Nour Khoudari, Rabie Ramadan, Megan Ross, Benjamin Seibold
{"title":"Macroscopic Manifestations of Traffic Waves in Microscopic Models","authors":"Nour Khoudari, Rabie Ramadan, Megan Ross, Benjamin Seibold","doi":"arxiv-2310.05357","DOIUrl":null,"url":null,"abstract":"Traffic waves can rise even from single lane car-following behaviour. To\nbetter understand and mitigate traffic waves, it is necessary to use analytical\ntools like mathematical models, data analysis, and micro-simulations that can\ncapture the dynamics of real traffic flow. In this study, we isolate\ncar-following dynamics and present a systematic hierarchy of tests that connect\nthe microscopic scale with the meaningful macroscopic effective state in the\npresence of waves. This allows insights with precise attributable\ncause-to-effect relationships of specific observed traffic patterns. We\nestablish a principled way of generating macroscopic flow quantities from\nmicroscopic models in the unstable regime. Those quantities are then used to\nstudy how the corresponding non-equilibrium wave structures manifest in the\nfundamental diagram, based on three basic scenarios that can serve as building\nblocks for understanding more complex micro-simulation studies. Finally, this\nstudy gives insight on the shapes of the reduced fundamental diagrams for\ndifferent commonly used microscopic models.","PeriodicalId":501231,"journal":{"name":"arXiv - PHYS - Cellular Automata and Lattice Gases","volume":"89 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Cellular Automata and Lattice Gases","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2310.05357","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Traffic waves can rise even from single lane car-following behaviour. To
better understand and mitigate traffic waves, it is necessary to use analytical
tools like mathematical models, data analysis, and micro-simulations that can
capture the dynamics of real traffic flow. In this study, we isolate
car-following dynamics and present a systematic hierarchy of tests that connect
the microscopic scale with the meaningful macroscopic effective state in the
presence of waves. This allows insights with precise attributable
cause-to-effect relationships of specific observed traffic patterns. We
establish a principled way of generating macroscopic flow quantities from
microscopic models in the unstable regime. Those quantities are then used to
study how the corresponding non-equilibrium wave structures manifest in the
fundamental diagram, based on three basic scenarios that can serve as building
blocks for understanding more complex micro-simulation studies. Finally, this
study gives insight on the shapes of the reduced fundamental diagrams for
different commonly used microscopic models.