A New Real Coded Genetic Algorithm Operator: Log Logistic Mutation

被引:0
|
作者
Deep, Kusum [1 ]
Shashi [1 ]
Katiyar, V. K. [1 ]
机构
[1] Indian Inst Technol Roorkee, Dept Math, Roorkee, Uttar Pradesh, India
关键词
Real Coded Genetic Algorithm; Mutation Operator; Crossover Operator;
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
In this study, a new mutation operator for real coded genetic algorithms called the Log Logistic Mutation (LLM) is proposed. The performance of LLM is compared with existing real coded mutation operator namely Power Mutation (PM). LLM is used in conjunction with a well known crossover operator; Laplace Crossover (LX), to obtain a new generational real coded genetic algorithm called LX-LLM. LX-LLM is compared with the existing LX-PM. The performance of both the genetic algorithms is compared on the basis of success rate, average function evaluation, average error and computational time, and the supremacy of the proposed mutation operator is established.
引用
收藏
页码:193 / 200
页数:8
相关论文
共 50 条
  • [31] Pattern synthesis using real coded genetic algorithm
    1600, AMSE Press, 16 Avenue Grauge Blanche, Tassin-la-Demi-Lune, 69160, France (57):
  • [32] A modified real coded genetic algorithm for constrained optimization
    Thakur, Manoj
    Meghwani, Suraj S.
    Jalota, Hemant
    APPLIED MATHEMATICS AND COMPUTATION, 2014, 235 : 292 - 317
  • [33] Application of Real Coded Genetic Algorithm for Target Sensing
    Pappula, Lakshman
    Ghosh, Debalina
    2012 SIXTH INTERNATIONAL CONFERENCE ON SENSING TECHNOLOGY (ICST), 2012, : 69 - 72
  • [34] Adaptive directed mutation for real-coded genetic algorithms
    Tang, Ping-Hung
    Tseng, Ming-Hseng
    APPLIED SOFT COMPUTING, 2013, 13 (01) : 600 - 614
  • [35] A real-coded genetic algorithm for constructive induction
    HajAbedi, Z.
    2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5, 2009, : 2036 - 2042
  • [36] STUDY OF CROSSOVER AND MUTATION OPERATORS CONTROL IN REAL CODED GENETIC ALGORITHM APPLYING TO SOLVE AN OPTIMIZATION TASK
    Lovtsova, Irina
    Aleksejeva, Ludmila
    MENDEL 2008, 2008, : 65 - 70
  • [37] Searching performance of a real-coded genetic algorithm using biased probability distribution functions and mutation
    Nakanishi H.
    Kinjo H.
    Oshiro N.
    Yamamoto T.
    Artificial Life and Robotics, 2007, 11 (1) : 37 - 41
  • [38] A THEORETICAL ANALYSIS ON MUTATION OPERATOR OF STANDARD GENETIC ALGORITHM
    GUO LI
    ZONGBEN XU(College of Science
    WuhanUniversityJournalofNaturalSciences, 1996, (Z1) : 599 - 604
  • [39] A New Framework with FDPP-LX Crossover for Real-Coded Genetic Algorithm
    Chen, Zhi-Qiang
    Wang, Rong-Long
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2011, E94A (06) : 1417 - 1425
  • [40] 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 - +