An Improved Real-Coded Genetic Algorithm and Its Application

被引：1
|
作者：
Zhong-Lai Wang
机构：
来源：
Journal of Electronic Science and Technology of China | 2008年 / 01期
关键词：
Adaptive mutation; arithmetic cross-over; elitist strategy; genetic algorithm;
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：
Real-coded genetic algorithm(RGA)usually meets the demand of consecutive space problem.However,compared with simple genetic algorithm(SGA)RGA also has the inherent disadvantages such as prematurity and slow convergence when the solution is close to the optimum solution.This paper presents an improved real-coded genetic algorithm to increase the computation efficiency and avoid prematurity,especially in the optimization of multi-modal function.In this method,mutation operation and crossover operation are improved.Examples are given to demonstrate its com p utation efficiency and robustness.
引用
收藏
页码：43 / 46
页数：4
相关论文
共 50 条
  • [21] Real-coded Genetic Algorithm and Application in the Automatic Composing the Test Paper
    Wang Yu-Fen
    Guo Xiao-Juan
    2009 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL 1, PROCEEDINGS, 2009, : 399 - 402
  • [22] Real-coded genetic algorithm in superquadric fitting
    Xing, WW
    Liu, WB
    Yuan, BZ
    2002 6TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS I AND II, 2002, : 865 - 868
  • [23] A Novel Real-coded Quantum-inspired Genetic Algorithm and Its Application in Data Reconciliation
    Gao Lin
    Gu Xingsheng
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2012, 5 (03): : 413 - 420
  • [24] A Novel Real-coded Quantum-inspired Genetic Algorithm and Its Application in Data Reconciliation
    G.A.O. Lin
    G.U. Xingsheng
    International Journal of Computational Intelligence Systems, 2012, 5 : 413 - 420
  • [25] A Novel Real-coded Quantum-inspired Genetic Algorithm and Its Application in Data Reconciliation
    Gao Lin
    2011 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, 2011, : 1450 - 1453
  • [26] Improved Real-Coded Genetic Algorithm for Fixed Head Hydrothermal Power System
    Pattanaik, Jagat Kishore
    Basu, Mousumi
    Dash, Deba Prasad
    IETE JOURNAL OF RESEARCH, 2022, 68 (06) : 3984 - 3993
  • [27] An Improved Polynomial Neural Network Classifier Using Real-Coded Genetic Algorithm
    Lin, Chin-Teng
    Prasad, Mukesh
    Saxena, Amit
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2015, 45 (11): : 1389 - 1401
  • [28] A new hybrid real-coded genetic algorithm and application in dynamic economic dispatch
    Zhang, Guoli
    Lu, Hai Yan
    Li, Gengyin
    Xie, Hong
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 3627 - +
  • [29] A simple real-coded extended compact genetic algorithm
    Fossati, Luca
    Lanzi, Pier Luca
    Sastry, Kumara
    Goldberg, David E.
    Gomez, Osvaldo
    2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS, 2007, : 342 - 348
  • [30] Real-coded genetic algorithm for machining condition optimization
    Kim, Sung Soo
    Kim, Il-Hwan
    Mani, V.
    Kim, Hyung Jun
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2008, 38 (9-10): : 884 - 895
12345