A Novel Chaotic Neural Network with Radial Basis Function and Their Application to TSP

被引:2
|
作者
Xu, Nan [2 ]
Liu, Lijie [1 ]
Xu, Yaoqun [1 ]
机构
[1] Harbin Univ Commerce, Inst Syst Engn, Harbin, Peoples R China
[2] Heilongjiang Bayi Agr Univ, Coll Informat Technol, Daqing, Heilongjiang, Peoples R China
关键词
Chaotic neural network; Radial basis function; TSP;
D O I
10.4028/www.scientific.net/AMM.151.532
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
A novel transiently chaotic neural network with radial basis function is proposed by analyzing the capability of chaotic search and the effect in solving combinational optimization problem. The character of Radial basis function is higher nonlinear and better function approaching ability. So a novel transiently chaotic neural network is presented by transferring sigmoid activation function into non-monotonous activation function which is composed by Contrary Multiquadric function and Sigmoid. This network is used to solve Traveling Salesman Problem (TSP), and the simulation result indicates that it can avoid the limit of being trapped into the local minima and converge to the global minima with high speed.
引用
收藏
页码:532 / +
页数:2
相关论文
共 50 条
  • [21] Chaotic neural network based on annealing strategy and their application to TSP
    Weng, Miao-Feng
    Gao, Jing
    Xiaoxing Weixing Jisuanji Xitong/Mini-Micro Systems, 2002, 23 (05):
  • [22] Median radial basis function neural network
    Bors, AG
    Pitas, I
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 1996, 7 (06): : 1351 - 1364
  • [23] The Normalized Radial Basis Function neural network
    Heimes, F
    van Heuveln, B
    1998 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5, 1998, : 1609 - 1614
  • [24] Bayesian radial basis function neural network
    Yang, ZR
    INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING IDEAL 2005, PROCEEDINGS, 2005, 3578 : 211 - 219
  • [25] A novel radial basis function neural network for fault section estimation in transmission network
    Bi, TS
    Ni, YX
    Shen, CM
    Wu, FF
    Yang, QX
    APSCOM - 2000: 5TH INTERNATIONAL CONFERENCE ON ADVANCES IN POWER SYSTEM CONTROL, OPERATION & MANAGEMENT, VOLS 1 AND 2, 2000, : 259 - 263
  • [26] Feedback compensation control on chaotic system with uncertainty based on radial basis function neural network
    Zeng Zhe-Zhao
    ACTA PHYSICA SINICA, 2013, 62 (03)
  • [27] Prediction of noisy chaotic time series using an optimal radial basis function neural network
    Leung, H
    Lo, T
    Wang, SC
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2001, 12 (05): : 1163 - 1172
  • [28] Application of radial basis function neural network to comprehensive evaluation of dam safety
    Yan, Bin
    Gao, Zhenwei
    Li, Dongyan
    Yanshilixue Yu Gongcheng Xuebao/Chinese Journal of Rock Mechanics and Engineering, 2008, 27 (SUPPL. 2): : 3991 - 3997
  • [29] Application of radial basis function neural network on fault diagnosis of electric vehicle
    Ma, Shi-Jie
    Zhang, Lei
    Liu, Jia
    Journal of Beijing Institute of Technology (English Edition), 2014, 23 : 89 - 92
  • [30] An application of local linear radial basis function neural network for flood prediction
    Panigrahi, Binaya Kumar
    Nath, Tushar Kumar
    Senapati, Manas Ranjan
    JOURNAL OF MANAGEMENT ANALYTICS, 2019, 6 (01) : 67 - 87