Concepedia

Surrogate-based Evolutionary Algorithms

Surrogate-Based Evolutionary Algorithms is a class of evolutionary optimization algorithms that employs surrogate models to approximate fitness functions, thereby reducing the computational cost of evaluating candidate solutions in expensive optimization problems.

413

Publications

26.3K

Citations

904

Authors

380

Institutions

Publications per year

2017–2026

270

Parents

Publications

413

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

Evolutionary Optimization of Computationally Expensive Problems via Surrogate Modeling

Yew-Soon Ong, Prasanth B. Nair, Andy J. Keane · AIAA Journal · 2003 · 558 citations

, , +16

1–5 of 413

Authors

904

  1. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    46 publications · 7.8K citations

    33

    h-index

  2. LG
    Liang Gao

    Huazhong University of Science and Technology, China

    17 publications · 904 citations

    16

    h-index

  3. YO
    Yew-Soon Ong

    Nanyang Technological University, Singapore

    16 publications · 2.5K citations

    16

    h-index

  4. HW
    Handing Wang

    Xidian University, China

    17 publications · 2.1K citations

    16

    h-index

  5. TR
    Tapabrata Ray

    UNSW Sydney, Australia

    11 publications · 439 citations

    11

    h-index

1–5 of 904

Institutions

380

  1. University of Surrey

    Guildford, United Kingdom

    26 h-index

    52 publications

    7.1K citations

  2. Huazhong University of Science and Technology

    Wuhan, China

    19 h-index

    72 publications

    4.2K citations

  3. Southern University of Science and Technology

    Shenzhen, China

    18 h-index

    43 publications

    2.4K citations

  4. Xidian University

    Xi'an, China

    17 h-index

    33 publications

    2K citations

  5. Nanyang Technological University

    Singapore, Singapore

    15 h-index

    34 publications

    4.1K citations

  6. Northeastern University

    Shenyang, China

    14 h-index

    44 publications

    4.6K citations

  7. Bielefeld University

    Bielefeld, Germany

    12 h-index

    12 publications

    472 citations

  8. UNSW Sydney

    Sydney, Australia

    12 h-index

    34 publications

    1.3K citations

1–8 of 380

Venues

  1. IEEE Transactions on Evolutionary Computation

    57 publications · 7.2K citations

    40

    h-index

  2. IEEE Transactions on Cybernetics

    16 publications · 1.9K citations

    16

    h-index

  3. Applied Soft Computing

    21 publications · 760 citations

    15

    h-index

  4. Information Sciences

    15 publications · 710 citations

    14

    h-index

  5. Swarm and Evolutionary Computation

    15 publications · 2K citations

    13

    h-index

1–5