Multi-scale network traffic prediction based on attention mechanism and long short-term memory network

被引:0
|
作者
Qian, Tang [1 ]
Liu, Yang [1 ]
Chao, Ma [2 ]
Yifei, Wei [1 ]
机构
[1] School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing,100876, China
[2] China Academy of Information and Communications Technology (CAICT), Beijing,100083, China
关键词
Long short-term memory - Variational mode decomposition;
D O I
10.19682/j.cnki.1005-8885.2024.1012
中图分类号
学科分类号
摘要
引用
收藏
页码:26 / 34
相关论文
共 50 条
  • [1] Multi-scale network traffic prediction based on attention mechanism and long short-term memory network
    Tang Qian
    Yang Liu
    Ma Chao
    Wei Yifei
    The Journal of China Universities of Posts and Telecommunications, 2024, 31 (06) : 26 - 34+56
  • [2] Long Short-term Memory Neural Network for Network Traffic Prediction
    Zhuo, Qinzheng
    Li, Qianmu
    Yan, Han
    Qi, Yong
    2017 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND KNOWLEDGE ENGINEERING (IEEE ISKE), 2017,
  • [3] A Proton Flux Prediction Method Based on an Attention Mechanism and Long Short-Term Memory Network
    Zhang, Zhiqian
    Liu, Lei
    Quan, Lin
    Shen, Guohong
    Zhang, Rui
    Jiang, Yuqi
    Xue, Yuxiong
    Zeng, Xianghua
    AEROSPACE, 2023, 10 (12)
  • [4] Shear Wave Velocity Prediction Based on the Long Short-Term Memory Network with Attention Mechanism
    Fu, Xingan
    Wei, Youhua
    Su, Yun
    Hu, Haixia
    APPLIED SCIENCES-BASEL, 2024, 14 (06):
  • [5] Short-term Traffic Flow Parameters Prediction Based on Multi-scale Analysis and Artificial Neural Network
    Huang, Meiling
    Lu, Baichuan
    2010 2ND INTERNATIONAL ASIA CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS (CAR 2010), VOL 1, 2010, : 214 - 217
  • [6] Water Flow Prediction Based on Improved Spatiotemporal Attention Mechanism of Long Short-Term Memory Network
    Hu, Wenwen
    Yu, Yongchuan
    Yan, Jianzhuo
    Zhao, Zhe
    Sun, Wenxue
    Shen, Xumeng
    WATER, 2024, 16 (11)
  • [7] Convolutional Long-Short Term Memory Network with Multi-Head Attention Mechanism for Traffic Flow Prediction
    Wei, Yupeng
    Liu, Hongrui
    SENSORS, 2022, 22 (20)
  • [8] Remaining useful life prediction in prognostics using multi-scale sequence and Long Short-Term Memory network
    Lin, Ruiguan
    Yu, Yaowei
    Wang, Huawei
    Che, Changchang
    Ni, Xiaomei
    JOURNAL OF COMPUTATIONAL SCIENCE, 2022, 57
  • [9] A multi-level attention long short-term memory neural network based on rival rise algorithm for traffic volume prediction
    Liao, Kaili
    Zhou, Wuneng
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 15 (10) : 4389 - 4402
  • [10] Attention-based long short-term memory network temperature prediction model
    Kun, Xiao
    Shan, Tian
    Yi, Tan
    Chao, Chen
    PROCEEDINGS OF 2021 7TH INTERNATIONAL CONFERENCE ON CONDITION MONITORING OF MACHINERY IN NON-STATIONARY OPERATIONS (CMMNO), 2021, : 278 - 281