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STGSA: A Novel Spatial-Temporal Graph Synchronous Aggregation Model for Traffic Prediction 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 1, 页码: 226-238
Authors:  Zebing Wei;  Hongxia Zhao;  Zhishuai Li;  Xiaojie Bu;  Yuanyuan Chen;  Xiqiao Zhang;  Yisheng Lv;  Fei-Yue Wang
Adobe PDF(7068Kb)  |  Favorite  |  View/Download:305/75  |  Submit date:2023/01/03
Deep learning  graph neural network (GNN)  multi-stream  spatial-temporal feature extraction  temporal graph  traffic prediction  
Social Media based Transportation Research: the State of the Work and the Networking 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2017, 卷号: 4, 期号: 1, 页码: 19-26
Authors:  Yisheng Lv;  Yuanyuan Chen;  Xiqiao Zhang;  Yanjie Duan;  Naiqiang Li
Adobe PDF(13247Kb)  |  Favorite  |  View/Download:206/33  |  Submit date:2022/04/08
transportation research , social media data , traffic information sources , social network analysis methods , collaboration patterns  
Data driven hybrid fuzzy model for short-term traffic flow prediction 期刊论文
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 卷号: 35, 期号: 6, 页码: 6525-6536
Authors:  Li, Chengdong;  Yan, Bingyang;  Tang, Minjia;  Yi, Jianqiang;  Zhang, Xiqiao
Favorite  |  View/Download:364/0  |  Submit date:2019/07/12
Traffic flow prediction  fuzzy method  single input rule module  least square learning  traffic-flow pattern  
Managing Emergency Traffic Evacuation With a Partially Random Destination Allocation Strategy: A Computational-Experiment-Based Optimization Approach 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2015, 卷号: 16, 期号: 4, 页码: 2182-2191
Authors:  Lv, Yisheng;  Zhang, Xiqiao;  Kang, Wenwen;  Duan, Yanjie
View  |  Adobe PDF(717Kb)  |  Favorite  |  View/Download:335/70  |  Submit date:2015/09/23
Computational Experiment  Evacuation Control  Metamodel  Simulation-based Optimization