Concepedia

Surrogate-based Genetic Algorithms

Surrogate-Based Genetic Algorithms is a type of genetic algorithm that incorporates surrogate models to approximate fitness evaluations, thereby reducing the computational cost of optimization by guiding the search process with predictions from the surrogate.

38

Publications

2.6K

Citations

98

Authors

59

Institutions

Publications per year

2017–2026

23

Parents

Publications

38

Surrogate-assisted evolutionary computation: Recent advances and future challenges

Yaochu Jin · Swarm and Evolutionary Computation · 2011 · 1.4K citations

, , +13

A New Surrogate-Assisted Interactive Genetic Algorithm With Weighted Semisupervised Learning

Xiaoyan Sun, Dunwei Gong, Yaochu Jin et al. · IEEE Transactions on Cybernetics · 2012 · 97 citations

, , +16

A two-stage adaptive multi-fidelity surrogate model-assisted multi-objective genetic algorithm for computationally expensive problems

Qi Zhou, Jinhong Wu, Tao Xue et al. · Engineering With Computers · 2019 · 87 citations

, , +12

Comparative Evaluation of Genetic Programming and Neural Network as Potential Surrogate Models for Coastal Aquifer Management

Bithin Datta · Water Resources Management · 2011 · 86 citations

, , +17

Self-adaptive surrogate-assisted covariance matrix adaptation evolution strategy

Ilya Loshchilov, Marc Schoenauer, Michèle Sébag · 2012 · 80 citations · Full text

, , +12

1–5 of 38

Authors

98

  1. AC
    Afonso Celso de Castro Lemonge

    Universidade Federal de Juiz de Fora, Brazil

    3 publications · 53 citations

    3

    h-index

  2. HJ
    Hélio J. C. Barbosa

    Laboratório Nacional de Computação Científica, Brazil

    3 publications · 53 citations

    3

    h-index

  3. LG
    Liang Gao

    Huazhong University of Science and Technology, China

    2 publications · 59 citations

    2

    h-index

  4. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    2 publications · 1.5K citations

    2

    h-index

  5. SN
    Sławomir Nowaczyk

    Halmstad University, Sweden

    2 publications · 68 citations

    2

    h-index

1–5 of 98

Institutions

59

  1. Laboratório Nacional de Computação Científica

    Petrópolis, Brazil

    3 h-index

    5 publications

    87 citations

  2. Huazhong University of Science and Technology

    Wuhan, China

    3 h-index

    12 publications

    583 citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    6 publications

    215 citations

  4. Universidade Federal de Juiz de Fora

    Juiz de Fora, Brazil

    3 h-index

    3 publications

    53 citations

  5. Centrum Wiskunde & Informatica

    Amsterdam, The Netherlands

    2 h-index

    3 publications

    51 citations

  6. University of Surrey

    Guildford, United Kingdom

    2 h-index

    2 publications

    1.5K citations

  7. Delft University of Technology

    Delft, The Netherlands

    2 h-index

    2 publications

    37 citations

  8. Halmstad University

    Halmstad, Sweden

    2 h-index

    8 publications

    272 citations

1–8 of 59

Venues

  1. Information Sciences

    3 publications · 87 citations

    3

    h-index

  2. Expert Systems with Applications

    2 publications · 80 citations

    2

    h-index

  3. Swarm and Evolutionary Computation

    2 publications · 1.5K citations

    2

    h-index

  4. IEEE Transactions on Cybernetics

    2 publications · 123 citations

    2

    h-index

  5. Fuel

    2 publications · 79 citations

    2

    h-index

1–5