An improved model for short-term traffic forecasting considering weather impacts

Xinchao Chen, Si Qin, Jian Zhang, Huachun Tan, Yunxia Xu, Guanchen Dai, Xiaoxuan Chen

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Accurate short-term prediction of traffic conditions on freeways has recently become increasingly important because of its vital role in the basic traffic management functions and trip decision making processes. The objective of this research is to utilize traffic and weather data from multiple data sources to develop an integrated model to predict traffic conditions under different rainfall conditions. A set of prediction models are compared and their performances using data from case studies are investigated and reported. The model performance was valuated using prediction errors, which are measured by the relative length of the distance between the predicted state and the observed state.

源语言英语
主期刊名CICTP 2017
主期刊副标题Transportation Reform and Change - Equity, Inclusiveness, Sharing, and Innovation - Proceedings of the 17th COTA International Conference of Transportation Professionals
编辑Haizhong Wang, Jian Sun, Jian Lu, Lei Zhang, Yu Zhang, ShouEn Fang
出版商American Society of Civil Engineers (ASCE)
784-792
页数9
ISBN(电子版)9780784480915
DOI
出版状态已出版 - 2018
活动17th COTA International Conference of Transportation Professionals: Transportation Reform and Change - Equity, Inclusiveness, Sharing, and Innovation, CICTP 2017 - Shanghai, 中国
期限: 7 7月 20179 7月 2017

出版系列

姓名CICTP 2017: Transportation Reform and Change - Equity, Inclusiveness, Sharing, and Innovation - Proceedings of the 17th COTA International Conference of Transportation Professionals
2018-January

会议

会议17th COTA International Conference of Transportation Professionals: Transportation Reform and Change - Equity, Inclusiveness, Sharing, and Innovation, CICTP 2017
国家/地区中国
Shanghai
时期7/07/179/07/17

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