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
  • [21] Genetic Algorithm-Based Clustering and Its New Mutation Operator
    Thammano, Arit
    Kakulphimp, Uraiwan
    INTELLIGENT COMPUTING, PART I: INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING, ICIC 2006, PART I, 2006, 4113 : 703 - 708
  • [22] A new mutation operator for the elitism-based compact genetic algorithm
    Silva, Rafael R.
    Lopes, Heitor S.
    Lima, Carlos R. Erig
    ADAPTIVE AND NATURAL COMPUTING ALGORITHMS, PT 1, 2007, 4431 : 159 - +
  • [23] An architecture of real coded genetic algorithm processor
    Tsukahara A.
    Kanasugi A.
    IEEJ Transactions on Electronics, Information and Systems, 2016, 136 (11) : 1586 - 1595
  • [24] An adaptive real-coded genetic algorithm
    Lee, LH
    Fan, YL
    APPLIED ARTIFICIAL INTELLIGENCE, 2002, 16 (06) : 457 - 486
  • [25] A neural networks for real coded genetic algorithm
    Gong, DX
    Ruan, XG
    2003 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS, INTELLIGENT SYSTEMS AND SIGNAL PROCESSING, VOLS 1 AND 2, PROCEEDINGS, 2003, : 874 - 879
  • [26] Clustering by a Genetic Algorithm with Biased Mutation Operator
    Auffarth, Benjamin
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [27] A real-coded genetic algorithm with genetic operation combination
    Yang Qiang-da
    Sang Hai-feng
    Wang Fu-li
    Proceedings of 2006 Chinese Control and Decision Conference, 2006, : 412 - 415
  • [28] AEGA: A New Real-Coded Genetic Algorithm Taking Account of Extrapolation
    Uemura, Kento
    Ono, Isao
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2016, 20 (03) : 429 - 437
  • [29] Nonconvex Economic Dispatch With AC Constraints by a New Real Coded Genetic Algorithm
    Amjady, Nima
    Nasiri-Rad, Hadi
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2009, 24 (03) : 1489 - 1502
  • [30] 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