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
来源：
Journal of China Universities of Posts and Telecommunications | 2024年 / 31卷 / 06期
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
  • [31] Prediction of Travel Purpose Based on the Long Short-Term Memory Network
    Zhang, Yan
    Zhao, De
    CICTP 2023: INNOVATION-EMPOWERED TECHNOLOGY FOR SUSTAINABLE, INTELLIGENT, DECARBONIZED, AND CONNECTED TRANSPORTATION, 2023, : 1029 - 1039
  • [32] A BIDIRECTIONAL CONTEXT-AWARE AND MULTI-SCALE FUSION HYBRID NETWORK FOR SHORT-TERM TRAFFIC FLOW PREDICTION
    Chen, Zhixing
    Zhen, Guizhou
    PROMET-TRAFFIC & TRANSPORTATION, 2022, 34 (03): : 407 - 420
  • [33] MFAMNet: Multi-Scale Feature Attention Mixture Network for Short-Term Load Forecasting
    Yang, Shengchun
    Zhu, Kedong
    Li, Feng
    Weng, Liguo
    Cheng, Liangcheng
    APPLIED SCIENCES-BASEL, 2023, 13 (05):
  • [34] Short-Term Traffic Flow Forecast Based on Parallel Long Short-Term Memory Neural Network
    Qiao, Songlin
    Sun, Rencheng
    Fan, Guangpeng
    Liu, Ji
    PROCEEDINGS OF 2017 8TH IEEE INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS 2017), 2017, : 253 - 257
  • [35] Nucleobase discrimination based on terahertz spectroscopy using multi-scale convolutional neural network with convolutional block attention module and long short-term memory
    Chen, Yusa
    Meng, Tianhua
    Wu, Meizhang
    Hu, Wenya
    Yang, Dingyi
    Wu, Wengang
    SENSORS AND ACTUATORS A-PHYSICAL, 2025, 387
  • [36] Multi-Scale Building Load Forecasting Without Relying on Weather Forecast Data: A Temporal Convolutional Network, Long Short-Term Memory Network, and Self-Attention Mechanism Approach
    Yang, Lanqian
    Guo, Jinmin
    Tian, Huili
    Liu, Min
    Huang, Chang
    Cai, Yang
    BUILDINGS, 2025, 15 (02)
  • [37] A lightweight network for traffic sign recognition based on multi-scale feature and attention mechanism
    Wei, Wei
    Zhang, Lili
    Yang, Kang
    Li, Jing
    Cui, Ning
    Han, Yucheng
    Zhang, Ning
    Yang, Xudong
    Tan, Hongxin
    Wang, Kai
    HELIYON, 2024, 10 (04)
  • [38] Multi-Scale Remaining Useful Life Prediction Using Long Short-Term Memory
    Wang, Youdao
    Zhao, Yifan
    SUSTAINABILITY, 2022, 14 (23)
  • [39] A water quality prediction method based on the multi-time scale bidirectional long short-term memory network
    Qinghong Zou
    Qingyu Xiong
    Qiude Li
    Hualing Yi
    Yang Yu
    Chao Wu
    Environmental Science and Pollution Research, 2020, 27 : 16853 - 16864
  • [40] A water quality prediction method based on the multi-time scale bidirectional long short-term memory network
    Zou, Qinghong
    Xiong, Qingyu
    Li, Qiude
    Yi, Hualing
    Yu, Yang
    Wu, Chao
    ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2020, 27 (14) : 16853 - 16864
12345