.00metrictonspertherm9
Table 3: Bloomington natural gas usage, 2016**
Commercial Industrial Residential Transportation10 Companyuse Total
Thermsofnaturalgasused
8,741,491 61,267 15,437,766 21,494,550 856,447 46,591,522
ResultingCO2
emissions(inmetrictons)
46,371 325 81,893 114,023 4,543 247,156
ResultingCH4
emissionsinmetrictons
0.87 0.0061 1.54 2.15 0.09 4.66
ResultingN2Oemissionsinmetrictons
0.09 0.00061 0.15 0.21 0.0086 0.47
TotalinmetrictonsofCO2-e
46,419 325 81,977 114,140 4,548 247,409
**SumsofemissionsdonotaddupbecauseCH4andN2OemissionsareprovidedintheoriginalmassandnotconvertedtoCO2-equivalentuntilthefinalrow.
5ReceivedfromNickKessleronJanuary11,[email protected],personalcorrespondence.6TheabbreviationmmBtustandsforonemillionBritishthermalunits,aunitofheat;onemmBtuisapproximatelyequivalenttotentherms.7Again,methaneandnitrousoxideemissionsaremuchlowerthancarbondioxideemissions.8Moreprecisely,10x10-8metrictons9Moreprecisely,10x10-9metrictons10Transportationinthiscontextreferstobulkpurchasesbylargefacilitiesandinstitutions,notnaturalgasusedforthepurposesoftransportation.ThisincludesnaturalgasusedbyIndianaUniversity.
Figure 2: Natural gas consumption by sector, 2016
**Industrialsalesisnotvisibleinthepiegraphbecauseofitsextremelysmallshare(lessthan.1%oftotalemissions).Industry-relatednaturalgasusagemayalsofallundertransportation,commercial,and/orcompanyuse.
IndianaUniversity-Bloomingtonhasacentralheatingplantthatcanusebothcoalandnaturalgas.Inthenot-so-distantpastithadreliedprimarilyoncoal,amuchmorepollutingfossilfuelthannaturalgaswhencombusted.However,inrecentyearsIU’suseofcoalhasgonedownduetothedecreasingpriceofnaturalgasrelativetocoal.In2016,8,872tonsofbituminousSouthernIndianacoalwereburned,representingapproximately15%ofthetotalfuelusedbytheheatingplant11.UsingtheemissionsfactorsprovidedbytheEPA,IU’scentralheatingplantproducedatotalof20,801CO2-equivalentsfromcoal,brokendowninTable4.
Table 4: Coal emissions
Gas CO2 CH4 N2OEmissionsfactor 2325kgCO2pershortton
ofcoal274gCH4pershorttonofcoal
40gN2Opershorttonofcoal
Totalmetrictonsemitted
20,627 2.43
0.35
TotalmetrictonsinCO2-equivalents
20,627
68.07
106
Thecentralheatingplantalsoused9,661gallonsof#1distillatelow-sulfurfueloil.UsingtheemissionsfactorsprovidedbytheEPAtable,wecalculated98.67metrictonsofCO2-equivalent,brokendownasshowninTable5.
11ObtainedthroughcorrespondencewithMakaylaBonneyoftheIndianaUniversityOfficeofSustainabilityandMarkMenefeeofIndianaUniversityFacilityOperations
Naturalgasconsumpmonbysector
Commercial Industrialsales Residenmal Transportamon(bulksales) Companyuse
Table 5: Fuel oil emissions
Gas CO2 CH4 N2OEmissionsfactors 10.18kgCO2pergallon 0.42gCH4pergallon 0.08gN2OpergallonTotalmetrictonsemitted
98.35 .0041 .00073
TotalmetrictonsofthatgasinCO2-equivalents
98.35 0.11 0.20
Other Scope 1 generation Emissionsresultingfromtheuseofgeneratorson-sitetoproduceelectricityfallintoScope1—StationaryEnergy.VariousestablishmentsandresidencesinBloomingtonhavegenerators,themajorityofwhichusedieselfuel.12However,themajorityofthesegeneratorsareonlyrunwhentestingorduringemergencies,whengridpowerisdisconnected.Theoverallamountofemissionsthattheseproduce,inlightofthetotalamountofelectricalpowerandresultingemissionsusedthroughoutBloomington,isquitesmall.Furthermore,dataforthesegeneratorsaredifficulttoobtain.Therefore,on-siteelectricalgeneration(excludingthatatIU)isnotincludedinthisinventory.
Industrial Processes and Product Use TheBloomingtonareacontainsseveralindustrialandmanufacturingenterprises,whichcontributetoScope1emissionsunderIndustrialProcessesandProductUse(IPPU).Industrialemissionscanbeofvarioustypesandfromvarioussources,withtwotypespredominating:emissionsresultingfromenergyuseandthoseresultingfromchemicalreactionsinvolvedinmanufacturing.Emissionsresultingfromenergyuse(whichmakeupthelargestshareofindustrialemissions)arereportedunderScope2(unlesstheenergyisproducedon-site,inwhichcaseitwouldbeunderScope1stationaryenergy).Onlynon-energy-relatedemissions,suchasthosefromchemicalreactions,arelistedunderIPPU.Certainindustrialprocesses,suchasmetalorammoniaproduction,generatelargeamountsofemissionsduethespecificchemicalreactionsinvolved;however,othertypesofmanufacturingdonotproducesignificantemissionsasidefromenergy.Additionalemissionsresult,amongotherthings,fromsolventuseandrefrigeration,andthefluorinatedgasesusedinrefrigerationhaveGWP’sthatcanbethousandsoftimesthatofCO2.However,theoverallamountoftheseemissions,evenexpressedinCO2-equivalents,isstillextremelysmallincomparisontothoseresultingfromenergygenerationanduse.13
12InformationonelectricgeneratorsobtainedthroughcommunicationwithJeffHonakerofDukeEnergy.13GlobalProtocolforCommunity-ScaleGreenhouseGasEmissionInventories
Image1:IndianaUniversityCentralHeatingPlant
Bloomingtonhasseveralsmallandmid-sizemanufacturingfirms,14andthesewereconsideredwhenpreparingthisinventorywithpotentialmajoremittersidentified.Onlyahandfuloffirmsweredeemedtohavethepotentialforlargeamountsofemissions(suchasmetalproducers).Whenfurtherinvestigated,eventhesewerefoundtobetoosmalltocontributeasignificantamounttoBloomington’soverallemissions.TheEPArequiresfacilitiesgeneratingover25,000metrictonsofCO2-eayeartoreporttheiremissionsintheEPA’sGreenhouseGasReportingProgram(GHGRP).OnlytwofacilitiesinMonroeCounty,IndianaUniversityandtheMonroeCountyLandfill,reporttotheGHGRP.Becauseofthis,onecanreasonablyassumethatnootherindividualsourceinMonroeCountyproducesmorethan25,000annualmetrictonsofCO2-e.Furthermore,even25,000metrictonsofCO2-eisactuallyquitesmallincomparisontotheemissionsresultingfromenergyproduction(justelectricityconsumptioninBloomingtoncommercialestablishmentsamountedto240,000metrictonsCO2-e,nearlytentimesasmuch).Evenaggregated,Bloomington’sindustriesdonotproducemorethanafewpercentagepointsatmostofBloomington’stotalgreenhousegasemissions.Asdataforindustrialemissionswasunavailableandwouldhaveentailedveryroughestimations,thisinventorydoesnotincludethem(excludinggrid-suppliedenergy,whichisincludedinScope2).Thisisconsistentwiththeapproachinthe2006inventoryaswell.
Agriculture, Forestry, and Other Land Use AnothersectordefinedintheGPCisAgriculture,ForestryandOtherLandUse(AFOLU).AswithIPPU,itsshareintotalemissionsismostlikelynegligible.WhileBloomingtondoeshavesomeagriculturalactivitiestakingplacewithincitylimits,theseactivitieshaveaverylowcarbonintensity.Furthermore,carbonreleasedintotheatmospherebynaturalcycles(suchasdecay)isnotincludedintheGPC.FewdatawereavailableforthissectorwithinBloomingtoncitylimits;therefore,itwasexcludedfromtheinventoryasinthe2006inventory.
In-boundary transportation Givenitsmobilenature,transportationpresentsaparticularchallengetocalculatingemissions.TheGPCsuggestsafewdifferentstrategiesforestimatingemissions.Oneapproachisfindingthetotalamountofvehiclefuelsaleswithinthelimitsofacommunity.Thisapproachyieldsanaccuratenumber(asopposedtoanestimate)andallowsfortheaggregationofseveralcommunities’saleswithoutdouble-counting;however,itisimpossibletoknowhowmuchofthefuelboughtinacommunitywasexpendedwithinthatcommunityandhowmuchfuelboughtoutsidewasconsumedinside.
Anotherwaytocalculatetransportation-relatedemissionsistoestimatethetotalamountofmilesdrivenbyallvehicleswithinanarea.This,likeothermannersofcalculatingtransportation-relatedemissions,stillencounterstheissueofambiguityregardingtripsthatcrosscityboundaries.Furthermore,giventhehighlydecentralizedactivityofthousandsofvehicles,eachwiththeirownschedules,routines,androutes,itisimpossibletoobtainanythingmorethanaroughestimateofmilestraveled.
Nevertheless,becausedatafortotalfuelsalesinMonroeCountyorBloomingtonwasnotavailable,thisinventorycalculatesemissionsusingestimatesofmilestraveledbyvehicles(thelatterapproach).OnemethodusedthroughouttheU.S.toobtaintheseestimatesisthecalculationofVehicularMilesTraveled(VMT),obtainedbycountingthenumberofcarspassingthroughobservationpointsplacedondifferenttypesofroads(highways,cityroads,ruralroads,etc.)overagiventimeperiod(suchasaday).Theseestimatescanthenbeusedtocalculateaverageemissionsbytakingintoaccountthecompositionofthevehiclefleetinthe
14DataonBloomingtonmanufacturingenterpriseswasprovidedbytheBloomingtonEconomicDevelopmentCorporation.
city(thetypes,models,andyearsofproductionofvehicles)becauseaveragefuelefficiencyvariesbyvehicleattributes.
Specificallyinthecaseofthisinventory,weuseddataobtainedfromtheIndianaDepartmentofTransportation(INDOT),whichprovidesVMTcalculationsforallIndianacountiesthrough2015.County-leveltotalsareavailableonthewebsite,andcity-specificdatawasobtainedthroughemailcorrespondence.Dataforvehiclefleetcomposition(i.e.models,yearsofmanufacturing,etc.)wasunavailableforthecountyandstatelevel;however,theEPAprovidesanestimateoftheaveragefuelefficiencyforallvehiclesatthenationallevel.
INDOThasmodifiedthewayitmeasuresVMTsince2006.Amongotherthings,ithasincreasedthenumberofroadsobservedandfurtherdividedroadsbylocationandtype.Becauseofthis,thereisnodirectwaytocomparethe2015datatothatfor2006.AlthoughthenewmeasurementsyieldalowerVMTforBloomingtonthanthatgivenin2006,theVMTinMonroeCountybytypeofroadhasactuallyremainednearlyconstant(itispossiblethattheVMTdatafor2006alsoincludedroadsinothercitiesinMonroeCounty,suchasEllettsville).
INDOTprovidestotalVMTbydayaswellasVMTspecificallyforcommercialvehicles15,allowingforthebreakdownofVMTintocommercialandnon-commercialvehiclesbysubtractingcommercialvehiclesfromthetotal(highlyusefulgiventhelargedifferencesinfuelefficiency).Repeatingthemethodologyusedinthe2006inventory,thesenumbersweremultipliedby323insteadof365toobtainannualtotalVMTbecauseofthesignificantdropinBloomington’spopulationduringthesummer(whenmostIndianaUniversitystudentsleave).EmissionsfactorsobtainedfromtheEPA’swebsitewerethenmultipliedbyfuelefficiencyaveragesobtainedfromthemostrecentversionoftheFederalHighwayAdministration’sTableVM-1.TheVM-1(obtainedontheFHWAwebsite)listsaveragefuelefficiencyin2015forlight-dutyvehiclesas22.0milespergallonofmotorfuel,andthatforlarger
vehiclesas6.4milespergallonofmotorfuel16.DividingannualVMTforeachvehicletypebytheaveragefuelefficiencygivesanestimateofgallonsusedbyeachtypeofvehicle.Onanational 15Commercialvehicles,aspercommunicationwithGregoryKatteroftheINDOT,consistofFHWASchemeFClasses4-13.Thisincludesbuses,largetrucks,andallotheron-roadvehicleswithatleastsixtiresand/ormorethantwoaxles.Classes1-3(i.e.non-commercialvehiclesinthissense)consistofmotorcycles,four-wheeltwo-axlecars,vans,pick-uptrucks,andothervehicleshavingfourtiresandtwoaxles.ThisdistinctionisnearlysynonymouswiththedistinctioninFHWATableVM-1betweenlight-dutyvehicles(i.e.non-commercialvehicles)andothervehicles,savefortheexclusionofmotorcyclesinthelight-dutycategory.Admittingthisinconsistency,thisreporttreatsthesecategoriesassynonymousforthepurposeofdeterminingfuelefficiency.FormoreinformationonFHWAvehicleclassesseetheFHWAVehicleClassificationSchemeFReport.16Seehttps://www.fhwa.dot.gov/policyinformation/statistics/2015/vm1.cfm.AsstatedinFootnote15,thereisasmalldifferencebetweenthecategorizationusedbytheINDOTandthatusedintableVM-1inlistingfuelefficiency.
Image2:CarsonWestTappRoad
level,about22%ofmotorfuelsalesweredieselin2013(thelatestyearforwhichdataisavailable)17.AstheFHWAprovidesanaverageformotorfueloverall,itwaspossibletomultiplythetotalnumberofgallonsofmotorfuelconsumedbytheshareofdieselinordertoobtainthetotalamountofdieselsales.18Then,theemissionfactorsprovidedbytheEPAforgasoline,8.87kgCO2pergallon,anddiesel,10.21kgCO2pergallon,givesanestimatefortotalemissions.Theresultingemissionsarethensummedanddividedbyproportionofmilestraveledbyeachvehicletypetodivideemissionsbyvehicletype.
Foreachvehicletype(i.e.commercialornon-commercial):
Totalmilestraveled*1/averagefuelefficiency(i.e.milespergallon)=totalgallonsoffuelconsumed
Totalgallonsoffuelconsumed*.78*8.87kgCO2pergallonofgasoline=totalkgofCO2emittedfromgasoline
Totalgallonsoffuelconsumed*.22*10.21kgCO2pergallonofdiesel=totalkgofCO2emittedfromdiesel
TotalkgofCO2emittedfromgasoline+TotalkgofCO2emittedfromdiesel=totalCO2emissionsinkg(fromthatvehicletype)
Table 6: Vehicle emissions
Non-commercialvehicles CommercialvehiclesMilestraveledperdayin2015
719,421 45,163
Totalmilestraveledin2015
232,372,983 14,587,649
Gallonsofmotorfuelconsumed
10,562,408 2,279,320
Percentageoftotalgallonsoffuelused
82.25% 18.75%
Totalemissionsbyvehicletype(metrictonsCO2)
96,061 20,730
TheGPCalsoincludesoff-roadvehicleuse,suchastheuseofmechanizedfarmequipment,watervehicles,andlawnmowers,inin-boundarytransportation.GivenBloomington’sprimarilyurbancharacteristics,inadditiontothedifficultyofestimatingoff-roadvehicleuse,emissionsresultingfromthesevehicleswerenotincludedinthisinventory.
Scope 2 Scope2consistsofenergy(mainlyelectricity,butalsosteam,heat,cooling,etc.)obtainedfromthepowergrid(notgeneratedonsite).Emissionsgeneratedfromgrid-providedelectricityconsumedin2016were
17https://www.rita.dot.gov/bts/sites/rita.dot.gov.bts/files/publications/bts_fact_sheets/oct_2015/html/figure_03_text.html18Thisapproachadmittedlymakesseveralassumptions.ThenationalproportionofdieselsalesmaydifferfromthatinBloomington,andthiscalculationdoesnottakeintoaccountotherfuelsthatmaybeusedincars,suchascompressednaturalgasorelectricity.Furthermore,theproportionofdieselusedinheavy-dutyvehiclesandthatusedinlight-weightvehiclesdifferssignificantlybutisnotacknowledgedhere.However,giventhelikelysmallshareofelectriccarsinBloomington,andthefactthatthefuelefficiencyaveragesforbothtypesofvehiclesincludebothtypesoffuels,furtherdetailinthiscalculationwasdeemedunnecessary,especiallygiventheambiguityalreadypresentinVMTandcityfleetcomposition.
calculatedusingdataprovidedbyDukeEnergy,MonroeCounty’spredominantelectricalsupplier(supplyingnearlyeveryoneinthecityandmostpeopleinthecounty).ThedatafortheBloomingtonDistrict(whichincludesEllettsville)showedanaggregatetotalof1,346,720,346kilowatthoursconsumedin2016.
Thecarbonfootprintofelectricalpowervariessignificantlydependingonitssource.Furthermore,sincetheelectricityfurnishedbyproviderslikeDukecanbegeneratedatanynumberofregionalpowerplants(andnotjustthoseownedbytheproviderortheplantnearesttotheuser),itisnecessarytoobtainaregionalaverageforthecompositionofelectricitysources.
AccordingtotheEnergyInformationAdministration,inIndianathelargestsourceofelectricalpoweriscoal(currentlygeneratingabout70%ofelectricitybutfallinginshare)followedbyanincreasingshareofnaturalgas(currentlyatabout20%).Renewables(wind,solar,biomass,hydroelectric,andgeothermalenergy)makeupabout6%ofIndiana’stotalenergymix.19RegionalcarbonestimatescomefromtheEPA’seGRIDpublication.Here,theEPAdividestheU.S.intosubregionswithanaveragecarbonfootprintforeverykilowattofelectricityconsumedinthatregion;thisfootprinttakesintoaccountthemixofsourcesusedinanyoneregion.ThelatestversionofeGRID,theeGRID2014v2,givesthefollowingfootprintfortheRFCWregion,whichincludesIndiana20.
Table 7: Emissions factors for electricity-related emissions
Gasemitted CO2 CH4 N2OOriginalemissionsfactorprovided 1,380.9lb/MWh 150.2lb/GWh21 22.0lb/GWhEmissionsfactorinmetrictons 0.63metrictons/
MWh≈0.00metrictons/MWh22
≈0.00metrictons/MWh23
Usingtheseestimates,electricityuseandtheresultingemissionsarebrokendownbysectorsinTable8.
Table 8: Bloomington electricity usage, 2016**
Type of account Commercial Govt. Industrial Residential Unknown Totals
Kilowatt hours consumed
381,395,225 300,100,840 170,656,456 481,897,282 12,670,543 1,346,720,346
Metric tons of CO2 released
238,893 187,973 106,893 301,844 7,936 843,539
Metric tons of CH4 released
25.98 20.45 11.63 32.83 0.86 91.75
Metric tons of N2O released
3.81 2.99 1.70 4.81 0.13 13.44
Total sum of CO2-e 240,629 189,339 107,670 304,037 7,994 849,669**Sums of emissions do not add up because CH4 emissions and N2O emissions are shown in their original mass and not converted to CO2-equivalent until the final row.
19https://www.eia.gov/state/analysis.php?sid=IN20https://www.epa.gov/sites/production/files/2017-02/documents/egrid2014_summarytables_v2.pdf21Methaneandnitrousoxideemissionsaremuchlowerperunitofelectricityproducedthancarbondioxide;therefore,theconversionisgiveningigawatthours(equivalenttomillionsofkilowatthours)insteadofkilowatthours.22Moreprecisely,6.81x10-8metrictons23Moreprecisely,9.98x10-9metrictons
Figure 3: Emissions by sector of electricity usage
Scope 3 Scope3consistsofemissionstakingplaceoutsidecitylimitsbutproducedasaresultofthecity’sactivities(excludingelectricitygeneration).Thisincludesemissionsresultingfromwastedisposalandtreatment,lossesfromtransmissionanddistributionofenergy,andcity-relatedtransportationoccurringoutsidecitylimits(suchastripstoand/orfromthecity).
Waste Wasteproducts,bothresidentialandcommercial,compriseanothersignificantsourceofgreenhousegasemissions.Organicwasteinlandfillsdecomposesovertime,releasingmethane.Eventhoughmanylandfillsarenotlocatedwithincityboundaries,cityresidentsandbusinessesareultimatelythesourceoftheresultingemissions,andtheseemissionsarethusincludedinScope3.
TheGPCprovidesfortwowaysofcalculatingemissionscausedbywaste:firstorderofdecay(FOD),whichexaminesactualemissionsoveragivenyearfromwastedepositedovertime(aswastedecomposesslowlyandreleasesmethaneforseveralyearsafteritisdeposited),andmethanecommitment,whichestimatestheamountofmethanethatwilleventuallybereleasedfromwastedepositedduringagivenyear.WhileFODmethodsaremoreaccurateregardingactualemissionsinanygivenyear,methanecommitmentgivesabetterunderstandingofthelong-termimpactsofresidents’wastepatternswithinagivenyear.Becauseofthesedifferences,methanecommitmentwasselectedasthepreferredmethodforthisinventory.
DataforwasteproducedinBloomingtonwasdifficulttofind.Themunicipalgovernment,whichtrackswastecollected,providessanitationservicesforsingle-familyhomesandresidentialcomplexesofuptofourindividualunits.However,itdoesnotprovidecollectiontounitslargerthanthatnortocommercialestablishments.RepublicServices,aprivatecompany,servicesmuchoftheremainderofBloomingtonand
Emissionsbysectorofelectricityusage
Commercial Government Industrial Residenmal Unknown
MonroeCounty,excludingprivatehaulersthatmayhavecontractswithindividualcompanies.BothRepublicandtheCityofBloomington’sSanitationDepartmenttransporttheirwastetoSycamoreRidgeLandfillnearTerreHaute,Indianawherethewasteisweighedandrecordedbycountyoforigin.However,someRepublicpickuproutesinBloomington(andthatwouldthusberecordedasoriginatinginMonroeCounty)alsoenterothercounties,andtheresidentsofsurroundingcountiescandepositwasteinBloomingtoncollectioncenters.Assuch,thereisnowayofquantifyingwithcompleteaccuracytheamountofwastegeneratedinthecityofBloomington(orinMonroeCountyforthatmatter).ThereisaMonroeCountyLandfill,whichreportsitsemissionstotheEPA.However,thelandfillisclosedandhasnotacceptedwastesince2004;theemissionsreportedreflectonlywastethathasaccumulatedandbeendecomposingfrompreviousyears.Therefore,theseemissionsarenotincluded.
SincewastedataforMonroeCountyisnotperfectlyinlinewithcountyboundaries,somesimplificationisnecessary,andsomedegreeoferrorisinevitable.ItispossiblethatsomewastegeneratedinMonroeCountycouldalsoendupattributedtoothercounties,socalculationsusethedataforwastelistedasoriginatinginMonroeCounty,butfornoothercounty.Dataforwastebycountyoforigin,classifiedbytypeofwaste,canbeobtainedontheIndianaDepartmentofEnvironmentalManagement’sOfficeofLandQualitypage24.
AfewotherdestinationsbesidesSycamoreRidgeLandfillalsoreceivewastefromMonroeCounty,thoughinmuchsmalleramounts.Alllandfillsthatreceivedover1,000cumulativetonsofwastein2016wereincluded,yieldingSycamoreRidge,MedoraLandfillinMedora,Indiana,andSouthSideLandfillinIndianapolis,coveringover99.8%ofallthewasteproducedinMonroeCounty.Atotalof140,675tonsofmunicipalsolidwaste,4,390tonsofconstructionanddemolitiondebris,and20,753tonsofnon-municipal“other”waste(suchassolidresiduefromwastewatertreatmentorindustrialwaste)fromMonroeCountywasdepositedintheselandfillsin201625.
InformationforsolidwastecompositionwasestimatedbasedonastudyofIndianalandfillscarriedoutbyPurdue-CalumetUniversityin2012.Thisstudyexaminedlandfillsofdifferenttypes(urban,suburban,rural,andmixed).Thedatagivenforurban/suburbanlandfillswasusedhere,asMonroeCountywaste(thedataavailable)comesfromacombinationofurban,suburban,andruralresidences.Thestudybreaksdownwastebypercentagesformixedurban/suburbanlandfillsasfollows(notallcategoriesarelistedhere).2627
24http://www.in.gov/idem/landquality/2406.htm.2016.Specificallyseehttp://www.in.gov/idem/landquality/files/sw_quarterly_report_2016.txt25ThetonsprovidedbytheIDEMlandfillreportsareinshorttons;thesewereconvertedintometrictonsbeforecalculatingemissions.26http://www.in.gov/idem/recycle/files/msw_characterizarion_study.pdf27ItispossiblethatBloomington’swastepatternsdiffersignificantlyfromothercitiesinIndianaduetoitshighproportionofstudentresidents.However,thereisnodatatoaddressthis.
Image3:SycamoreRidgeLandfill
Table 9: Landfill composition in urban/suburban landfills in Indiana
Typeofmaterial AveragepercentageoftotallandfillPaper 29.63Plastic 15.95Metal 5.41Glass 3.37Yardwaste 8.0428Foodwaste 10.91Wood 6.27Textiles/leather 4.99Demolition/renovation/constructiondebris 3.80Fines/supermix 1.44
FormulastoestimateemissionsfromlandfillswereprovidedbytheGPCpublication.TheIPCC2006Guidelines(whichformthebasisformuchoftheGPC)statethatCO2emissionsfromorganicsolidwastearetypicallynotcountedastheyarepartofnaturalprocessesandrecordedunderAFOLU.Methane,however,isnotnaturallyreleasedinsuchlargeamountsfromdecompositionoforganicmatter.Tocalculatemethaneemissions,onemustfirstfindtheDegradableOrganicContent(DOC)ofthewastematter.ThisiscalculatedfromthecompositionofthewasteusingtheformulaprovidedbytheGPC.
DOC=(0.15×A)+(0.2×B)+(0.4×C)+(0.43×D)+(0.24×E)+(0.15×F)
A=FractionofsolidwastethatisfoodB=FractionofsolidwastethatisgardenwasteandotherplantdebrisC=FractionofsolidwastethatispaperD=FractionofsolidwastethatiswoodE=FractionofsolidwastethatistextilesF=Fractionofsolidwastethatisindustrialwaste
(Equation8.1fromGPC)
TheDOCisthenusedtocalculatethemethanegenerationpotential(L0).
L0=MCF×DOC×DOCF×F×16/12
MCF=methanecorrectionfactorbasedonlandfilltype(1.0formanagedlandfills)DOCF=fractionofDOCthatisultimatelydegraded(assumedtoequal0.6)F=fractionofmethaneinlandfillgas(usuallyshownas0.5)
(Equation8.4fromGPC)
Themethanegenerationpotentialthenisusedtocalculatethetotalamountofmethanegenerated,basedonthemassofwasteproduced(measuredhereinmetrictons).
CH4emissions(inmetrictons)=MSWX×L0×(1-frec)×(1-OX)
28AspercorrespondencewiththedirectorofBloomington’ssanitationprogram,Bloomington’sshareofyardwasteislowerthan7percentbecausemostisdivertedviatheyardwastecollectionandcompostingprogram;therefore,ashareof5percentwasassumed.
MSWX=massofsolidwastesenttolandfillinyearexamined(metrictons)frec=fractionofmethanerecoveredatthelandfill(flaredorenergyrecovered)OX=oxidationfactor(0.1forwell-managedlandfills)
(Equation8.3fromGPC)
ThestudybyPurdue-CalumetonlyexaminedMunicipalSolidWaste;therefore,thepercentageswerereadjustedtoaccountfortheothertypesofwaste(i.e.non-municipalsolidwaste,foundrywaste,etc.)collected.Theseothercategoriesofwastewereincludedunderindustrialwaste,whichwascalculatedasthesumofallcategoriesotherthanmunicipalsolidwasteplustheshareofmunicipalsolidwastethatwasconstruction-relateddebrisandfines/supermixwaste.ThisyieldsabreakdownoutlinedinTable10.
Table 10: Landfill composition adjusted for other categories of waste
Typeofmaterial ReadjustedpercentageofshareoftotallandfillFood 9.26Garden 4.24Paper 25.14Wood 5.32Textiles/leather 4.23Industrial* 4.45
Insertingthesepercentages(asfractions)intoEquation8.1yieldsthefollowingDOC:0.16.UsingthisDOCinEquation8.1,Equation8.4yieldsthefollowingmethanegenerationpotential:0.065.
Usingthismethanegenerationpotential,Equation8.3canbeusedtofindthetotalmassofmethaneemissions.BothSycamoreRidgeandSouthSidelandfillshaveagasextractionsystemwithanassumed75%collectionefficiency;MedoraLandfilldoesnot,asitisnotrequiredtobecauseofitslowertotalemissions.Assumingthateachlandfillhasthesamewastecomposition(apotentiallyproblematicassumption,butthebestonegiventhelimiteddata),insertingthevolumeofMonroeCountywastedepositedateachlandfillintoEquation8.3yieldsanaggregateestimateof2,918metrictonsofmethanereleasedforMonroeCounty.Assumingthatcountyresidentsproducethesameamountofwastepercapitaregardlessofwheretheylive,thisamountcanbescaledbytheshareofMonroeCounty’spopulationlivingwithinBloomingtonlimits.In2016,Bloomington’spopulationwasestimatedat84,067,or58%ofMonroeCounty’spopulationof145,49629.ScaleddowntoreflectBloomington’sproportionofthepopulation,weestimatethatBloomingtonproducesabout1,686metrictonsofmethanefromitswaste;expressedinCO2-equivalents,thisyields47,214metrictons.
Wastewatertreatmentisalsoasourceofemissions.However,Bloomingtonitselfhasnoheavyindustrythatwouldaddsignificantlytowastewateremissions,andemissionsresultingfromsewagetreatmentonlycontributeafractionofapercenttototalemissionsinmanyothercities;therefore,itwasdeemedunnecessarytoinvestigatethesefurther,especiallygiventhelimitedrangeofactionscitiescantakewithregardtosewage.
Natural gas distribution and transmission losses Emissionsresultingfromlossesandleaksinnaturalgastransmissionanddistributioncanbealessobviousbutsignificantsourceofemissions.TobestestimatetheamountofleakageassociatedwithBloomington’s
29https://www.census.gov/quickfacts/fact/table/monroecountyindiana,bloomingtoncityindiana#viewtop
gasusage,wedividedtheamountofleakageestimatedatanation-widelevelbytheamountoftotalnaturalgasconsumptionnationwide,thenappliedthisratiotoBloomington’stotalconsumption.The2015nationalEPAGreenhouseGasInventoryprovidestheseestimatesforbothmethane(alreadyinCO2-equivalent)andcarbondioxideleaked(giventhatnaturalgasconsistsprimarilyofmethanebutalsoothergases,includingcarbondioxide).30
Table 11: Emissions from natural gas leakage
Gas Methane CarbondioxideLeakagenationwidein2014inCO2-equivalent
176.1millionmetrictons 42.4millionmetrictons
Ratiotototalamountofnaturalgasconsumed
.00065metrictonspertherm .00016metrictonspertherm
RatiomultipliedbyBloomingtonconsumption
30,064metrictonsinCO2-equivalent
7,238metrictonsinCO2-equivalent
Thisyieldsatotalof37,302metrictonsofCO2-equivalentreleasedintotheatmospherebynaturalleakage.
Studiesbyvariousbodies,includingtheNationalAcademyofEngineering31andtheEnvironmentalDefenseFund32,estimatethattheEPAunderestimatesleakagebyafactorof1.5ifnotmore.WedecidedtoaveragetheestimateprovidedbytheEPA’smethodologyandthatbyotherstudies,thereforemultiplyingtheleakageemissionsby1.25.Thisyieldsanestimateof46,627metrictonsofCO2-equivalent.
Out-of-boundary transportation Scope3alsoincludescity-relatedtransportationoccurringoutsideofcitylimits.Suchtransportationwouldincluderoadtravelbycityresidentstootherlocations,airtravelbycityresidentsleavingorcomingtothecity,transportationofgoodstoorfromthecity,andothertypesofrelatedtravel,suchasfreight.Althoughthisaspectofthetransportationsectorwouldbeasignificantsourceofemissions,duetothecomplexcalculationsandhighlyimpreciseestimatesthatwouldbeinvolved,out-of-boundarytransportationisnotincludedinthisinventory.
Total greenhouse gas emissions in 2016 In2016,atotal1,375,237metrictonsofCO2-equivalentwereemittedinBloomington.Theseweredividedbyscopeandsourcetypeasfollows:
Table 12: Greenhouse gas emissions by scope
Emissions by scope (metric tons of carbon dioxide equivalent) Scope1 385,100Scope2 849,669Scope3 93,841
30https://www.epa.gov/sites/production/files/2016-04/documents/us-ghg-inventory-2016-main-text.pdf31https://www.nae.edu/Publications/Bridge/140630/140642.aspx32http://www.edf.org/sites/default/files/methane_studies_fact_sheet.pdf
Figure 4: Greenhouse gas emissions by scope
Table 13: Greenhouse gas emissions by type of source
Emissionsbysourcetype(inmetrictonsofcarbondioxideequivalent)
Grid-suppliedelectricity* 849,669Naturalgas(combustion+leakage)* 340,663On-sitegeneration* 20,900Transportation 116,790Waste 47,214*Emissionsfromgrid-suppliedelectricity,naturalgasusageandleakage,andotheron-siteenergygenerationallcounttowardthestationarycombustionsectorbutfallunderdifferentscopes.
Figure 5: Greenhouse gas emissions by type of source
Emissionsbyscope
Scope1 Scope2 Scope3
Grid-suppliedelectricity
Naturalgas
On-sitegenera4onTransporta4on
Waste
EMISSIONSBYSOURCETYPE(METRICTONSOFCARBONDIOXIDEEQUIVALENTS)
Discussion Oneofthemostimportantpurposesgreenhousegasinventoriescanserveiscomparisonacrossdifferentyearstotrackimprovementsandtrends.Apartialgreenhousegasinventorywasreleasedbythecity’sEnvironmentalCommissionin2009usingdatafrom2006,andamorerecentonewasreleasedin2014aspartofthecity’sEnvironmentalActionPlan.Thisupdated2016reportseekstobuildoffthepreviousreportsandunderstandtrendstakingplaceandareasforimprovement.
Oneissuecomplicatingcomparisonbetweenthetwoinventoriesisinconsistenciesindatacollectionanddifferentmethodologies.Whenthe2006inventorywasdeveloped,theEnvironmentalCommissionhadaccesstosoftwareprovidedbyICLEI,whichgreatlyfacilitatedcalculations,butalsomadethesourceanduseofemissionsfactorslesstransparent;incontrast,whenthecurrentinventorywaswritten,themunicipalgovernmenthadnoaccesstothesamesoftware(asthelicensewasnotrenewed),andthushadtousemethodologiesandemissionsfactorsprovidedbytheGPC,EPA,andadoptedfromothercities’inventories.AssumingthattheICLEIsoftwareitselfandtheresearchersdevelopingthe2016inventorylargelyreliedonthesamesources(EPA,nationalaverages,IPCC,etc.),itisunlikelythatthisdifferencewouldresultinlargediscrepancies,butitisimportanttomakenoteofnonetheless.
Second,the2006inventorydoesnothavecompletedataforallsectors,causingsignificantunderestimation.Inothersectors,thenumbersprovidedbythe2006reportdiffersignificantlyfromthenumbersfor2006consumptioninthedatausedtocompilethecurrentinventory(thatis,thedatawewereablefor2006duringthepresentinventoryeffortdidn’tmatchthenumbersincludedinthe2006inventory).Theseissuesareaddressedandcorrectedwhentheyappearinthisdiscussion.
Energy The2006reportdoesnotdivideenergy-relatedemissionsbytype(grid-suppliedvs.stationaryenergy),dividingtheminsteadbysector.Becauseofthat,itiseasiertoaggregateenergy-relatedemissionsforbothyearsandcomparethem.Theaggregatefromthe2006reportforemissionsfromenergyusageacrossallsectorsis588,853metrictonsofCO2-equivalent;incomparison,thecurrentreportfound1,164,605metrictonsofCO2-equivalent.However,the2006inventoryonlyconsideredcertainsectorsandthereforesignificantlyunderestimatedtotalBloomingtonemissions.
AccordingtothespreadsheetsusedforthecurrentreportprovidedbyVectrenandDuke,totalenergyusagein2008consistedof41,973,045thermsofnaturalgasand1,517,734,078kilowatt-hoursofelectricityin2008(2008wasusedforbothtypesofenergybecausetheDukeEnergyspreadsheetonlygoesbackto2008).Convertingalltokilowatt-hoursasdoneinthe2006report(usingtheconversionfactorof1therm=29.3001kilowatt-hours),thisyields2,747,548,487kilowatt-hoursofenergyin2008.In2016,thesamespreadsheetsshow46,591,522thermsofnaturalgasand1,346,720,346kilowatt-hoursofelectricityconsumed,oratotal2,711,856,600kilowatt-hoursofenergyconsumed.Thisisactuallya1.3%decreaseintotalenergyusagefrom2008to2016.Itishighlyunlikelythatenergyusedoubledbetween2006and2008andthendecreasedby1.3%;whatismorelikelyisthatthe2006inventoryexcludedcertainusersandtypesofuseinBloomington.The2006inventorylistsenergyusagefromthreedifferentsectors:residential,commercial,andindustrial.However,theinformationprovidedbyDukeEnergyandVectrendividesBloomingtonenergyuseintofivetosixsectors:residential,commercial,industrial,government,andunknown(i.e.unknownorunspecifiedusers,whichuseanextremelysmallshareofBloomington’selectricity,wellundertwopercent)forDuke,andresidential,commercial,industrial,transportation(bulksales),andcompanyuseforVectren.
Toverifythatthe2006inventorydoesexcludecertainsectors(anddoesnotjustsubsumethemunderothers),wecomparedtheusagenumbersforthesectorslistedinthe2006reporttothenumbersforthosesectorsinthespreadsheetsused.SinceonlytheVectrenspreadsheetgoesbackto2006,andsincethe2006inventorydividesenergyusebysourcefuel(i.e.coalornaturalgas)andnotprovider(i.e.DukeorVectren),itisimpossibletojustcheckwhetherthenaturalgasnumbersmatch(asnaturalgasisnotsolelyprovidedbyVectrenbutalsocontributestoelectricitygenerationthroughDuke).Therefore,2008energyusageinthesethreesectorswascombinedtocomparewiththesectorslistedinthe2006inventory(whileVectrendidprovidedatabackto2006,Dukeprovidedbackto2008,andforthesakeofconsistency2008wasusedforbothsectors).Bloomington’senergyusageacrossthecommercial,residential,andindustrialsectorsin2008totaled2,040,299,376kilowatt-hours;thesumofenergyuseacrossthesectorsgiveninthe2006inventoryequals1,875,338,987kilowatt-hours.Thisisonlyan8%difference,suggestingthatthe2006inventoryonlytookthesethreesectorsintoaccountanddidnotincludeotheronesinitscalculations.Assuch,totalenergyusage(acrossallsectorsprovidedbybothVectrenandDuke)in2008,2,747,548,487kilowatt-hours,islikelymuchmorereflectiveoftotalenergyusagein2006thanthenumbersprovidedinthe2006inventoryitself.Consequently,totalenergy-relatedemissionsfor2008areamuchbetterbaselineforcomparison.Thesecanbecalculatedusingemissionsfactorsfornaturalgasandregionalelectricityproduction(thelatterobtainedfromtheeGRIDspreadsheet).Asthemake-upofsourcesusedtogenerateelectricitychangesovertime(withcoal,forinstance,beingslowlyreplacedbynaturalgas),eGRIDprovidesupdateddataeveryfewyears.Themostaccurateemissionsfactorsfor2008canbefoundoneGRID’spublicationfortheyear2007.Usingtheemissionsfactorsprovidedinthisedition(plusemissionsfactorsfornaturalgasusage),wegetatotal1,296,798metrictonsofCO2-equivalentsemittedin2008fromenergyusage.Comparingthesetwoyears,weseea10%REDUCTIONinenergy-relatedemissions.Thisreduction,however,islikelyhigherifthechangeincoalconsumptionbyIndianaUniversityistakenintoaccount;IndianaUniversityhasincreasinglyusednaturalgasinplaceofcoaltopoweritsCentralHeatingPlant.However,sincethe2016dataincludesboththecoal(whichdecreased)andnaturalgas(whichincreased)usedbyIU,whilethe2008dataonlyincludesthenaturalgasused,thedatashowsanincreaseinnaturalgas-relatedemissionswithoutshowingthecorrespondingdecreaseincoal-relatedones(coalusagedataforIUisnotavailablebefore2009).Assuch,thereductionofenergy-relatedemissionsisalmostcertainlyhigherthan10%.
Transportation Anothersectorwithsignificantdiscrepanciesbetweenthetwoyearsistransportation.Boththe2006and2016inventoriesuseVMTestimatesprovidedbytheIndianaDepartmentofTransportation.However,thenumbersreportedforBloomingtonVMTinthe2006reportdonotalignwiththosefor2006inthespreadsheetusedforthecurrentinventory.ThewayVMTismeasuredinIndianawasupdatedin200933,makingitdifficulttocomparecurrentdatawithdataavailableinyearsbefore2009.Thespreadsheetusedtocreatethisreportgoesbackto2006,sothecurrentspreadsheetcanbeusedinlieuofthedatafromthe2006reporttounderstandanychange.
TheVMTspreadsheetusedforthecurrentreportliststotaldailyVMTbycounty,dividingVMTintostateroadsandcityand/orcountyroads.In2011,theINDOTstarteddividingcityandcountyroads,andsince2012alsoprovidesthetotalcommercialvehiclemilestraveledasasubsetoftotalvehiclemilestraveled.TheINDOT-provided2016VMToncityroadsinMonroeCounty;BloomingtonVMTforthatyearcouldthenbeusedtoapproximatethatforpreviousyearsbydividingBloomingtonVMTbytotalcityroadVMTorMonroeCountyVMT.Doingso,wefounddailyBloomingtonVMTin2006tobe746,064,or240,978,672inannualVMT(ifdailyVMTismultipliedby323,asdoneearlierinthisreport).2016dailyVMTinBloomingtonwas
33AspercorrespondencewithGregoryKatteroftheINDOT.
764,923,givinganannualVMTof247,070,129.Thisislessthanathree-percentchange;furthermore,dailyVMToscillatessomewhatbyyear,andtheredoesnotseemeitheranupwardordownwardtrend.Saveforsmallimprovementsinfuelefficiency,thisdoesnotseemtobeasectorwhereemissionshave(orshouldbeexpectedtohave)changedmuch.
AccordingtostatisticspublishedbytheBureauofTransportationStatistics34andtheEnergyInformationAdministration35,averagefueleconomyofvehiclesin2006was20.4milespergallonforlight-dutyvehiclesand5.9mpgforheavy-dutytrucks.Assumingthatvehiclefleetcomposition(i.e.proportionoflight-dutyandheavy-dutyvehicles)inBloomingtonhasremainedconstantoverthepastdecade,usingthesamemethodaswhenestimating2016emissions36,weestimateatotalof123,977metrictonsofCO2-equivalentsfromtransportationin2006,comparedto116,791metrictonsin2016.Thisisabouta6%decrease.
Solid waste Emissionsresultingfromsolidwastemanagementareremarkablysimilarbetweenthetworeports,showinglessthanasevenpercentincrease.Thisissurprisingbecausethe2016reporttakesintoaccounttheemissionsreductionsresultingfromtheimplementationofthemethane-capturingsystematSycamoreRidgeLandfill.MonroeCountygeneratedatotalof146,126shorttons(U.S.tons)ofsolidwastein2006(asperthe2006inventory),andatotalof140,675tonsin2016.However,giventhatamethane-capturingsystemwasinstalledstartingin2008andiscurrentlyactive,methaneemissions(andthusoverallgreenhousegasemissions)shouldbemuchlower.ItislikelythatthecalculationscarriedoutbytheICLEIsoftwareforthe2006inventoryresultedinanunderestimationofcarbonemissionsforthatyear(furthermore,astheequationsusedinthe2006reportarenotprovidedexplicitly,itisimpossibletofindtheexactsourceofthediscrepancy).Thesimilaritybetweenthetwonumbersshouldnotbereadasreflectiveoftheactualchangeinemissions,asitisalmostcertainthatgreenhousegasemissionsfromBloomington’ssolidwastedisposalhavedecreasedsignificantly.Whilethe2016inventorydoesnottakeintoaccountthecarbondioxideresultingfromflaringlandfillgas,theresultingemissionsshouldnonethelessbemuchlowerthanbeforeflaring,giventhedifferencesinglobalwarmingpotentialbetweencarbondioxideandmethane.Furthermore,whilethe2016inventorydoesnotaccountforthetransportationofwastetolandfillsnorforemissionofanygreenhousegasotherthanmethaneresultingfromlandfillgasleakage,neitherdoesthe2006inventory.
Inthissituation,amuchbetterwayofcalculatingreductionsinwaste-relatedemissionsisbyestimatingtheexpectedreductionduetothecollectionsystem.Wecancalculatearoughestimateoftheexpectedreductionsinwaste-relatedemissionsmakingthefollowingassumptions**:
• A75%collectionefficiencyoftheinstalledlandfillgascollectionsystem• Wastestreamcompositionhasnotchangedmuchsince2006• A1-to-1methane-carbondioxideconversionratioonthemolecularlevel(asperthe
methanecombustionequationCH4+2O2àCO2+2H2O)• Completecombustionofmethaneflared
**Theseassumptions,particularlythelattertwo,areadmittedlyveryoversimplified;therearelikelymanymorechemicalreactionsinvolved,andcompletecombustionisahighlyunlikelyassumption.However,giventheinformationandresources
34https://www.rita.dot.gov/bts/sites/rita.dot.gov.bts/files/publications/national_transportation_statistics/html/table_04_23.html35https://www.eia.gov/totalenergy/data/annual/showtext.php?t=ptb020836Theshareofdieselandgasolinevehicleswasthesamein2006asin2013,themostrecentyearforwhichdataisavailable.
available,itwasdecidedthatthiscalculationwouldstillyieldamuchbetterestimateofemissionsreductionsthancomparisonofthetworeports.
Emissionreductionestimationmethodology:
2006:100%(amountoflandfillgasemittedasmethane)*16.04grams(massofonemoleofmethane)*28(globalwarmingpotentialofmethane)=449.12gramsofCO2-equivalentfromonemoleofmethaneproducedinthe
landfill
2016:[25%(amountoflandfillgasemittedasmethane)*16.04grams(massofonemoleofmethane)*28(globalwarmingpotentialofmethane)+75%*44.01grams(massofonemoleofcarbondioxide)*1(globalwarmingpotentialofcarbondioxide)]*.90(percentageofwastegoingtoSycamoreRidgeandSouthSideLandfill,bothofwhichhavemethanecapturesystems)+100%(amountoflandfillgasemittedasmethane)*16.04grams(massofonemoleofmethane)*28(globalwarmingpotentialofmethane)*.10(percentageofwastegoingtoMedoraLandfill,whichdoesnothaveamethanecapturesystem)=175.67gramsofCO2-equivalentfromonemoleof
methaneproducedinthelandfill,aftertheinstallationofthemethanecollectionsystem
Percentchangefrom2006to2016:(175.67–449.12)/449.12=-0.61;a61%decrease
Usingthisestimateddecrease,wecanretroactivelycalculatewaste-relatedemissionsfrom2006:
47,214metrictonsofCO2-equivalent(2016emissions)/(1-.61)(amountofthedecrease)=120,708metrictonsofCO2-equivalentemittedfromsolidwastedisposalin2006
Natural gas leakage Although,incomparisontootherareas,leakagefromnaturalgassystemsisanareaoverwhichBloomingtonhasmuchlesscontrol,comparisonacrossyearsisstillusefulforthepurposesofviewingtotalemissionreductions.The2016EPANationalGreenhouseGasInventory,documentingemissionsfrom1990to2014,doesnotexplicitlyaddressleakagein2006,butitdoesfor2005;2005emissionswerechosenheretoapproximate2006emissions.Themostupdatedversionoftheinventoryestimatesemissionsfromnaturalgassystemsleakagein2005at177.3millionmetrictonsofCO2-eofmethaneand30.1millionmetrictonsofCO2.DividedbytotalU.S.consumptionin2005,22,014,434millioncubicfeet,thisyieldsaratioof.00078metrictonsofCO2-eofmethaneperthermofnaturalgasconsumedand.00013metrictonsofCO2perthermofnaturalgas.MultipliedbyBloomingtonusage,thisyieldsatotalof32,825.45metrictonsofCO2-equivalent.Multipliedbythe1.25factortoaccountforpossibleEPAunderestimation,wegetanestimateof41,032metrictonsofCO2-equivalentsemittedfromtransmissionanddistributionlossesfromnaturalgassystemsin2005.Thisshowsa14%increaseinindirectemissionsfromnaturalgasusagebetween2005and2016.
Overall change in emissions Bloomington’stotalestimatedemissionsin2006are1,582,515metrictonsofCO2-equivalent;in2016emissionswereestimatedat1,375,237metrictons.Thisshowsa13%decreaseingreenhousegasemissionsfrom2006to2016,withemissionsfallinginallareasexceptintransmissionanddistributionofnaturalgas,wheretherewasasmallincrease.Thereasonsforthisfallinemissionsarenumerousanddiscussedbelow.
Table 14: Bloomington emissions in 2006 and 2016
Year 2006 2016Energy 1,296,798 1,164,605
Transportation 123,977 116,791
Solidwaste 120,708 47,214
Naturalgasleakage 41,032 46,627
Total 1,582,515 1,375,237
Figure 6: Bloomington emissions in 2006 and 2016
Table 15: Yearly greenhouse gas emissions per capita (in metric tons CO2-equivalent)**
Year 2006 2016
Emissions(metrictons) 20.05 16.36
**Seesectionbelowtitled“EfficiencyImprovements”forexplanationofhowpopulationwascalculated
0
200000
400000
600000
800000
1000000
1200000
1400000
1600000
1800000
energy transportamon solidwaste naturalgasleakage total
Metricto
nsofcarbo
ndioxideeq
uivalentemissions
Sectors
Greenhousegasemissionsin2006and2016bysector
2006 2016
Figure 7: Greenhouse gas emissions per capita
Change in energy mix ThedecreaseinBloomington’senergy-relatedemissionsfollowsthenationaltrend.AccordingtoEIAreports,U.S.carbondioxideemissionsrelatedtoenergydropped12%between2005and2015.37Thislargelyhastodowiththedecreaseduseofcoalandincreaseduseofnaturalgas,amuchlesscarbon-intensivefuel,inelectricgeneration.ThischangeisreflectedinthedifferenceinemissionsfactorsprovidedintheeGRID’s2007and2014editions:eGRID’seditionfor2007emissionsgivesanemissionsfactorof1,559.94poundsofCO2-equivalentpermegawatt-hourconsumedofelectricityintheRFCWestRegion(whereIndianaislocated),whilethatfor2014givesanemissionsfactorof1390.9poundsofCO2-equivalentpermegawatt-hourofelectricity,showingan11%dropinoverallemissionsperunitofelectricityconsumed(interestingly,methaneemissionsperunitofelectricityconsumedexperiencedasignificantrisebetweenthesetwoyears,likelyaresultoftheincreaseduseofnaturalgasforelectricityproduction).InBloomingtonspecifically,asstatedabove,IndianaUniversityhasincreasinglyusednaturalgasinsteadofcoalforitsCentralHeatingPlantduetoitscurrentlylowerprice,contributingtoadropinemissions.
Efficiency improvements AnotherfactorcontributingtodecreasesinemissionsbothinBloomingtonandnationwideliesinenergyefficiencyimprovements.Between2008and2016,Bloomington’spopulationincreasedbyaboutsixpercent38;however,consumptionofpurchasedelectricityduringthesametimedecreasedby11%.Assuch,therehasbeenadecreaseinenergyconsumptionpercapitainBloomington.Theclearestdecreaseinenergyusehasbeenthemunicipalgovernment,whichhaspursuedenergy-savingpoliciesofvarioustypes,includinginstallationofLEDlights,motionsensors,andHVACupgradesinitsbuildings.Overall,municipalelectricityusehasdecreasedby19%between2008and2016.Theresidentialsectorhasalsoseensomedecreasesinelectricityconsumption,withconsumptionnearly10%lowerin2016thanin2008,thoughthereislessconsistentofatrend.Inparticular,theMonroeCountyEnergyChallenge,initiallystartedaspartofanationalcompetition,hasactivelyworkedtopromoteenergyefficiencyinBloomington,spreadingawarenessofitsimportanceandconductingfreeenergyassessmentsandhomeweatherizationvisits,amongotherthings. 37https://www.eia.gov/todayinenergy/detail.php?id=26152#38Bloomington’spopulationchangewasestimatedbymultiplyingMonroeCounty’s2006population(availableintheU.S.CensusBureau’sintercensaltables)bythepercentageofMonroeCounty’sresidentslivinginBloomingtonin2006(providedinthe2006inventory),thencomparingthattothe2016population.
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Tosomeextent,theseimprovementsreflectnationwideimprovementsinenergyefficiencyinvariousareas.Whileimprovementsinsomeareas,suchasadoptionofcertainindustrialtechnologies,havebeenextremelysmall,otherareashaveseensignificantimprovements.Boththemunicipalandresidentialsectorshaveseendecreasesinenergyuse(withthemunicipalsectorinparticularseeingbigimprovements).Togetherwithchangesinhowelectricityisproduced,theseefficiencygainshavecontributedtoa14%decreaseingreenhousegasemissionsperdollarofGDPbetween2006and2014andasimilardecreaseinemissionspercapitaduringthesameperiod39.
Figure 8: Bloomington electricity usage
**Notethatthey-axisdoesnotextendtozero,sothedownwardtrendmayseemgreaterthanitactuallyis.
Thisdownwardtrendisstatisticallysignificant,withat-valueof2.75(surpassingthecriticalvalue2.365).
Fuel efficiency improvements WhileimprovementsinaveragefuelefficiencydidhaveaneffectonBloomington’stransportation-relatedemissions,thisimprovementwasmuchsmallerthanthatseeninothersectors:ameresixpercent.Whilefuelefficiencystandardshavesteadilyincreasedfornewcarmodels(surpassing50mpginthe2025modelyear),
39https://www.epa.gov/climate-indicators/climate-change-indicators-us-greenhouse-gas-emissions
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Image5:TheEnergyBus,ajointinitiativeoftheMonroeCountyEnergyChallengeandSouth-CentralCommunityActionProgram
theseresultinaslowerdecreaseinemissionsdueto(asistobeexpected)slowerautomobilereplacementrates.
Methane capture Thesectorthatexperiencedthelargestdecreaseinemissionswasthesolidwastesector,witha68%decreasesimplyduetotheinstallationofalandfillgasextractionsystematSycamoreRidgeLandfill.WhilenotBloomington’slargestemittingsector,thissectordoesdemonstratethatsomesimple(oratleaststraightforward,albeitexpensive)stepscanhavesignificantimpactsindecreasingemissions.
Comparison to targets Whileinitselfanencouragingfinding,Bloomington’sreductioninemissionsshouldbecomparedtobroaderemissionstargetsandgoalstojudgeitsperformance.The2006reportsetemissionsgoalsfortheyear2012,inlinewiththeU.S.Mayors’ClimateProtectionAgreement,basedonretroactivelycalculated1990emissions.Duetothequestionablevalidityofthe1990estimates,performanceintermsofthisgoal(a7%reductioninemissionsby2012using1990asabaseline)isnotassessedhere;instead,nationaltargetsformorerecentyearsareused.
In2011,theU.S.setapreliminarygoal(inconformitywithanticipatedlegislation)ofreducingeconomy-wideemissionsby17%from2005levelsby202040.InpreparationfortheParisAgreement,itsetanintendednationallydeterminedcontribution(INDC)ofreducingemissionsby26-28%by2025,againusing2005asabaseline41.Boththeseproposalsdesignedtoalignwiththewidelyagreed-upongoalofreducinggreenhousegasemissionsby80%from2000levelsby2050.Thislong-termgoal,accordingtowidespreadscientificconsensususedtoinformtheParistalks,wouldresultina50%chanceofpreventingaverageglobaltemperaturesfromrisingmorethan2°C(3.6°F)anda67%changeofpreventingariseofmorethan3°C42.
Bloomingtonhastakenstepstomeetthesegoals,butcouldmakeamuchmoresignificantcommitment.Whiletherearemoderateyearlyfluctuationsinemissionsduetodifferencesinweatherfromyeartoyear,therehasbeenageneraldownwardtrend,largelyasaresultofefficiencyimprovementsanddecreasedrelianceoncoal,asdiscussedabove–bothareaswherethecommunityhasonlylimitedimpact.Soalthoughthesefindingsareencouraging,theyshouldnotbereceivedwithcomplacency.
Globally,emissionreductiongoalshavefailednumeroustimesinthepast(makingsubsequentgoalsincreasinglyurgent).Furthermore,eventhe80%reductiongoalfor2050leavesasignificantrisk(50%)oftemperaturesincreasingbymorethan2°C,widelyconsideredathreshold,thesurpassingofwhichcanleadtofar-reachingandcatastrophicchangesinweatherpatternsandsea-levelrise,amongotherthings.Evenlessthana2°Cchangeisconsidereddangerousinmanyestimations;the1°Cincreasethatwehaveexperiencedsincepre-industriallevelshasalreadyresultedinsignificantconsequencesformanyecosystemsandmillionsofpeoplearoundtheworld.Itisworthwhiletomentionthat,whileemissionspercapitaintheU.S.(andspecificallyinBloomington)havebeendecreasing,theyarestillmuchhigherthanthoseinmanyotherindustrializedcountries.U.S.percapitaemissionsin2013wereapproximately16.4metrictonsofcarbondioxideperyear(slightlyhigherthantheBloomingtonlevel),incomparisonto9.2inGermanyand7.1intheU.K.Furthermore,itisimportanttonotethatmuchoftheemissionsreductionachievedinBloomingtonisduetothereplacementofcoalwithnaturalgasinresponsetomarketprices.Ifpricesrevert(anadmittedlyunlikelyscenario),thisprogresscouldstagnateorbereversed. 40http://unfccc.int/resource/docs/2011/sb/eng/inf01r01.pdf41http://www.wri.org/blog/2015/04/us-climate-commitment-should-spur-other-countries-act42http://www.ucsusa.org/sites/default/files/legacy/assets/documents/global_warming/emissions-target-fact-sheet.pdf
Whendiscussingemissionsreductions,itisimportanttoacknowledgeemissionsunaccountedforinofficialinventoriesbutoverwhichcityresidentsstillhaveinfluence.Many(ifnotmost)goodsandservicesconsumedintheBloomingtonareaoriginateelsewhere,andasaresultmanyoftheemissionsassociatedwiththeirproductionandprovisionarenotaccountedforinthisinventory,althoughBloomingtonresidentsdobenefitfromtheirconsumption.Asstatedintheinventory’sintroduction,compilingaconsumption-basedemissionsinventorywasoutsideofthepurviewandscopeofthisproject(whichdoesnot,ofcourse,excludethepossibilityofsuchaprojectbeingdoneinthefuture).However,ifcarriedout,itwouldlikelyshowamuchhighertotalforgreenhousegasemissions,asitwouldexposethehighdegreeofemissionsassociatedwithmanygeographicallyseparatedproductionchains.Nonetheless,residentscanstilltakeindividualandcollectivestepstoreducethistypeofconsumption-relatedemission,including(butnotlimitedto)reducingmeatconsumption,reducingfoodwaste,andlimitingpurchasesofgoodsknowntobeassociatedwithhighlevelsofdeforestation(suchasproductscontainingpalmoil).
Whilethepurposeofthisinventoryisnottoprescribeaplanofaction,thetrendsitpresentscanbeusedasthefoundationforabroadercommunityplanningefforttodirectlocalactionandcontributetoglobaleffortslongintothefuture.