{"title":"高密度行人动力学模型","authors":"Grzegorz Bazior, Jarosław Wąs, Dariusz Pałka","doi":"10.1016/j.eswa.2025.126775","DOIUrl":null,"url":null,"abstract":"<div><div>This paper presents a novel Cellular Automata (CA) model for crowd simulations, aimed at understanding pedestrian dynamics in high-density environments. The model incorporates static and dynamic floor fields, multi-cell representations of pedestrians, and a mechanism for simulating blockades, where individuals may be pushed towards walls. Inspired by Burstedde’s work, our model enhances realism and accuracy in crowd behavior simulations. It was validated against real-world experiments involving 68 students, focusing on pedestrian density, cumulative percent flow through bottlenecks, and Voronoi density. Comparisons with the Burstedde et al. model show that our approach provides more accurate simulations for scenarios involving highly motivated pedestrians navigating through bottlenecks. These findings contribute to the development of more effective crowd management strategies and advanced simulation techniques.</div></div>","PeriodicalId":50461,"journal":{"name":"Expert Systems with Applications","volume":"272 ","pages":"Article 126775"},"PeriodicalIF":7.5000,"publicationDate":"2025-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Pedestrian dynamics model for high densities\",\"authors\":\"Grzegorz Bazior, Jarosław Wąs, Dariusz Pałka\",\"doi\":\"10.1016/j.eswa.2025.126775\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This paper presents a novel Cellular Automata (CA) model for crowd simulations, aimed at understanding pedestrian dynamics in high-density environments. The model incorporates static and dynamic floor fields, multi-cell representations of pedestrians, and a mechanism for simulating blockades, where individuals may be pushed towards walls. Inspired by Burstedde’s work, our model enhances realism and accuracy in crowd behavior simulations. It was validated against real-world experiments involving 68 students, focusing on pedestrian density, cumulative percent flow through bottlenecks, and Voronoi density. Comparisons with the Burstedde et al. model show that our approach provides more accurate simulations for scenarios involving highly motivated pedestrians navigating through bottlenecks. These findings contribute to the development of more effective crowd management strategies and advanced simulation techniques.</div></div>\",\"PeriodicalId\":50461,\"journal\":{\"name\":\"Expert Systems with Applications\",\"volume\":\"272 \",\"pages\":\"Article 126775\"},\"PeriodicalIF\":7.5000,\"publicationDate\":\"2025-02-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Expert Systems with Applications\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0957417425003975\",\"RegionNum\":1,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Expert Systems with Applications","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0957417425003975","RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
This paper presents a novel Cellular Automata (CA) model for crowd simulations, aimed at understanding pedestrian dynamics in high-density environments. The model incorporates static and dynamic floor fields, multi-cell representations of pedestrians, and a mechanism for simulating blockades, where individuals may be pushed towards walls. Inspired by Burstedde’s work, our model enhances realism and accuracy in crowd behavior simulations. It was validated against real-world experiments involving 68 students, focusing on pedestrian density, cumulative percent flow through bottlenecks, and Voronoi density. Comparisons with the Burstedde et al. model show that our approach provides more accurate simulations for scenarios involving highly motivated pedestrians navigating through bottlenecks. These findings contribute to the development of more effective crowd management strategies and advanced simulation techniques.
期刊介绍:
Expert Systems With Applications is an international journal dedicated to the exchange of information on expert and intelligent systems used globally in industry, government, and universities. The journal emphasizes original papers covering the design, development, testing, implementation, and management of these systems, offering practical guidelines. It spans various sectors such as finance, engineering, marketing, law, project management, information management, medicine, and more. The journal also welcomes papers on multi-agent systems, knowledge management, neural networks, knowledge discovery, data mining, and other related areas, excluding applications to military/defense systems.