Concepedia

Local Surrogate Models

Local Surrogate Models is a type of surrogate model that approximates the behavior of a complex, computationally expensive objective function within a restricted region of the design space, enabling efficient local optimization through simpler, rapidly evaluable representations.

156

Publications

9.1K

Citations

536

Authors

257

Institutions

Publications per year

2017–2026

84

Parents

Publications

156

Survey of modeling and optimization strategies to solve high-dimensional design problems with computationally-expensive black-box functions

Songqing Shan, G. Gary Wang · Structural and Multidisciplinary Optimization · 2009 · 588 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

Combining Global and Local Surrogate Models to Accelerate Evolutionary Optimization

Zongzhao Zhou, Yew-Soon Ong, Prasanth B. Nair et al. · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · 2006 · 430 citations · Full text

, , +16

Committee-Based Active Learning for Surrogate-Assisted Particle Swarm Optimization of Expensive Problems

Handing Wang, Yaochu Jin, John Doherty · IEEE Transactions on Cybernetics · 2017 · 410 citations

, , +14

Parallel surrogate-assisted global optimization with expensive functions – a survey

Raphael T. Haftka, Diane Villanueva, Anirban Chaudhuri · Structural and Multidisciplinary Optimization · 2016 · 239 citations · Full text

, , +13

1–5 of 156

Authors

536

  1. YO
    Yew-Soon Ong

    Nanyang Technological University, Singapore

    6 publications · 1.5K citations

    6

    h-index

  2. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    4 publications · 600 citations

    4

    h-index

  3. PB
    Prasanth B. Nair

    University of Southampton, United Kingdom

    4 publications · 1.2K citations

    4

    h-index

  4. MP
    Markus P. Rumpfkeil

    University of Dayton, United States

    4 publications · 87 citations

    4

    h-index

  5. PB
    Philip Beran

    United States Air Force Research Laboratory, United States

    3 publications · 52 citations

    3

    h-index

1–5 of 536

Institutions

257

  1. Nanyang Technological University

    Singapore, Singapore

    6 h-index

    11 publications

    1.8K citations

  2. Imperial College London

    London, United Kingdom

    5 h-index

    15 publications

    894 citations

  3. University of Southampton

    Southampton, United Kingdom

    5 h-index

    11 publications

    3K citations

  4. University of Dayton

    Dayton, United States

    4 h-index

    5 publications

    122 citations

  5. United States Air Force Research Laboratory

    Wright-Patterson AFB, United States

    4 h-index

    4 publications

    87 citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    9 publications

    330 citations

  7. Northwestern Polytechnical University

    Xi'an, China

    4 h-index

    15 publications

    1K citations

  8. UNSW Sydney

    Sydney, Australia

    3 h-index

    9 publications

    300 citations

1–8 of 257

Venues

  1. AIAA Journal

    7 publications · 745 citations

    7

    h-index

  2. arXiv (Cornell University)

    Repository · 6 publications · 162 citations

    6

    h-index

  3. IEEE Transactions on Cybernetics

    6 publications · 801 citations

    6

    h-index

  4. IEEE Transactions on Evolutionary Computation

    6 publications · 659 citations

    6

    h-index

  5. Structural and Multidisciplinary Optimization

    4 publications · 896 citations

    4

    h-index

1–5