Parallel processing using the PVM for genetic algorithms and neural networks

被引：0
|
作者：
Castillo, O [1 ]
Melin, P [1 ]
Palma, R [1 ]
Gaxiola, J [1 ]
Lozano, A [1 ]
机构：
[1] Tijuana Inst Technol, Dept Comp Sci, Tijuana, BC, Mexico
来源：
7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL V, PROCEEDINGS: COMPUTER SCIENCE AND ENGINEERING: I | 2003年
关键词：
parallel processing; neural networks; genetic algorithms; Parallel Virtual Machine; intelligent control;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We describe in this paper the use of parallel processing for neural networks and genetic algorithms. We used in this research work the Parallel Virtual Machine (PVM), on a cluster of 16 processors, to achieve the performance that we needed for intelligent control applications. We tested different types of neural networks and genetic algorithms on the cluster to measure the efficiency and the accuracy of the implementation. We also considered in this paper the application of neural networks and genetic algorithms to the problem of controlling non-linear dynamic plants.
引用
收藏
页码：394 / 398
页数：5
相关论文
共 50 条
  • [31] Multistage classifiers optimized by neural networks and genetic algorithms
    Benediktsson, JA
    Sveinsson, JR
    Ingimundarson, JI
    Sigurdsson, HS
    Ersoy, OK
    NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 1997, 30 (03) : 1323 - 1334
  • [32] The merging of neural networks, fuzzy logic, and genetic algorithms
    Shapiro, AF
    INSURANCE MATHEMATICS & ECONOMICS, 2002, 31 (01): : 115 - 131
  • [33] Combining backpropagation and genetic algorithms to train neural networks
    Papakostas, G
    Boutalis, Y
    Samartzidis, S
    Karras, D
    Mertzios, B
    IWSSIP 2005: PROCEEDINGS OF THE 12TH INTERNATIONAL WORSHOP ON SYSTEMS, SIGNALS & IMAGE PROCESSING, 2005, : 169 - 175
  • [34] Neural Networks versus Genetic Algorithms as Medical Classifiers
    Marin, Oscar
    Perez, Irene
    Ruiz, Daniel
    Soriano, Antonio
    Garcia, Joaquin D.
    FOUNDATIONS ON NATURAL AND ARTIFICIAL COMPUTATION: 4TH INTERNATIONAL WORK-CONFERENCE ON THE INTERPLAY BETWEEN NATURAL AND ARTIFICIAL COMPUTATION, IWINAC 2011, PART I, 2011, 6686 : 393 - 400
  • [35] On Genetic Algorithms and Neural Networks for Boolean Functions Minimization
    Kazimirov, A. S.
    Reimerov, S. Y.
    PROCEEDINGS OF THE XIX IEEE INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND MEASUREMENTS (SCM 2016), 2016, : 260 - 261
  • [36] Neural networks and genetic algorithms in membrane technology modelling
    Strugholtz, S.
    Panglisch, S.
    Gebhardt, J.
    Gimbel, R.
    JOURNAL OF WATER SUPPLY RESEARCH AND TECHNOLOGY-AQUA, 2008, 57 (01): : 23 - 34
  • [37] Enhancement of neural networks novelty filters with genetic algorithms
    Elsimary, H
    INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED PROCESSING TECHNIQUES AND APPLICATIONS, VOLS I-III, PROCEEDINGS, 1997, : 924 - 927
  • [38] Shape reconstruction by genetic algorithms and artificial neural networks
    Liu, XY
    Tang, MX
    Frazer, JH
    ENGINEERING COMPUTATIONS, 2003, 20 (1-2) : 129 - 151
  • [39] A study of key issues in parallel algorithms for face recognition based on genetic neural networks
    Guo K.
    Li B.
    Li H.
    Bai Z.
    Applied Mathematics and Nonlinear Sciences, 2024, 9 (01)
  • [40] Optimizing the IC wire bonding process using a neural networks/genetic algorithms approach
    Su, CT
    Chiang, TL
    JOURNAL OF INTELLIGENT MANUFACTURING, 2003, 14 (02) : 229 - 238
12345