Research on PM2.5 concentration prediction algorithm based on graph convolutional neural network model

被引:0
|
作者
Liu, Xiangyu [1 ]
Ren, Ge [2 ]
Guo, Jiashuo [1 ]
Hu, Yuxin [2 ]
Lin, Hong [2 ]
机构
[1] School of Computer Science and Artificial Intelligence, Zhengzhou University, Zhengzhou, China
[2] Zhengzhou Institute of Metrology, Zhengzhou, China
关键词
Concentration prediction - Convolutional networks - Convolutional neural network - Deep learning - Graph neural networks - Monitoring stations - PM2.5 concentration - Pm2.5 concentration prediction - Prediction modelling - Traffic emissions;
D O I
132916J
中图分类号
学科分类号
摘要
12
引用
收藏
相关论文
共 50 条
  • [1] PM2.5 Concentration Prediction Model Based on Chaotic Genetic Neural Network
    Wang Xiao-min
    Zheng Yu-tong
    Lei Ting
    [J]. PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 1759 - 1764
  • [2] A coupling model of genetic algorithm and RBF neural network for the prediction of PM2.5 concentration
    Liang, Ze
    Wang, Yue-Yao
    Yue, Yuan-Wen
    Wei, Fei-Li
    Jiang, Hong
    Li, Shuang-Cheng
    [J]. Zhongguo Huanjing Kexue/China Environmental Science, 2020, 40 (02): : 523 - 529
  • [3] A novel prediction model of PM2.5 mass concentration based on back propagation neural network algorithm
    Chen, Yegang
    An, JianMei
    Yanhan
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 37 (03) : 3175 - 3183
  • [4] Prediction of PM2.5 concentration based on a CNN-LSTM neural network algorithm
    Bai, Xuesong
    Zhang, Na
    Cao, Xiaoyi
    Chen, Wenqian
    [J]. PEERJ COMPUTER SCIENCE, 2024, 12
  • [5] Prediction of PM2.5 concentration based on a CNN-LSTM neural network algorithm
    Bai, Xuesong
    Zhang, Na
    Cao, Xiaoyi
    Chen, Wenqian
    [J]. PEERJ, 2024, 12
  • [6] Prediction algorithm of PM2.5 mass concentration based on adaptive BP neural network
    Yegang Chen
    [J]. Computing, 2018, 100 : 825 - 838
  • [7] Prediction algorithm of PM2.5 mass concentration based on adaptive BP neural network
    Chen, Yegang
    [J]. COMPUTING, 2018, 100 (08) : 825 - 838
  • [8] PM2.5 prediction based on dynamic spatiotemporal graph neural network
    Liao, Haibin
    Wu, Mou
    Yuan, Li
    Hu, Yiyang
    Gong, Haowei
    [J]. APPLIED INTELLIGENCE, 2024, 54 (22) : 11933 - 11948
  • [9] Prediction of Urban PM2.5 Concentration Based on Wavelet Neural Network
    Zhang, Shan
    Li, Xiaoli
    Li, Yang
    Mei, Jianxiang
    [J]. PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 5514 - 5519
  • [10] Prediction of PM2.5 Concentration Based on Recurrent Fuzzy Neural Network
    Zhou, Shanshan
    Li, Wenjing
    Qiao, Junfei
    [J]. PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 3920 - 3924