{"title":"基于优化BP神经网络算法的地铁客流预测","authors":"Fei Xu, Song Gao","doi":"10.1145/3569966.3569995","DOIUrl":null,"url":null,"abstract":"In recent years, the metro passenger flow in big cities has been increasing, and some lines are often crowded and delayed, which brings great pressure to the metro operation and management department. Therefore, it is urgent to build a scientific and effective mathematical model, which can help the metro operation and management department to formulate a reasonable train scheduling plan. This paper provides a new algorithm called APSO. APSO is used to optimize the BP neural network, namely APSO-BP algorithm. Experiments show that APSO-BP has high accuracy for metro passenger flow prediction.","PeriodicalId":145580,"journal":{"name":"Proceedings of the 5th International Conference on Computer Science and Software Engineering","volume":"443 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Metro Passenger Flow Prediction Based on Optimized BP Neural Network Algorithm\",\"authors\":\"Fei Xu, Song Gao\",\"doi\":\"10.1145/3569966.3569995\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In recent years, the metro passenger flow in big cities has been increasing, and some lines are often crowded and delayed, which brings great pressure to the metro operation and management department. Therefore, it is urgent to build a scientific and effective mathematical model, which can help the metro operation and management department to formulate a reasonable train scheduling plan. This paper provides a new algorithm called APSO. APSO is used to optimize the BP neural network, namely APSO-BP algorithm. Experiments show that APSO-BP has high accuracy for metro passenger flow prediction.\",\"PeriodicalId\":145580,\"journal\":{\"name\":\"Proceedings of the 5th International Conference on Computer Science and Software Engineering\",\"volume\":\"443 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-10-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 5th International Conference on Computer Science and Software Engineering\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3569966.3569995\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 5th International Conference on Computer Science and Software Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3569966.3569995","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Metro Passenger Flow Prediction Based on Optimized BP Neural Network Algorithm
In recent years, the metro passenger flow in big cities has been increasing, and some lines are often crowded and delayed, which brings great pressure to the metro operation and management department. Therefore, it is urgent to build a scientific and effective mathematical model, which can help the metro operation and management department to formulate a reasonable train scheduling plan. This paper provides a new algorithm called APSO. APSO is used to optimize the BP neural network, namely APSO-BP algorithm. Experiments show that APSO-BP has high accuracy for metro passenger flow prediction.