Evaluation on Severity of Pedestrian-Vehicle Traffic Conflicts at Signalized Intersection Based on SOM
Konferenz: ISCTT 2021 - 6th International Conference on Information Science, Computer Technology and Transportation
26.11.2021 - 28.11.2021 in Xishuangbanna, China
Tagungsband: ISCTT 2021
Seiten: 5Sprache: EnglischTyp: PDFPersönliche VDE-Mitglieder erhalten auf diesen Artikel 10% Rabatt
Peng, Huanhuan; Wei, Liying (School of Traffic and Transportation, Beijing Jiaotong University, Beijing, China)
In order to evaluate the traffic safety of pedestrians crossing the intersections, this paper regards the traffic conflicts between pedestrians and vehicles at signalized intersections as the research object, extracts 403 four - dimensional microscopic data based on trajectory tracking technology, and conducts the Self-Organizing Map (SOM) algorithm to determine the severity level of traffic conflicts. Based on the results of SOM clustering analysis, the safety evaluation of intersections is carried out and the reliability of the classification result is tested perfectly compared with the practical situations. This research can provide a new perspective for traditional safety evaluation methods.