Traffic Flow Prediction Model Based on Attention Spatiotemporal Graph Convolutional Network

被引:0
|
作者
Sun, HongXian [1 ,2 ]
机构
[1] Yunnan Science Research Institute of Communication & Transportation Co., LTD., Kunming,650011, China
[2] Yunnan Key Laboratory of Digital Communications, Kunming, China
关键词
Compilation and indexing terms; Copyright 2024 Elsevier Inc;
D O I
暂无
中图分类号
学科分类号
摘要
Deep learning - Flow graphs - Forecasting - Time series - Traffic control
引用
收藏
页码:148 / 153
相关论文
共 50 条
  • [31] STGNN-FAM: A Traffic Flow Prediction Model for Spatiotemporal Graph Networks Based on Fusion of Attention Mechanisms
    Qi, Xueying
    Hu, Weijian
    Li, Baoshan
    Han, Ke
    JOURNAL OF ADVANCED TRANSPORTATION, 2023, 2023
  • [32] Dual flow fusion graph convolutional network for traffic flow prediction
    Zhao, Yuan
    Li, Mingxin
    Wen, Haoyang
    Zhao, Hui
    Wang, Yongjian
    Wen, Shixi
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 15 (08) : 3425 - 3437
  • [33] Network Traffic Overload Prediction with Temporal Graph Attention Convolutional Networks
    Yu, Qiaohong
    Wang, Huandong
    Li, Tong
    Jin, Depeng
    Wang, Xing
    Zhu, Lin
    Feng, Junlan
    Deng, Chao
    2022 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (ICC WORKSHOPS), 2022, : 885 - 890
  • [34] Spatiotemporal synchronous dynamic graph attention network for traffic flow forecasting
    Xia D.
    Lin Z.
    Chen Y.
    Hu Y.
    Li Y.
    Li H.
    Neural Computing and Applications, 2024, 36 (22) : 13745 - 13759
  • [35] A Graph Convolutional Method for Traffic Flow Prediction in Highway Network
    Zhang, Tianpu
    Ding, Weilong
    Chen, Tao
    Wang, Zhe
    Chen, Jun
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2021, 2021
  • [36] Traffic flow matrix-based graph neural network with attention mechanism for traffic flow prediction
    Chen, Jian
    Zheng, Li
    Hu, Yuzhu
    Wang, Wei
    Zhang, Hongxing
    Hu, Xiping
    INFORMATION FUSION, 2024, 104
  • [37] Traffic Flow Prediction Model Based on the Combination of Improved Gated Recurrent Unit and Graph Convolutional Network
    Zhao, Yun
    Han, Xue
    Xu, Xing
    FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY, 2022, 10
  • [38] Attention based convolutional networks for traffic flow prediction
    Juncong Lin
    Chengqiao Lin
    Qi Ye
    Multimedia Tools and Applications, 2024, 83 : 7379 - 7394
  • [39] Road Network Traffic Flow Prediction Method Based on Graph Attention Networks
    Wang, Junqiang
    Yang, Shuqiang
    Gao, Ya
    Wang, Jun
    Alfarraj, Osama
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2024, 33 (15)
  • [40] Attention based convolutional networks for traffic flow prediction
    Lin, Juncong
    Lin, Chengqiao
    Ye, Qi
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (03) : 7379 - 7394