Multi-point short-term prediction of station passenger flow based on temporal multi-graph convolutional network

被引：0
|
作者：
Wang, Yaguan [1 ,2 ]
Qin, Yong [1 ,3 ]
Guo, Jianyuan [2 ,3 ]
Cao, Zhiwei [1 ,2 ]
Jia, Limin [1 ,3 ]
机构：
[1] State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing,100044, China
[2] School of Traffic and Transportation, Beijing Jiaotong University, Beijing,100044, China
[3] Research Center of Urban Traffic Information Intelligent Sensing and Service Technologies, Beijing,100044, China
来源：
Physica A: Statistical Mechanics and its Applications | 2022年 / 604卷
关键词：
Convolutional networks - Flow data - Graph attention network - Graph convolutional network - Multi-graph - Passenger flow predictions - Passenger flows - Short-term passenger flow prediction - Temporal graphs - Urban rail station;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
40
引用
收藏
相关论文
共 50 条
  • [1] Multi-point short-term prediction of station passenger flow based on temporal multi-graph convolutional network
    Wang, Yaguan
    Qin, Yong
    Guo, Jianyuan
    Cao, Zhiwei
    Jia, Limin
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2022, 604
  • [2] Multi-graph convolutional network for short-term passenger flow forecasting in urban rail transit
    Zhang, Jinlei
    Chen, Feng
    Guo, Yinan
    Li, Xiaohong
    IET INTELLIGENT TRANSPORT SYSTEMS, 2020, 14 (10) : 1210 - 1217
  • [3] Temporal Multi-Graph Convolutional Network for Traffic Flow Prediction
    Lv, Mingqi
    Hong, Zhaoxiong
    Chen, Ling
    Chen, Tieming
    Zhu, Tiantian
    Ji, Shouling
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2021, 22 (06) : 3337 - 3348
  • [4] Multi-featured spatial-temporal and dynamic multi-graph convolutional network for metro passenger flow prediction
    Zhao, Chuan
    Li, Xin
    Shao, Zezhi
    Yang, HongJi
    Wang, Fei
    CONNECTION SCIENCE, 2022, 34 (01) : 1252 - 1272
  • [5] Multi-Spatio-Temporal Convolutional Neural Network for Short-Term Metro Passenger Flow Prediction
    Lu, Ye
    Zheng, Changjiang
    Zheng, Shukang
    Ma, Junze
    Wu, Zhilong
    Wu, Fei
    Shen, Yang
    Pai, Ping-Feng
    ELECTRONICS, 2024, 13 (01)
  • [6] Multi-Graph Convolutional-Recurrent Neural Network (MGC-RNN) for Short-Term Forecasting of Transit Passenger Flow
    He, Yuxin
    Li, Lishuai
    Zhu, Xinting
    Tsui, Kwok Leung
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (10) : 18155 - 18174
  • [7] Short-Term Passenger Flow Prediction of Airport Subway Based on Spatio-Temporal Graph Convolutional Network
    Zhang, Xingrui
    Liu, Chang
    Chen, Zhe
    Deng, Qiangqiang
    Lyu, Ming
    Luo, Qian
    Computer Engineering and Applications, 2023, 59 (08) : 322 - 330
  • [8] Deep Temporal Multi-Graph Convolutional Network for Crime Prediction
    Wang, Yaqian
    Ge, Liang
    Li, Siyu
    Chang, Feng
    CONCEPTUAL MODELING, ER 2020, 2020, 12400 : 525 - 538
  • [9] Traffic Prediction Based on Multi-graph Spatio-Temporal Convolutional Network
    Yao, Xiaomin
    Zhang, Zhenguo
    Cui, Rongyi
    Zhao, Yahui
    WEB INFORMATION SYSTEMS AND APPLICATIONS (WISA 2021), 2021, 12999 : 144 - 155
  • [10] Parallel framework of a multi-graph convolutional network and gated recurrent unit for spatial–temporal metro passenger flow prediction
    Zhan S.
    Cai Y.
    Xiu C.
    Zuo D.
    Wang D.
    Chun Wong S.
    Expert Systems with Applications, 2024, 251
12345