从延迟测量到能源和排放性能使用基于流体队列的交叉分辨率框架连接BPR和MOVES

From Delay Measure to Energy and Emissions Performance: Linking BPR with MOVES using Fluid-Queue Based Cross-Resolution FrameworkPresented by:Mohammad Abbasi, Ph.D.Arizona State UniversityAuthors•Arizona State University•Mohammad Abbasi •Xuesong(Simon) ZhouConference on Innovations in Travel Analysis and Planning•Acknowledgement•H. Christopher Frey and NaguiRouphailMotivations1.Howtodevelopaunifiedmodelingstructuretoseamlesslyintegratetraditionalstatisticalinferencemodelsandnewmachinelearningtechniques?2.Howtoadaptautomaticdifferentiationmethods(whicharebuildingblocksofML)togreatlyenhancethecomputationalefficiencyoflarge-scaleeconometricmodelestimationtobetteruncovercomplexbehavioralparametersandlatentvariables?3.Howtotheoreticallydefinetheconsistencyoftransportationdemand-sideandtrafficsupply-sidemodels,whileprovidingnumericallystablesolutionsconsistentwithmulti-datasourcesfromreal-worldsystems?Conference on Innovations in Travel Analysis and PlanningOutlineConference on Innovations i