Ad Hoc network traffic prediction based on the Elman neural network

被引：0
|
作者：
Ding, Yuanming [1 ,2 ]
Gao, Jiayao [2 ,3 ]
Wang, Xue [3 ]
机构：
[1] Dalian Univ, Network Technol Engn Lab Smart Shipping & Logist, 10 Xuefu St, Dalian 116622, Peoples R China
[2] Dalian Univ, Key Lab Commun Networks & Informat Proc, Dalian 116622, Peoples R China
[3] Dalian Univ, Coll Informat Engn, Dalian 116622, Peoples R China
来源：
PROCEEDINGS OF THE 2015 3RD INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS AND INFORMATION TECHNOLOGY APPLICATIONS | 2015年 / 35卷
关键词：
Traffic prediction; improved Elman neural network; Ad Hoc network;
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：
For complex Ad Hoc network environment, based on Elman neural network prediction model, using particle swarm optimization algorithm to optimize the original Elman BP training can find the global optimization thresholds and weights of the neural network layers, and a modified Elman neural network model is proposed to predict the Ad Hoc network node traffic. According to Ad Hoc network node traffic data obtained by simulation in NS-2, network traffic predict experiment results show that the modified Elman neural network model has improved compared to the previous Elman neural network model and has a lower error and higher prediction accuracy.
引用
收藏
页码：1678 / 1683
页数：6
相关论文
共 50 条
  • [1] Prediction for Network traffic Based on Modified Elman Neural Network
    Wang, Xuqi
    Zhaor, Zongtao
    Zhang, Shanwen
    [J]. INDUSTRIAL INSTRUMENTATION AND CONTROL SYSTEMS, PTS 1-4, 2013, 241-244 : 3005 - +
  • [2] Prediction of Internet Traffic Based on Elman Neural Network
    Wang Junsong
    Wang Jiukun
    Zeng Maohua
    Wang Junjie
    [J]. CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 1248 - +
  • [3] Network traffic prediction model of the new Elman chaotic neural network
    Dang, Xiaochao
    Hao, Zhanjun
    Li, Yan
    [J]. ADVANCES IN MANUFACTURING TECHNOLOGY, PTS 1-4, 2012, 220-223 : 2546 - 2554
  • [4] MODIFIED ELMAN NEURAL NETWORK AND ITS APPLICATION TO NETWORK TRAFFIC PREDICTION
    Wang, Xuqi
    Zhang, Chuanlei
    Zhang, Shanwen
    [J]. 2012 IEEE 2ND INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND INTELLIGENT SYSTEMS (CCIS) VOLS 1-3, 2012, : 629 - 633
  • [5] Network Traffic Prediction based on Neural Network
    Feng, Gao
    [J]. 2015 INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION, BIG DATA AND SMART CITY (ICITBS), 2016, : 527 - 530
  • [6] Clustering in mobile ad hoc network based on neural network
    Ai-bin Chen
    Zi-xing Cai
    De-wen Hu
    [J]. Journal of Central South University of Technology, 2006, 13 : 699 - 702
  • [7] Clustering in mobile ad hoc network based on neural network
    陈爱斌
    蔡自兴
    胡德文
    [J]. Journal of Central South University, 2006, (06) : 699 - 702
  • [8] Clustering in mobile ad hoc network based on neural network
    Chen Ai-bin
    Cai Zi-xing
    Hu De-wen
    [J]. JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY, 2006, 13 (06): : 699 - 702
  • [9] Traffic Prediction and Attack Detection Approach Based on PSO Optimized Elman Neural Network
    Wei Guoli
    [J]. 2019 11TH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA 2019), 2019, : 504 - 508
  • [10] Clustering algorithm based on wavelet neural network mobility prediction in mobile ad hoc network
    Shang, YL
    Guo, W
    Cheng, SD
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 3, PROCEEDINGS, 2005, 3498 : 391 - 396
12345