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
  • [1] A new logistic distribution based crossover operator for real-coded genetic algorithm
    Naqvi, Fakhra Batool
    Yousaf Shad, Muhammad
    Khan, Saima
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2021, 91 (04) : 817 - 835
  • [2] A new mutation operator for real coded genetic algorithms
    Deep, Kusum
    Thakur, Manoj
    APPLIED MATHEMATICS AND COMPUTATION, 2007, 193 (01) : 211 - 230
  • [3] A Directed Mutation Operator for Real Coded Genetic Algorithms
    Korejo, Imtiaz
    Yang, Shengxiang
    Li, Changhe
    APPLICATIONS OF EVOLUTIONARY COMPUTATION, PT I, PROCEEDINGS, 2010, 6024 : 491 - 500
  • [4] Development of a Mutation Operator in a Real-Coded Genetic Algorithm for Bridge Model Optimization
    Jaecheon Kim
    Manseok Han
    Soobong Shin
    KSCE Journal of Civil Engineering, 2024, 28 : 1822 - 1835
  • [5] Development of a Mutation Operator in a Real-Coded Genetic Algorithm for Bridge Model Optimization
    Kim, Jaecheon
    Han, Manseok
    Shin, Soobong
    KSCE JOURNAL OF CIVIL ENGINEERING, 2024, 28 (05) : 1822 - 1835
  • [6] A Direction-Based Exponential Mutation Operator for Real-Coded Genetic Algorithm
    Das, Amit Kumar
    Pratihar, Dilip Kumar
    PROCEEDINGS OF 2018 FIFTH INTERNATIONAL CONFERENCE ON EMERGING APPLICATIONS OF INFORMATION TECHNOLOGY (EAIT), 2018,
  • [7] Real-coded crossover operator and improved real-coded genetic algorithm
    Shi, Yu
    Yu, Sheng-Lin
    2002, Journal of Nanjing Institute of Posts and Telecommunications (22):
  • [8] Discrete optimization of truss structures using real coded genetic algorithm with hybrid mutation operator
    Mohanlal, C. (c_mohanlal@yahoo.com), 1600, Structural Engineering Research Centre (41):
  • [9] A new crossover operator for real coded genetic algorithms
    Deep, Kusum
    Thakur, Manoj
    APPLIED MATHEMATICS AND COMPUTATION, 2007, 188 (01) : 895 - 911
  • [10] A Novel Real Coded Genetic Algorithm for Software Mutation Testing
    Mishra, Deepti Bala
    Acharya, Biswaranjan
    Rath, Dharashree
    Gerogiannis, Vassilis C.
    Kanavos, Andreas
    SYMMETRY-BASEL, 2022, 14 (08):