Network traffic prediction algorithm research based on PSO-BP neural network

被引：0
|
作者：
Wei, Cheng [1 ]
Peng, Feng [1 ]
机构：
[1] Northeastern Univ, Software Coll, Informat Secur Inst, Shenyang, Peoples R China
来源：
PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS RESEARCH AND MECHATRONICS ENGINEERING | 2015年 / 121卷
关键词：
BP neural network; PSO algorithm; PSO-BP; network traffic prediction;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
We Propose PSO-BP network traffic prediction algorithm which based on BP neural network and improved by the particle swarm optimization. Use PSO algorithm to optimize the initial weight and threshold values of BP network, and use history to train BP neural network and realize the simulation by MATLAB. The results show that, PSO-BP algorithm can improve network traffic prediction accuracy and speed up the convergence rate of BP network.
引用
收藏
页码：1239 / 1243
页数：5
相关论文
共 50 条
  • [41] Prediction for traffic flow of BP neural network based on DE algorithm
    Hou Yue
    Li Haiyan
    [J]. CONSTRUCTION AND URBAN PLANNING, PTS 1-4, 2013, 671-674 : 2951 - +
  • [42] Research on Activated Carbon Supercapacitors Electrochemical Properties Based on Improved PSO-BP Neural Network
    Liang, Xiaoyi
    Yang, Zhen
    Gu, Xingsheng
    Ling, Licheng
    [J]. CMC-COMPUTERS MATERIALS & CONTINUA, 2009, 13 (02): : 135 - 151
  • [43] Research on activated carbon supercapacitors electrochemical properties based on improved PSO-BP neural network
    Liang, Xiaoyi
    Yang, Zhen
    Gu, Xingsheng
    Ling, Licheng
    [J]. Computers, Materials and Continua, 2010, 13 (02): : 135 - 151
  • [44] Research on Recognition Method of UUV Vision Based on PSO-BP Network
    Zhang, Wei
    Meng, Detao
    Liang, Zhicheng
    Guo, Yi
    Zhou, Jiajia
    Han, Yunfeng
    [J]. OCEANS 2015 - MTS/IEEE WASHINGTON, 2015,
  • [45] Displacement Back Analysis Based on GA-BP and PSO-BP Neural Network
    Dongdong, Gu
    Yunliang, Tan
    [J]. PROCEEDINGS OF THE 8TH RUSSIAN-CHINESE SYMPOSIUM COAL IN THE 21ST CENTURY: MINING, PROCESSING, SAFETY, 2016, 92 : 169 - 174
  • [46] Application of Parameter Evaluation and PSO-BP Neural Network for Relay Contact Life Prediction
    Wang, Zhaobin
    Zhu, Jiamiao
    Li, Jiuxin
    Li, Shaofei
    Zhang, Wenhang
    Han, Chunyang
    [J]. 2023 IEEE 68TH HOLM CONFERENCE ON ELECTRICAL CONTACTS, HOLM, 2023, : 209 - 214
  • [47] RETRACTED: Information System Security Evaluation Algorithm Based on PSO-BP Neural Network (Retracted Article)
    Zheng, Qinghua
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2021, 2021
  • [48] Prediction Method of Concentricity and Perpendicularity of Aero Engine Multistage Rotors Based on PSO-BP Neural Network
    Sun, Chuanzhi
    Li, Chengtian
    Liu, Yongmeng
    Liu, Zewei
    Wang, Xiaoming
    Tan, Jiubin
    [J]. IEEE ACCESS, 2019, 7 : 132271 - 132278
  • [49] Short-term rapid prediction of stratospheric wind field based on PSO-BP neural network
    Long Y.
    Deng X.
    Yang X.
    Hou Z.
    [J]. Beijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics, 2022, 48 (10): : 1970 - 1978
  • [50] Parameterization of Multi-Angle Shaker Based on PSO-BP Neural Network
    Zhang, Jinxia
    Wang, Yan
    Niu, Fusheng
    Zhang, Hongmei
    Li, Songyi
    Wang, Yanpeng
    [J]. MINERALS, 2023, 13 (07)
12345