OALib Journal期刊
ISSN: 2333-9721
费用:99美元
|
|
|
复杂系统理论与Agent模型在土地变化科学中的研究进展
DOI: 10.11821/xb201111008, PP. 1518-1530
Keywords: Agent模型,人类—自然系统,土地利用/土地覆盖,土地变化科学,土地系统
Abstract:
基于复杂系统理论与Agent模型,分别从理论与方法的角度梳理并总结了当前土地变化科学的研究进展。复杂系统理论为研究土地变化所处的“耦合的人类—自然系统”及其复杂性问题提供理论支撑;而基于Agent的模拟作为研究复杂系统的重要工具,为传统土地变化模拟提供新的方法支持。当前,ABMs与土地变化模型相结合(ABM/LUCC),无论是模型构建还是模型应用均取得了显著进展。然而,其也存在诸多问题,尤其是理论与应用脱节,使很多建模者容易陷入“为建模而建模”的误区。此外,现有的ABM模型设计较为随意,模型间差异太大,不利于跨区域比较研究的开展。因此,虽然ABM是认识复杂系统的有效方法,但是建模之前离不开对系统复杂性的深入研究;基于Agent的土地变化模拟的意义在于充分表达“人类—自然”系统的综合复杂关系,从而合理的预测土地变化(结构与功能)的动态过程,解释并评价土地变化的可能影响。
References
[1] | BrownDG,AspinallR,BennettDA.Landscapemodelsandexplanationinlandscapeecology:Aspaceforgenerativelandscapescience?TheProfessionalGeographer,2006,58(4):369-382.
|
[2] | VlassisN.AConciseIntroductiontoMultiagentSystemsandDistributedArtificialIntelligence.SanRafael:MorganandClaypoolPublishers,2007,84.
|
[3] | FerberJ.Multi-agentSystems:AnIntroductiontoDistributedArtificialIntelligence.Boston:Addison-WesleyLongman,1999:509.
|
[4] | JenningsNR.Onagent-basedsoftwareengineering.ArtificialIntelligence,2000,117(2):277-296.
|
[5] | WooldridgeM,JenningsNR,KinnyD.TheGaiamethodologyforagent-orientedanalysisanddesign.AutonomousAgentsandMulti-AgentSystems,2000,3(3):285-312.
|
[6] | CouclelisH.Cellularworlds:Aframeworkformodelingmicro-macrodynamics.EnvironmentandPlanningA,1985,17(5):585-596.
|
[7] | BerryBJL,KielLD,ElliottE.Adaptiveagents,intelligence,andemergenthumanorganization:Capturingcomplexitythroughagent-basedmodeling.ProceedingsoftheNationalAcademyofSciences,2002,99(Suppl.3):7187-7188.
|
[8] | VerburgP,OvermarsK.Combiningtop-downandbottom-updynamicsinlandusemodeling:ExploringthefutureofabandonedfarmlandsinEuropewiththeDyna-CLUEmodel.LandscapeEcology,2009,24(9):1167-1181.
|
[9] | LiuShuyan,YuXinxiao,LiQingyunetal.LandusechangeinloesshillyregionbasedonCA-Markovmodel.TransactionsoftheChineseSocietyofAgriculturalEngineering,2010,26(11):297-303.[刘淑燕,余新晓,李庆云等.基于CA-Markov模型的黄土丘陵区土地利用变化.农业工程学报,2010,26(11):297-303.]
|
[10] | ParkerDC,MansonSM,JanssenMAetal.Multi-agentsystemsforthesimulationofland-useandland-coverchange:Areview.AnnalsoftheAssociationofAmericanGeographers,2003,93(2):314-337.
|
[11] | BrownDG,XieY.Spatialagent-basedmodelling.InternationalJournalofGeographicalInformationScience,2006,20(9):941-943.
|
[12] | EvansTP,MansonS.Space,complexity,andagent-basedmodeling.EnvironmentandPlanningB:PlanningandDesign,2007,34(2):196-199.
|
[13] | HappeK,HutchingsNJ,DalgaardTetal.Modellingtheinteractionsbetweenregionalfarmingstructure,nitrogenlossesandenvironmentalregulation.AgriculturalSystems,2011,104(3):281-291.
|
[14] | SchreinemachersP,BergerT.Anagent-basedsimulationmodelofhuman-environmentinteractionsinagriculturalsystems.EnvironmentalModelling&Software,2011,26(7):845-859.
|
[15] | PolhillJG,SutherlandL,GottsNM.Usingqualitativeevidencetoenhanceanagent-basedmodellingsystemforstudyinglandusechange.JournalofArtificialSocietiesandSocialSimulation,2010,13(2):10.
|
[16] | MillerB,BreckheimerI,McClearyAetal.Usingstylizedagent-basedmodelsforpopulation-environmentresearch:AcasestudyfromtheGalápagosIslands.Population&Environment,2010,31(6):401-426.
|
[17] | MenaCF,WalshSJ,FrizzelleBGetal.LandusechangeonhouseholdfarmsintheEcuadorianAmazon:Designandimplementationofanagent-basedmodel.AppliedGeography,2011,31(1):210-222.
|
[18] | LeQB,ParkSJ,VlekPLG.LandUseDynamicSimulator(LUDAS):Amulti-agentsystemmodelforsimulatingspatio-temporaldynamicsofcoupledhuman-landscapesystem:2.Scenario-basedapplicationforimpactassessmentofland-usepolicies.EcologicalInformatics,2010,5(3):203-221.
|
[19] | ValbuenaD,VerburgP,BregtAetal.Anagent-basedapproachtomodelland-usechangeataregionalscale.LandscapeEcology,2010,25(2):185-199.
|
[20] | PanLihu,HuangHeqing,JiangLuguangetal.Acasestudyoftheeffectsofwetlandrestorationpolicywithanartificialsocietymodel.JournalofNaturalResources,2010,25(12):2007-2017.[潘理虎,黄河清,姜鲁光等.基于人工社会模型的退田还湖生态补偿机制实例研究.自然资源学报,2010,25(12):2007-2017.]
|
[21] | GaubeV,KaiserC,WildenbergMetal.Combiningagent-basedandstock-flowmodellingapproachesinaparticipativeanalysisoftheintegratedlandsysteminReichraming,Austria.LandscapeEcology,2009,24(9):1149-1165.
|
[22] | EvansTP,KelleyH.Assessingthetransitionfromdeforestationtoforestregrowthwithanagent-basedmodeloflandcoverchangeforsouth-centralIndiana(USA).Geoforum,2008,39(2):819-832.
|
[23] | ChenY,LiX,LiuXetal.Anagent-basedmodelforoptimallandallocation(AgentLA)withacontiguityconstraint.InternationalJournalofGeographicalInformationScience,2010,24(8):1269-1288.
|
[24] | ZhangH,ZengY,BianLetal.Modellingurbanexpansionusingamultiagent-basedmodelinthecityofChangsha.JournalofGeographicalSciences,2010,20(4):540-556.
|
[25] | ZellnerML,RioloRL,RandWetal.Theproblemwithzoning:Nonlineareffectsofinteractionsbetweenlocationpreferencesandexternalitiesonlanduseandutility.EnvironmentandPlanningB:PlanningandDesign,2010,37(3):408-428.
|
[26] | RobinsonDT,BrownDG.Evaluatingtheeffectsofland-usedevelopmentpoliciesonex-urbanforestcover:Anintegratedagent-basedGISapproach.InternationalJournalofGeographicalInformationScience,2009,23(9):1211-1232.
|
[27] | AnL,LiuJ.Long-termeffectsoffamilyplanningandotherdeterminantsoffertilityonpopulationandenvironment:Agent-basedmodelingevidencefromWolongNatureReserve,China.Population&Environment,2010,31(6):427-459.
|
[28] | MansonSM,EvansT.Agent-basedmodelingofdeforestationinsouthernYucatán,Mexico,andreforestationintheMidwestUnitedStates.ProceedingsoftheNationalAcademyofSciences,2007,104(52):20678-20683.
|
[29] | ParkerDC,MeretskyV.Measuringpatternoutcomesinanagent-basedmodelofedge-effectexternalitiesusingspatialmetrics.Agriculture,Ecosystems&Environment,2004,101(2/3):233-250.
|
[30] | MatthewsR,GilbertN,RoachAetal.Agent-basedland-usemodels:Areviewofapplications.LandscapeEcology,2007,22(10):1447-1459.
|
[31] | PolhillJG,ParkerD,BrownDetal.UsingtheODDprotocolfordescribingthreeagent-basedsocialsimulationmodelsoflandusechange.JournalofArtificialSocietiesandSocialSimulation,2008,11(2):30.
|
[32] | CrooksA,CastleC,BattyM.Keychallengesinagent-basedmodellingforgeo-spatialsimulation.Computers,EnvironmentandUrbanSystems,2008,32(6):417-430.
|
[33] | SmajglA,BrownDG,ValbuenaDetal.Empiricalcharacterisationofagentbehavioursinsocio-ecologicalsystems.EnvironmentalModelling&Software,2011,26(7):837-844.
|
[34] | ParkerDC,EntwisleB,RindfussRRetal.Casestudies,cross-sitecomparisons,andthechallengeofgeneralization:Comparingagent-basedmodelsofland-usechangeinfrontierregions.JournalofLandUseScience,2008,3(1):41-72.
|
[35] | GrimmV,BergerU,BastiansenFetal.Astandardprotocolfordescribingindividual-basedandagent-basedmodels.EcologicalModelling,2006,198:115-126.
|
[36] | GrimmV,BergerU,DeAngelisDLetal.TheODDprotocol:Areviewandfirstupdate.EcologicalModelling,2010,221(23):2760-2768.
|
[37] | ParkerD,BrownD,PolhillJGetal.Illustratinganew'conceptualdesignpattern'foragent-basedmodelsandlanduseviafivecasestudies:TheMRPOTATOHEADframework//ParedesAL,IglesiasCH.Agent-basedModellelinginNaturalResourceManagement.Valladolid:UniversidaddeValladolid,2008:29-62.
|
[38] | HouetT,VerburgP,LovelandT.Monitoringandmodellinglandscapedynamics.LandscapeEcology,2010,25(2):163-167.
|
[39] | YuQiangyi,WuWenbin,TangHuajunetal.AfoodsecurityassessmentinAPECbasedongrainproductivity.ScientiaAgriculturaSinica,2011,44(13):2838-2848.[余强毅,吴文斌,唐华俊等.基于粮食生产能力的APEC地区粮食安全评价.中国农业科学,2011,44(13):2838-2848.]
|
[40] | TurnerBL,LambinEF,ReenbergA.Theemergenceoflandchangescienceforglobalenvironmentalchangeandsustainability.ProceedingsoftheNationalAcademyofSciences,2007,104(52):20666-20671.
|
[41] | LiuJ,DietzT,CarpenterSRetal.Coupledhumanandnaturalsystems.Ambio,2007,36(8):639-649.
|
[42] | GutmanG,JanetosAC,JusticeCOetal.LandChangeScience:Observing,MonitoringandUnderstandingTrajectoriesofChangeontheEarth'sSurface:SpringerNetherlands,2004:461.
|
[43] | RindfussRR,WalshSJ,TurnerBLetal.Developingascienceoflandchange:Challengesandmethodologicalissues.ProceedingsoftheNationalAcademyofSciences,2004,101(39):13976-13981.
|
[44] | WuWenbin,YangPeng,ShibasakiRyosukeetal.Agent-basedmodelforland-use/coverchange:Areview.ScientiaGeographicaSinica,2007,27(4):573-578.[吴文斌,杨鹏,柴崎亮介等.基于Agent的土地利用/土地覆盖变化模型的研究进展.地理科学,2007,27(4):573-578.]
|
[45] | WaldropM.Complexity:TheEmergingScienceattheEdgeofOrderandChaos.NewYork:SimonandSchuster,1992:384.
|
[46] | AxelrodR,CohenMD.HarnessingComplexity:OrganizationalImplicationsofaScientificFrontier.NewYork:FreePress,2000:208.
|
[47] | VicsekT.Complexity:Thebiggerpicture.Nature,2002,418(6894):131.
|
[48] | GallagherR,AppenzellerT.Beyondreductionism.Science,1999,284(5411):79.
|
[49] | McKelveyB.Complexitytheoryinorganizationscience:Seizingthepromiseorbecomingafad?Emergence,1999,1(1):5-32.
|
[50] | ByrneD.ComplexityTheoryandtheSocialSciences:AnIntroduction:Routledge,1998:224.
|
[51] | HemaspaandraLA,OgiharaM.TheComplexityTheoryCompanion:Springer,2002:363.
|
[52] | McElroyMW.Integratingcomplexitytheory,knowledgemanagementandorganizationallearning.JournalofKnowledgeManagement,2000,4(3):195-203.
|
[53] | ThriftN.Theplaceofcomplexity.Theory,Culture&Society,1999,16(3):31-69.
|
[54] | GrimmV,RailsbackSF.Individual-basedModelingandEcology.Princeton:PrincetonUniversityPress,2005:480.
|
[55] | LambinEF,TurnerBL,GeistHJetal.Thecausesofland-useandland-coverchange:Movingbeyondthemyths.GlobalEnvironmentalChange,2001,11(4):261-269.
|
[56] | SellersPJ,MeesonBW,HallFGetal.Remotesensingofthelandsurfaceforstudiesofglobalchange:Models-algorithms-experiments.RemoteSensingofEnvironment,1995,51(1):3-26.
|
[57] | SangermanoF,EastmanJR,ZhuH.Similarityweightedinstance-basedlearningforthegenerationoftransitionpotentialsinlandusechangemodeling.TransactionsinGIS,2010,14(5):569-580.
|
[58] | VeldkampA,LambinEF.Predictingland-usechange.Agriculture,Ecosystems&Environment,2001,85(1-3):1-6.
|
[59] | ChenX.UsingremotesensingandGIStoanalyselandcoverchangeanditsimpactsonregionalsustainabledevelopment.InternationalJournalofRemoteSensing,2002,23(1):107-124.
|
[60] | RebeloLM,FinlaysonCM,NagabhatlaN.RemotesensingandGISforwetlandinventory,mappingandchangeanalysis.JournalofEnvironmentalManagement,2009,90(7):2144-2153.
|
[61] | TangHuajun,WuWenbin,YangPengetal.Recentprogressesoflanduseandlandcoverchange(LUCC)models.ActaGeographicaSinica,2009,64(4):456-468.[唐华俊,吴文斌,杨鹏等.土地利用/土地覆被变化(LUCC)模型研究进展.地理学报,2009,64(4):456-468.]
|
[62] | HerspergerAM,GennaioM,VerburgPHetal.Linkinglandchangewithdrivingforcesandactors:Fourconceptualmodels.EcologyandSociety,2010,15(4):1.
|
[63] | NagendraH,MunroeDK,SouthworthJ.Frompatterntoprocess:Landscapefragmentationandtheanalysisoflanduse/landcoverchange.Agriculture,Ecosystems&Environment,2004,101(2/3):111-115.
|
[64] | WalkerR,SoleckiW.Theorizingland-coverandland-usechange:ThecaseoftheFloridaevergladesanditsdegradation.AnnalsoftheAssociationofAmericanGeographers,2004,94(2):311-328.
|
[65] | OvermarsK,deGrootW,HuigenM.Comparinginductiveanddeductivemodelingoflandusedecisions:Principles,amodelandanillustrationfromthePhilippines.HumanEcology,2007,35(4):439-452.
|
[66] | RudelTK.Howdopeopletransformlandscapes?Asociologicalperspectiveonsuburbansprawlandtropicaldeforestation.AmericanJournalofSociology,2009,115(1):129-154.
|
[67] | IrwinEG,GeogheganJ.Theory,data,methods:Developingspatiallyexpliciteconomicmodelsoflandusechange.Agriculture,Ecosystems&Environment,2001,85(1-3):7-24.
|
[68] | VerburgPH.Simulatingfeedbacksinlanduseandlandcoverchangemodels.LandscapeEcology,2006,21(8):1171-1183.
|
[69] | ClaessensL,SchoorlJM,VerburgPHetal.Modellinginteractionsandfeedbackmechanismsbetweenlandusechangeandlandscapeprocesses.Agriculture,Ecosystems&Environment,2009,129(1-3):157-170.
|
[70] | CrawfordTW,MessinaJP,MansonSMetal.Complexityscience,complexsystems,andland-useresearch.EnvironmentandPlanningB:PlanningandDesign,2005,32(6):792-798.
|
[71] | ChenHai,YangWeige,LiangXiaoyingetal.Multi-scalemodelingoflandusebasedontheMASfromfieldtovillage:AcasestudyforMengchaVillageofMizhiCountyofShaanxiProvince.GeographicalResearch,2010,29(8):1519-1527.[陈海,杨维鸽,梁小英等.基于Multi-AgentSystem的多尺度土地利用变化模型的构建与模拟.地理研究,2010,29(8):1519-1527.]
|
[72] | GoldenfeldN,KadanoffLP.Simplelessonsfromcomplexity.Science,1999,284(5411):87-89.
|
[73] | BattyM,TorrensPM.Modellingandpredictioninacomplexworld.Futures,2005,37(7):745-766.
|
[74] | AspinallR.Editorial:Landusescience.JournalofLandUseScience,2006,1(1):1-4.
|
[75] | GlobalLandProject.SciencePlanandImplementationStrategy,2005:64.
|
[76] | CaiYunlon,LiShuangcheng,FangXiuqi.Theresearchforefrontofphysicalgeography.ActaGeographicaSinica,2009,64(11):1363-1374.[蔡运龙,李双成,方修琦.自然地理学研究前沿.地理学报,2009,61(11):1363-1374.]
|
[77] | FoleyJA,DeFriesR,AsnerGPetal.Globalconsequencesoflanduse.Science,2005,309(5734):570-574.
|
[78] | LambinEF,GeistHJ.Land-useandLand-coverChange.LocalProcessesandGlobalImpacts.Berlin:Springer-Verlag,2006:222.
|
[79] | LewisGM,BrabecE.Regionallandpatternassessment:Developmentofaresourceefficiencymeasurementmethod.LandscapeandUrbanPlanning,2005,72(4):281-296.
|
[80] | JohnsonDG.Thedecliningimportanceofnaturalresources:Lessonsfromagriculturalland.ResourceandEnergyEconomics,2002,24(1/2):157-171.
|
[81] | ZhangS,ZhangB,ZhangLetal.SpatiotemporalevolutionofurbanlandusesinmodernurbanizationofChina.ChineseGeographicalScience,2010,20(2):132-138.
|
[82] | YuQiangyi,ChenYouqi,XuXinguo.Conceptdiscriminationon'Rural-urbanFringe'inlandusescience.ChinaLandScience,2010,24(8):46-51.[余强毅,陈佑启,许新国.土地利用科学中的“城乡交错带”概念辨析.中国土地科学,2010,24(8):46-51.]
|
[83] | CruzMK.Alivingspace:Therelationshipbetweenlandandpropertyinthecommunity.PoliticalGeography,2010,29(8):420-421.
|
[84] | BennettR,WallaceJ,WilliamsonI.Organisinglandinformationforsustainablelandadministration.LandUsePolicy,2008,25(1):126-138.
|
[85] | JanssenR,vanHerwijnenM,StewartTJetal.Multiobjectivedecisionsupportforland-useplanning.EnvironmentandPlanningB:PlanningandDesign,2008,35(4):740-756.
|
[86] | ChazdonRL.Beyonddeforestation:Restoringforestsandecosystemservicesondegradedlands.Science,2008,320(5882):1458-1460.
|
[87] | TanMin,KongXiangbin,DuanJiannanetal.Early-warningsystemforspatialallocationoftherural-urbanconstructionlandintermsofecologicalsecurity:AcasestudyonFangshanDistrict,Beijing.ChinaLandScience,2010,24(2):31-37.[谭敏,孔祥斌,段建南等.基于生态安全角度的城镇村建设用地空间预警:以北京市房山区为例.中国土地科学,2010,24(2):31-37.]
|
[88] | WuW,TangH,YangPetal.Scenario-basedassessmentoffuturefoodsecurity.JournalofGeographicalSciences,2011,21(1):3-17.
|
[89] | LiuYansui.ThecontributionsofacademicianWuChuanjuntomodernagriculturalgeographyinChina.ScientiaGeographicaSinica,2008,28(1):1-5.[刘彦随.吴传钧院士对发展中国农业地理学的贡献.地理科学,2008,28(1):1-5.]
|
[90] | TurnerBL,ClarkWC,KatesRWetal.TheEarthasTransformedbyHumanAction:GlobalandRegionalChangesintheBiosphereoverthePast300years.Cambridge:CambridgeUniversityPress,1990:732.
|
[91] | LiShuangcheng,WangYang,CaiYunlong.Theparadigmtransformationofgeographyfromtheperspectiveofcomplexitysciences.ActaGeographicaSinica,2010,65(11):1315-1324.[李双成,王羊,蔡运龙.复杂性科学视角下的地理学研究范式转型.地理学报,2010,65(11):1315-1324.]
|
[92] | RindfussRR,EntwisleB,WalshSJetal.Landusechange:Complexityandcomparisons.JournalofLandUseScience,2008,3(1):1-10.
|
[93] | MansonS,OSullivanD.Complexitytheoryinthestudyofspaceandplace.EnvironmentandPlanningA,2006,38(4):677-692.
|
[94] | TurnerBL,MatsonPA,McCarthyJJetal.Illustratingthecoupledhuman-environmentsystemforvulnerabilityanalysis:Threecasestudies.ProceedingsoftheNationalAcademyofSciences,2003,100(14):8080-8085.
|
[95] | ParkerDC,HesslA,DavisSC.Complexity,land-usemodeling,andthehumandimension:Fundamentalchallengesformappingunknownoutcomespaces.Geoforum,2008,39(2):789-804.
|
[96] | PhillipsJD.Methodology,scale,andthefieldofdreams.AnnalsoftheAssociationofAmericanGeographers,1999,89(4):754-760.
|
[97] | WalshSJ,EvansTP,WelshWFetal.ScaledependentrelationshipsbetweenpopulationandenvironmentinnortheastThailand.PhotogrammetricEngineeringandRemoteSensing,1999,65(1):97-105.
|
[98] | MilneE,AspinallR,VeldkampT.Integratedmodellingofnaturalandsocialsystemsinlandchangescience.LandscapeEcology,2009,24(9):1145-1147.
|
[99] | EntwisleB,MalansonG,RindfussRRetal.Anagent-basedmodelofhouseholddynamicsandlandusechange.JournalofLandUseScience,2008,3(1):73-93.
|
[100] | BakkerMM,vanDoornAM.Farmer-specificrelationshipsbetweenlandusechangeandlandscapefactors:Introducingagentsinempiricallandusemodelling.LandUsePolicy,2009,26(3):809-817.
|
[101] | FeitosaF,LeQB,VlekPLG.Multi-agentsimulatorforurbansegregation(MASUS):Atooltoexplorealternativesforpromotinginclusivecities.Computers,EnvironmentandUrbanSystems,2011,35(2):104-115.
|
[102] | FilatovaT,VoinovA,vanderVeenA.Landmarketmechanismsforpreservationofspaceforcoastalecosystems:Anagent-basedanalysis.EnvironmentalModelling&Software,2011,26(2):179-190.
|
[103] | MaglioccaN,SafirovaE,McConnellVetal.Aneconomicagent-basedmodelofcoupledhousingandlandmarkets(CHALMS).Computers,EnvironmentandUrbanSystems,2011,35(3):183-191.
|
[104] | Ligmann-ZielinskaA,JankowskiP.Exploringnormativescenariosoflandusedevelopmentdecisionswithanagent-basedsimulationlaboratory.Computers,EnvironmentandUrbanSystems,2010,34(5):409-423.
|
Full-Text
|
|
Contact Us
service@oalib.com QQ:3279437679 
WhatsApp +8615387084133
|
|