B. Škugor, Jakov Topić, J. Deur, V. Ivanovic, E. Tseng
{"title":"Analysis of a Game Theory-based Model of Vehicle-Pedestrian Interaction at Uncontrolled Crosswalks","authors":"B. Škugor, Jakov Topić, J. Deur, V. Ivanovic, E. Tseng","doi":"10.1109/SST49455.2020.9264131","DOIUrl":null,"url":null,"abstract":"The paper deals with a detailed analysis of a game theory-based vehicle-pedestrian interaction model adopted from literature. For the sake of simplicity only single-vehicle/single-pedestrian model is considered. The adopted model is extended with a stochastic component that accounts for variability in pedestrian/driver behaviors and influence of multi-agent environment. The model is generalized for scenarios where pedestrian appears at different distances relative to crosswalk. The analysis study is organized as follows. First, an off-line analysis of model-derived probability distributions and corresponding crossing decisions is conducted to gain initial insights. Next, large-scale simulations of the model are conducted for a wide set of randomly generated initial conditions and stochastic component tunings. Finally, the obtained simulation results are analyzed and discussed.","PeriodicalId":284895,"journal":{"name":"2020 International Conference on Smart Systems and Technologies (SST)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 International Conference on Smart Systems and Technologies (SST)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SST49455.2020.9264131","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6
Abstract
The paper deals with a detailed analysis of a game theory-based vehicle-pedestrian interaction model adopted from literature. For the sake of simplicity only single-vehicle/single-pedestrian model is considered. The adopted model is extended with a stochastic component that accounts for variability in pedestrian/driver behaviors and influence of multi-agent environment. The model is generalized for scenarios where pedestrian appears at different distances relative to crosswalk. The analysis study is organized as follows. First, an off-line analysis of model-derived probability distributions and corresponding crossing decisions is conducted to gain initial insights. Next, large-scale simulations of the model are conducted for a wide set of randomly generated initial conditions and stochastic component tunings. Finally, the obtained simulation results are analyzed and discussed.