Concepedia

Genetic Algorithm Parameter Tuning

Genetic Algorithm Parameter Tuning is the systematic process of selecting and adjusting the operational parameters of a genetic algorithm—such as population size, crossover and mutation rates, and selection mechanisms—to optimize its performance in terms of convergence speed, solution quality, and robustness across problem instances.

1.3K

Publications

69.8K

Citations

3.4K

Authors

1.2K

Institutions

Publications per year

2017–2026

295

Variants

Ga Parameter Tuning

Parents

Publications

1.3K

Optimization of Control Parameters for Genetic Algorithms

John J. Grefenstette · IEEE Transactions on Systems Man and Cybernetics · 1986 · 2.9K citations

, , +17

Parameter control in evolutionary algorithms

A. E. Eiben, Robert Hinterding, Zbigniew Michalewicz · IEEE Transactions on Evolutionary Computation · 1999 · 1.9K citations · Full text

, , +11

A study on the use of non-parametric tests for analyzing the evolutionary algorithms’ behaviour: a case study on the CEC’2005 Special Session on Real Parameter Optimization

Salvador García, Daniel Molina, Manuel Lozano et al. · Journal of Heuristics · 2008 · 1.7K citations

, , +12

Proceedings of the third international conference on Genetic algorithms

J. David Schaffer · international conference on Genetic algorithms · 1989 · 1.3K citations

, , +12

Adaptive Selection Methods for Genetic Algorithms

James E. Baker · international conference on Genetic algorithms · 1985 · 999 citations

, , +13

1–5 of 1.3K

Authors

3.4K

  1. FH
    Francisco Herrera

    Universidad de Granada, Spain

    14 publications · 3.1K citations

    14

    h-index

  2. DE
    David E. Goldberg

    University of Illinois Urbana-Champaign, United States

    9 publications · 290 citations

    9

    h-index

  3. ST
    Seyed Taghi Akhavan Niaki

    Sharif University of Technology, Iran

    8 publications · 232 citations

    8

    h-index

  4. YA
    Y.L. Abdel-Magid

    King Fahd University of Petroleum and Minerals, Saudi Arabia

    7 publications · 371 citations

    7

    h-index

  5. AE
    A. E. Eiben

    Vrije Universiteit Amsterdam, Netherlands

    6 publications · 2.8K citations

    6

    h-index

1–5 of 3.4K

Institutions

1.2K

  1. Universidad de Granada

    Granada, Spain

    16 h-index

    50 publications

    9.8K citations

  2. University of Technology Malaysia

    Johor Bahru, Malaysia

    13 h-index

    25 publications

    2K citations

  3. University of Illinois Urbana-Champaign

    Urbana, United States

    12 h-index

    29 publications

    1.1K citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    11 h-index

    25 publications

    1K citations

  5. Sharif University of Technology

    Tehran, Iran

    10 h-index

    12 publications

    315 citations

  6. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    9 h-index

    27 publications

    4.5K citations

  7. National Yang Ming Chiao Tung University

    Hsinchu, Taiwan

    8 h-index

    11 publications

    815 citations

  8. King Fahd University of Petroleum and Minerals

    Dhahran, Saudi Arabia

    8 h-index

    14 publications

    729 citations

1–8 of 1.2K

Venues

  1. Applied Soft Computing

    25 publications · 1.2K citations

    21

    h-index

  2. Expert Systems with Applications

    19 publications · 2K citations

    19

    h-index

  3. 16

    h-index

  4. Soft Computing

    12 publications · 914 citations

    12

    h-index

  5. IEEE Transactions on Evolutionary Computation

    11 publications · 3.1K citations

    11

    h-index

1–5