Multi-factor taxi demand forecasting for urban road network based on GCN and TCN

被引:0
|
作者
Chen, Zhe [1 ]
Liu, Jia-Hua [1 ]
Zhao, Bin [1 ]
Yuan, Shao-Xin [1 ]
Kang, Jun [1 ]
机构
[1] School of Information Engineering, Chang’an University, Xi’an,710064, China
来源
Kongzhi yu Juece/Control and Decision | 2023年 / 38卷 / 04期
关键词
Convolution - Deep learning - Economics - Errors - Flow graphs - Mean square error - Motor transportation - Roads and streets - Taxicabs - Traffic control;
D O I
10.13195/j.kzyjc.2021.0814
中图分类号
学科分类号
摘要
引用
收藏
页码:1031 / 1038
相关论文
共 50 条
  • [1] Multitask Learning and GCN-Based Taxi Demand Prediction for a Traffic Road Network
    Chen, Zhe
    Zhao, Bin
    Wang, Yuehan
    Duan, Zongtao
    Zhao, Xin
    [J]. SENSORS, 2020, 20 (13) : 1 - 16
  • [2] Signal Timing Optimization Model of Urban Road Intersection Based on Multi-factor
    Wang, Qiuping
    Wang, Kai
    Zhou, Shuaiqi
    Shi, Qiongjie
    Zhang, Qi
    Sun, Hao
    [J]. 2018 6TH INTERNATIONAL CONFERENCE ON TRAFFIC AND LOGISTIC ENGINEERING (ICTLE 2018), 2019, 259
  • [3] A Novel Zinc Price Forecasting Method Based on Multi-Factor Selection and LSTM Network
    Liu, Yishun
    Li, Linyu
    Huang, Keke
    Wang, Ziyuan
    Wang, Chengzhu
    Yang, Chunhua
    [J]. IEEE INTERNATIONAL CONFERENCE ON RECENT ADVANCES IN SYSTEMS SCIENCE AND ENGINEERING (IEEE RASSE 2021), 2021,
  • [4] The Study and Application of Combination Forecasting Model for Third Party Logistics Demand Based on Multi-Factor Fusion
    Li, Peiyang
    Gao, Hua
    Lin, Chang
    Liu, Cui
    Lin, Zhongyu
    [J]. CICTP 2022: INTELLIGENT, GREEN, AND CONNECTED TRANSPORTATION, 2022, : 1413 - 1423
  • [5] Urban hazmat transportation with multi-factor
    Du, Jiaoman
    Li, Xiang
    Li, Lei
    Shang, Changjing
    [J]. SOFT COMPUTING, 2020, 24 (09) : 6307 - 6328
  • [6] Urban hazmat transportation with multi-factor
    Jiaoman Du
    Xiang Li
    Lei Li
    Changjing Shang
    [J]. Soft Computing, 2020, 24 : 6307 - 6328
  • [7] Taxi demand forecasting based on the temporal multimodal information fusion graph neural network
    Liao, Wenxiong
    Zeng, Bi
    Liu, Jianqi
    Wei, Pengfei
    Cheng, Xiaochun
    [J]. APPLIED INTELLIGENCE, 2022, 52 (10) : 12077 - 12090
  • [8] Telephone Traffic Forecasting of Electric System Based on Multi-factor Decomposition
    Hu, Bo
    Ren, Xiao-Ling
    Zhang, Cai-Jun
    Zhang, Xiao-Hui
    Qin, Hua-Qin
    Guo, Chong-Hui
    [J]. PROCEEDINGS OF THE 3RD ANNUAL INTERNATIONAL CONFERENCE ON ELECTRONICS, ELECTRICAL ENGINEERING AND INFORMATION SCIENCE (EEEIS 2017), 2017, 131 : 394 - 402
  • [9] Taxi demand forecasting based on the temporal multimodal information fusion graph neural network
    Wenxiong Liao
    Bi Zeng
    Jianqi Liu
    Pengfei Wei
    Xiaochun Cheng
    [J]. Applied Intelligence, 2022, 52 : 12077 - 12090
  • [10] Travel Demand Estimation in a Multi-subnet Urban Road Network
    Krylatov, Alexander
    Raevskaya, Anastasiya
    [J]. LEARNING AND INTELLIGENT OPTIMIZATION, LION 15, 2021, 12931 : 183 - 197