Concepedia

Surrogate-assisted Evolutionary Algorithms

Surrogate-Assisted Evolutionary Algorithm is a computational optimization method that belongs to the class of evolutionary algorithms, distinguished by its use of surrogate models to approximate fitness evaluations and thereby reduce the computational cost of solving complex, expensive optimization problems.

383

Publications

24.7K

Citations

825

Authors

337

Institutions

Publications per year

2017–2026

269

Variants

Surrogate-assisted Evolutionary Algorithm

Parents

Publications

383

Surrogate-assisted evolutionary computation: Recent advances and future challenges

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

, , +13

A comprehensive survey of fitness approximation in evolutionary computation

Yaochu Jin · Soft Computing · 2003 · 1.2K citations

, , +15

A Surrogate-Assisted Reference Vector Guided Evolutionary Algorithm for Computationally Expensive Many-Objective Optimization

Tinkle Chugh, Yaochu Jin, Kaisa Miettinen et al. · IEEE Transactions on Evolutionary Computation · 2016 · 600 citations · Full text

, , +16

A Gaussian Process Surrogate Model Assisted Evolutionary Algorithm for Medium Scale Expensive Optimization Problems

Bo Liu, Qingfu Zhang, Georges Gielen · IEEE Transactions on Evolutionary Computation · 2013 · 570 citations

, , +16

Generalizing Surrogate-Assisted Evolutionary Computation

Dudy Lim, Yaochu Jin, Yew-Soon Ong et al. · IEEE Transactions on Evolutionary Computation · 2009 · 482 citations · Full text

, , +12

1–5 of 383

Authors

825

  1. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    52 publications · 8.2K citations

    35

    h-index

  2. HW
    Handing Wang

    Xidian University, China

    20 publications · 2.2K citations

    19

    h-index

  3. LG
    Liang Gao

    Huazhong University of Science and Technology, China

    17 publications · 906 citations

    16

    h-index

  4. YO
    Yew-Soon Ong

    Nanyang Technological University, Singapore

    15 publications · 1.9K citations

    15

    h-index

  5. TR
    Tapabrata Ray

    UNSW Sydney, Australia

    12 publications · 510 citations

    12

    h-index

1–5 of 825

Institutions

337

  1. University of Surrey

    Guildford, United Kingdom

    29 h-index

    57 publications

    7.6K citations

  2. Xidian University

    Xi'an, China

    19 h-index

    37 publications

    2.2K citations

  3. Huazhong University of Science and Technology

    Wuhan, China

    18 h-index

    71 publications

    4.1K citations

  4. Northeastern University

    Shenyang, China

    17 h-index

    46 publications

    4.9K citations

  5. Southern University of Science and Technology

    Shenzhen, China

    17 h-index

    41 publications

    2K citations

  6. Nanyang Technological University

    Singapore, Singapore

    15 h-index

    34 publications

    4.1K citations

  7. UNSW Sydney

    Sydney, Australia

    14 h-index

    39 publications

    1.5K citations

  8. Bielefeld University

    Bielefeld, Germany

    14 h-index

    15 publications

    553 citations

1–8 of 337

Venues

  1. IEEE Transactions on Evolutionary Computation

    52 publications · 7K citations

    39

    h-index

  2. IEEE Transactions on Cybernetics

    18 publications · 2K citations

    17

    h-index

  3. Information Sciences

    17 publications · 1.1K citations

    16

    h-index

  4. Applied Soft Computing

    20 publications · 828 citations

    15

    h-index

  5. Swarm and Evolutionary Computation

    15 publications · 1.9K citations

    13

    h-index

1–5