Application of Genetic Algorithm and RBF Neural Network in Network Flow Prediction

被引：0
|
作者：
Ming, Zhang Ya [1 ]
Bin, Zhang Yu [2 ]
Zhong, Lin Li [3 ]
机构：
[1] ShiJiaZhuang Infonnat Engn Vocat Coll, Shijiazhuang, Peoples R China
[2] HeBei Vocat Art Coll, Shijiazhuang, Peoples R China
[3] ShiJiaZhuang Coll, Shijiazhuang, Peoples R China
来源：
ICCSIT 2010 - 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, VOL 2 | 2010年
关键词：
network flow; RBF neural network; genetic algorithm; time series 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：
Time series forecasting is the main method in network flow prediction. RBF neural network is capable of universal approximation, which not only has fast training velocity, but also can solve the local minima problem. Thus, network flow prediction technology based on genetic algorithm and RBF neural network is presented in the paper. And the training parameters are adjusted by genetic algorithm. Network flow data about 40 points can be applied to study the superiority of genetic algorithm and RBF neural network neural network compared with normal RBF neural network. By the analysis of application case, it can be seen that the forecasting performance of genetic algorithm and RBF neural network is better than that of normal RBF neural network.
引用
收藏
页码：298 / 301
页数：4
相关论文
共 50 条
  • [1] Prediction of Electricity Consumption Based on Genetic Algorithm - RBF Neural Network
    Zeng Qing-wei
    Xu Zhi-Hai
    Wu Jian
    [J]. 2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 5, 2010, : 339 - 342
  • [2] Application of genetic-RBF neural network in fault prediction of sensor
    Zhai, Zhihua
    Shang, Kun
    [J]. 2012 INTERNATIONAL CONFERENCE ON INTELLIGENCE SCIENCE AND INFORMATION ENGINEERING, 2012, 20 : 134 - 136
  • [3] Network flow prediction method of wireless sensor based on genetic-RBF neural network
    Yang, Zhiqiu
    [J]. Journal of Computational Information Systems, 2013, 9 (05): : 1859 - 1866
  • [4] The Application of RBF Neural Network in Earthquake Prediction
    Wang Ying
    Chen Yi
    Zhang Jinkui
    [J]. THIRD INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTING, 2009, : 465 - 468
  • [5] Research on the Application of the Prediction of the Expressway Traffic Flow Based on the Neural Network with Genetic Algorithm
    Zhu, Chunmei
    Yan, Changpeng
    Xu, Xiaoli
    Wu, Guoxin
    [J]. MANUFACTURING PROCESS TECHNOLOGY, PTS 1-5, 2011, 189-193 : 4400 - +
  • [6] RBF neural network controller optimized by genetic algorithm
    City Institute, Dalian University of Technology, Dalian 116600, China
    不详
    [J]. Dianji yu Kongzhi Xuebao, 2007, 2 (183-187):
  • [7] RBF neural network, basis functions and genetic algorithm
    Maillard, EP
    Gueriot, D
    [J]. 1997 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, 1997, : 2187 - 2192
  • [8] Study on Network Flow Prediction Model Based on Particle Swarm Optimization Algorithm and RBF Neural Network
    Bin, Zhang Yu
    Zhong, Lin Li
    Ming, Zhang Ya
    [J]. ICCSIT 2010 - 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, VOL 2, 2010, : 302 - 306
  • [9] Application of RBF neural network in dam deformation prediction
    Xu, Guanghua
    [J]. ENVIRONMENTAL TECHNOLOGY AND RESOURCE UTILIZATION II, 2014, 675-677 : 261 - 264
  • [10] Application of improved fuzzy RBF neural network algorithm in the prediction of wood dyeing recipes
    [J]. Guan, X., 1600, CESER Publications, Post Box No. 113, Roorkee, 247667, India (43):
12345