An Application of Radial Basis Function Network and Genetic Algorithm to Fashion Design System

被引：1
|
作者：
Zhang, Yana [1 ]
Yang, Hua [1 ]
机构：
[1] Shaanxi Polytech Inst, Xian, Shaanxi, Peoples R China
来源：
2013 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND ENGINEERING APPLICATIONS | 2013年
关键词：
genetic algorithm; human fatigue; fashion design; best individuals;
D O I：
10.1109/ISDEA.2013.425
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, a genetic algorithm as well as a radial basis network has applied to solve the design problem of human fatigue. The hybrid method of neural network and genetic algorithm has been employed. The selected individuals from Genetic Algorithm are optimized and considered as value of nodes in the radial basis function networks neural network. The parameters of radial basis function network are optimized by K-Means combined with the value of similar distance. The fitness cost function of the genetic algorithm is approximated by artificial neural network. The performance of the method in fashion design verifies the effects of this method.
引用
收藏
页码：84 / 88
页数：5
相关论文
共 50 条
  • [1] Hierarchical Rank Density Genetic Algorithm for radial-basis function neural network design
    Yen, GG
    Lu, HM
    CEC'02: PROCEEDINGS OF THE 2002 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2002, : 25 - 30
  • [2] A new sequential learning algorithm for radial basis function network with application to dynamic system identification
    Yin, Jianchuan
    Dong, Fang
    Wang, Nini
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 3019 - 3023
  • [3] Design and Implementation of Radial Basis Function Network Based on Clustering Algorithm
    Zhen, Zhilong
    Wang, Haijuan
    Zhu, Yao
    ICFCSE 2011: 2011 INTERNATIONAL CONFERENCE ON FUTURE COMPUTER SUPPORTED EDUCATION, VOL 2, 2011, : 1 - 4
  • [4] Learning logic programming in radial basis function network via genetic algorithm
    School of Mathematical Sciences, Universiti Sains Malaysia, 11800 USM, Penang, Malaysia
    Hamadneh, N., 2012, Asian Network for Scientific Information, 308-Lasani Town, Sargodha Road, Faisalabad, Pakistan (12)
  • [5] Mixed Radial Basis Function Neural Network Training Using Genetic Algorithm
    Elansari, Taoufyq
    Ouanan, Mohammed
    Bourray, Hamid
    NEURAL PROCESSING LETTERS, 2023, 55 (08) : 10569 - 10587
  • [6] Mixed Radial Basis Function Neural Network Training Using Genetic Algorithm
    Taoufyq Elansari
    Mohammed Ouanan
    Hamid Bourray
    Neural Processing Letters, 2023, 55 : 10569 - 10587
  • [7] The Application of Genetic Algorithm-Radial Basis Function (GA-RBF) Neural Network in Stock Forecasting
    Du, Pengying
    Luo, Xiaoping
    He, Zhiming
    Xie, Liang
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 1745 - 1748
  • [8] Application of interactive genetic algorithm to fashion design
    Kim, HS
    Cho, SB
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2000, 13 (06) : 635 - 644
  • [9] Filter design using radial basis function neural network and genetic algorithm for improved operational health monitoring
    Roy, N
    Ganguli, R
    APPLIED SOFT COMPUTING, 2006, 6 (02) : 154 - 169
  • [10] Analog design of a radial basis function network
    Liang Yan
    Jin Dongming
    ASICON 2007: 2007 7TH INTERNATIONAL CONFERENCE ON ASIC, VOLS 1 AND 2, PROCEEDINGS, 2007, : 122 - 125
12345