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We have developed a GIS-based method to model the magnitude and spatial distribution of hydrogen demand based on exogenously-derived market penetration rates and population data. This approach is applied to a study of the state of Ohio, but can be applied to any region of interest. Our methodology is based upon population density, which is mapped at the census-block level and used to calculate hydrogen demand density based on per-capita vehicle ownership, projections for daily hydrogen use per vehicle, and market penetration levels or profiles. Various methods (including buffers and thresholds) are used to identify and aggregate high demand density areas into demand clusters, since only those areas with sufficient hydrogen demand are assumed to be viable locations for refueling stations. The resulting demand clusters (or demand centers) represent the potential areas in which investment in hydrogen infrastructure may be warranted and can be fed into a supply infrastructure model. Sensitivity analyses were conducted to test the impact on hydrogen demand of different market penetration levels, thresholds, and buffer sizes. (i.e. different scenarios) The results allow one to examine the tradeoff between meeting hydrogen demand and the associated projected infrastructure costs. Although this demand model contains many simplifying assumptions, it provides a means for identifying potentially viable locations for hydrogen infrastructure investment at various scenarios. 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LiuPaul CanniffBob AtkinsonGLENNRADoug Martin Lisa Maki John WoodCraig A. FiebigTawni ChristensenMelissaSWyatt Bardouille-WolfeRobert J. BachMahbubul Alam AliJoe UserLinn ComptonMichael CockrillCarmen AlmodovarChris NelderBettijean CollinsFrumkin L. Wibble Scott Bradley Sue PutnamarfarfStephen HirschRichard A. HarringtonDavid GonzalezDickbMike Mathieu Mike ConteAndrew KwatinetzDean HachamovitchMicrosoft Corp.Stanton Reed KochRalf Harteneck Jeff WittLarry TsengRussell JohnsonZippyRussell Williams Craig SymondsKazushige YoshidaDavid Edward GonzalezgreglePeter Sugarman Paul SchusterCraig FleischmanCharlie PetersonKathryn McMillanSMSEric JohnsonPamela JohnstonMike SchackwitzRalph G. Barton, Jr.Gillian Austin Clarissa RoweMartha MaroneyChristopher J. FloresrobbiewVisual Basic Marketing Kirby Lullairwin Mark LevensonTamara HumrichDave Fred MagnottaSandy Thompson Deloitte6L. T. VaughnPhil HermannMary ShannonAndy LockeyPatrickBuddenbaum Paul Ellis Esther Hansen Hank WargDrew Peters Betsy KimAnnette Wilson SkinnerPhillaSteve Crandall Ernie LouDianna West Jose ColonColette Thibodeaucolettet George SymulaDigital Equipment CorporationMike OldhamKymra CarruthersMS_User Renee DunnjhowardErin CoxChris CarperLori Merrick Joe Powell Glenn TinsethVexelman, ElizabethNoticias NCR David CarplukMike DohertyElizabeth Corleyncr corporationSchemanske, JeffAT&T GIS AssociateSASCraig DruryScott AndersonHelen HardenberghSelect-VertragJörg RückerrousseauGerhard Tauschlschnebel Martina UnruhmackeCorporate Microcomputing DeptLee H. EvansStephanie Lizotte All EmployeesR.K.T.Michael RobersonCheryl WiebeKPMGRonald S. HollenbeckKris HockerAnyMichelle L. PuleioDavid C. OlsonGeoff MartinManagement ConsultantElizabeth SmithB@WCTGDebra LiebermanGary BenedettiMary DudleyChristian VesciaAuthorized Gateway CustomerJoe Gabriellarry concannonMatt H BirknerKimberly MagerRobert J. LongDave WiedmerMark S. Rubacky Denise ConleyAimtechopPenny OrwickHenry C. Smith II Ian BakerP. Rinnemoi Ann C. DiBonaLarry Engel@110Joe RobisonLarry Engel@110/bJoe RobisonJoel Singer_00Ûå_Crista JohnsonJoel SingerStanton Reed Koch marc wandschneider Steve FluegelRobert CapeDavid ByrneRobert CapeJ0ÿ5Ü hJoe RobisonNancy McSharrySolveig Whittle Perry LeeG Unknown Steven Lees john burkeAndrew SolomonJoel Singerç1600Ûå_#Larry Engel_00marc wandschneiderÕ09EÜ/K99báAmado D. Villescas069b=1i069bác PSabina Nawaz Sabina NawazMike Conte d_Ralf Harteneck Larry Engel-110@IlanCFrederick F. Freeland Jr.Lynn A. EdmarkLarry EngelAndrew Solomon %áT9Craig NewfieldRob Sweeney Paul MargolisMarcamLee Geishecker Ken Ledee$MARCAM Finance & Operations DivisionMARCAM Bill Shaw Rich Reich Thomas Ebling Brian MaguireMarcam Corporation Philip HenleyEdward PatienceGeorge Chamberlain Dave SteinRoy SuthersWayne WillisCharles GillDale McConnellMarcam Canada CorporationMike EhrenbergSuzanne Papuga Kara MossGary Willis Marcam Marcam Beth CailJanet Lee CaslerRichard Howells Marcam CanadaSteve LifshatzJames M. CretneyHeidi PasternakDavid M. StonerGateway 2000 Licensed User.Susan M. LaPlante-DubeScott GrantBrock HotalingBill FarranJim CollinsGary Davies Tim TylerSIPSElaine BorellisBrock Hotaling Ian FinleySusan J. Connor Tom EblingCraig McKayCOMPAQ DirectPlus Customer Ken LedeenDiane Tormey John CampbellJohn H. ShawCharles HyleMarcam BeneluxHilde Berckmansmarcam Ferry SukardiOECCCSDJimWilliam K. ThomasManagement ConsultingDavid OppenheimBSGBarret W. Hildebrandx Susan J. Connor Loaner1.pcCorporate MicroComp. 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KimmelEuropean Deployment Center chris chinChris HolmesACCOUNTS DEPARTMENT - HO Student 6Common Development TeamGraeme SmithSteve HangenDonna KnappSystems DeploymentRhonda A Diekhoff susanne ertle donna landingAnjeanette SteeleVangie JimenezAsia/Pacific China ConsultingMargaret WalkerWal-Mart Global Support TeamRegional Office Yu, EmilyRenee A. Bresler Tom MaierSandra F. Miles Patrick Lo Albert LeeCSSD4kwongMBLJonathan MilfordAccounting DepartmentdsfPSDFrank Arthur GouldRobert D. RosemanGHMGeorge SchneiderSteve ChenowethScott Campbell Richard Rutan MikeC....Kaj ChristiansenTerence J Blevins!AT&T GLOBAL INFORMATION SOLUTIONS Liem LeongAl Meyer Hai X. Nguyen Dennis ParkerTom Quintavalle Cynthia KrihaKaye Stacey John HallBill SmuzokAndrew ScottDenise JacksonCindy ClendenenJoy M KellerBrent KostiwJohn AckermannDennis Roberson Pat TaddeiGeoff SwopeadsfaIan M. RogerStiven Farquhar Stiv FarquharJ. HendersonVince ParryRDM Corporation Vicki Lant Charlie Rohan David SharmanJim Morrisonanita Sam GraggTom SherrardKathleen M. Moore Duncan Harvey Maggie WalkerMS Provided Copy (of 10)Local Area Networkghhjghj NCR ASSOCIATEp%öcëLarry Engel-110Joe Robison9bá Larry Engel@110bJoe RobisonÜ9bá1dSteve FluegeldSteve FluegelddSteve FluegelCraig Symonds00¥á<` ÛdÄ UnknownJ05údc’APerry Lee0Crista JohnsonÛK8Joe Robison¾00Üi069báCraig Symonds00¥á<`Crista JohnsonJ0 Perry LeeÛDLarry EngelÜ10Joe RobisonbJoe Robison2marc wandschneider100ö5cdc @Robert Capeì0David ByrneÜª©Robert Cape_0David Byrne2marc wandschneiderRobert CapeJ0©0bDavid ByrneÜªÐáTRobert CapeJ00bDavid ByrneAnn C. DiBonaå0moiåd3moi)Ann C. DiBona60+Frederick F. Freeland Jr.Mike Mathieu0Russell JohnsonÛtbc 0bDavid ByrneÛDndAnn C. DiBonaî0moiåcD11dSteve Fluegel5údc’A Olga WoodMichael K. 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MasonWilliam Lombardi Georgie GouldGene MorrisBob O'LearyElizabeth PittnerJack Hutchinson Kimberly NashftotedaSusan H. SowersKerry BakerYour Name Here Tom CooperKeith KramerLaura OverstreetTracey MyersTim Callahan Chet DayalKevin McKinseyStephanie TownInternal SupportWorkstationPaul BarthmaierJim BBatia Sharon David SchultzCarole A. Nuse!Software Development Organization Ellen MatznerWalt KorzeniowskiWalter KorzeniowskiUnisys Corp.Douglas H. McPhadenShawn McpherronThomas J. Freeman Art Pizzirani Pat A. LarsonDoc ScherzerInformation TechnologyBruce Taylor Bill SeitzJ. L. BoshearsGary Jensen Gary Mason Keith D. PaulROBERT E. MILLER (Net524-6580)Chris C. Juelich (Net 524-3295)JOHN F. SALDITT (NET 524-7068)Diana E. Poole James P. Linde [Net2 385-4079] Cindy ParrishLouis J RuggeriJames P. Linde Wil MilesuNISYS Amy BowersUnisys Product MarketingChris La ChapelleRobert C. Shoop Bob WildeSteve ParkerJames T Frantaben andersonSteven P JohnsonCarole CarrDEMEHINMary Kay Kunnari CraigUnisys CorporationAlison Marzolf Richard C.Eugene V. SosnowskiDenny MansmithDubernard Philippe MOFF42/SELECTUPWINMOFF40/0005UNISYS BELGIUMsbi DEDOBBELEER AFrank van der PeetJosette Johnson Brian DalyISD - PLYMOUTHWolfgang JaegerWilliam Maclean Oliver PicherDoreen NaughtonGregory J. RootCharles R. YoungUnisysEND USER COMPUTING SERVICEEdward R. Berryman%Investor and Corporate CommunicationsDiana PooleUNIX Marketing Mimi BasuRobbin JappeGraham Williams John McKenziekevinRoger J. KleinWill JohnsonColin Strong Samuel S. TanPatricia J. Heneghan#1 CustomerGreg Gensichen Roy Nakai Rick MarksMichael E. PetersonRajiv SinhaTerry C. LudvigsonPreston AtkinsonjkMike EllStephen H. BeckhbhbvgStephen Clifton Wallace chinell rucksunisysMichelle CottaBarbara Pollard Joe MeltonTGK Robert NelsonamfAnnemarie FeelyAnnemarie BoogarWesley Hale Cheryl MarzekQuresh DhoonMary LittleDave NelsonIan HepburnBrian K. ForbesDemoEnd User Computer ServicesDiane ParksSteve SmithNorman Smith Gary GarbLynne Thompson Marketing Joe Armstrong R. TerpakJapan OperationsMike McTagueGerald W. St. JacquesMike Eginton Phil RossPhilip W. Ross Gwen Lurie david hamptonGary Logsdon Susan Maiello James P. Ware Jef HewittSaliya Ukuwela JIM BARTHMarcus WinstonKellyn S. BettsRoberta M. CobbTBROOKS Paul Ivory Don LaskinOffice of the General CounselHERB L WEBEREnd User Computing ServicesBill Yakamovich joanne law RON PENNERC. G. I.cgi Sue HunterRein GeerdesUnisys Information Services Tony AbrahamsCamille Ann SciortinoUSD PRODUCT MARKETINGCAM-LICENSEVFECIPP&SHeidi Kraehemann TERESA HENNESLarry ChandlerForrest KendallWalter G. HamiltonREGINAStandard PC Joyce Olfoson Joyce Olofson Carl CurryISGUSDJon SourbeerMS SELECT AGREEMENT TUYEN PHAM Kimberly ColeSystemsMarjorie Streeter keiser, d. w.Verle SpellmanKarlene KingPat ErdelyiDinu AnastasiuH. WalesChuck SteingrueblL. V. ErcolinoISSConsultancyMARJORIE STREETER Raj MarniJohn J KellyAnna CalamiaDEBBIE SILLSPeter MarttilaClifford P. Van Dyke microsoft Adam WarbyIT Group Paul HartStanislas Julien Mark Iles Catherine NyeNicholas Richard de Centbusiness centre Tim BarberG. SassuLodovico de BrigantiUnisys - Rede CorporativaPatrizia MignaniPaolettiPaola PunzoT D R s.r.l. ballariniBATESPROJECT SIM OLIVETTI PCmartin Krempaskyjohn mcbride Ian TurnerPaul WexlerSteve ArsenaultEileen AngelucciDAVE ROBERTS ISG MarketingHarry J. GoldbergHenning JakobsenMATTYRoy Burnham Paul MoulyBrian L JewellTransportation MSG Chris TabarezRichard VanderhulstAnn Bowie BlairCarlson Companies UserGerald McNeely Gail Jones mike hazelMichael A. 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ButlerlaurapJerry BowlesCharlene SamaniegoThomas W. MoldauerMichael P. Aabram Tim FialaaroraLita Spratt Andy Pool Ken Glass%Dean Katz (Katz Communications Group) Dean KatzDeborah CaldwellCollins HemingwayPhil MissimoreJim H Miller Keith SzotA-WWHITKeith AmodtMichelle VotavasuevDouglas DedoJoe Q Ian SmithMegan DavisEric AmrineRuth PrestonBrenda L. MattesonMark D. Peterson Jim FloydShari SmithShari G. Smith Jim SemickBarbara Jo Green$philip k. dickens III & isla of loveKelley SmithSteve FlanaginMichael MullerDave KramerSanjay MenonBrian A. LaMacchiaHeather AlexanderStephanie WeeksdianetiErin N. O'MeliaMark Bieter Diana Reid Greg ShawTom Burt (LCA)DaveheJames MastanSusan Murphy Aly WoytusNatalya Ger Gina Bacci Wes OsbornBob CrissmanDuane CampbellJennifer Allen Peter Berglerfhunter Rick BolenFrederick HunterKai Kaltenbach Renee GallantJoel P. KanterJoel Kanter Alex PricekavisJames GowerMary Anne Vaughan Mike GalosRichard Freedman Kyle MarshJohn RivardJohn J. 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