Concepedia

Surrogate Model Management

Surrogate Model Management is a methodological framework within surrogate-based optimization that orchestrates the construction, updating, selection, and validation of surrogate models to balance computational efficiency and solution accuracy in iterative design processes.

44

Publications

2.9K

Citations

124

Authors

71

Institutions

Publications per year

2017–2026

26

Parents

Publications

44

Heterogeneous Ensemble-Based Infill Criterion for Evolutionary Multiobjective Optimization of Expensive Problems

Dan Guo, Yaochu Jin, Jinliang Ding et al. · IEEE Transactions on Cybernetics · 2018 · 247 citations

, , +16

Offline Data-Driven Evolutionary Optimization Using Selective Surrogate Ensembles

Handing Wang, Yaochu Jin, Chaoli Sun et al. · IEEE Transactions on Evolutionary Computation · 2018 · 246 citations

, , +16

Surrogate-Based Optimization Using Multifidelity Models with Variable Parameterization and Corrected Space Mapping

Tyler D. Robinson, Michael Eldred, Karen Willcox et al. · AIAA Journal · 2008 · 243 citations

, , +17

Boosting Data-Driven Evolutionary Algorithm With Localized Data Generation

Jian-Yu Li, Zhi‐Hui Zhan, Chuan Wang et al. · IEEE Transactions on Evolutionary Computation · 2020 · 150 citations · Full text

, , +16

Optimal Aeroacoustic Shape Design Using the Surrogate Management Framework

Alison L. Marsden, Meng Wang, J. E. Dennis et al. · Optimization and Engineering · 2004 · 144 citations

, , +13

1–5 of 44

Authors

124

  1. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    4 publications · 589 citations

    4

    h-index

  2. AL
    Alison L. Marsden

    Stanford University, United States

    3 publications · 321 citations

    3

    h-index

  3. ME
    Michael Eldred

    Sandia National Laboratories, United States

    3 publications · 400 citations

    3

    h-index

  4. QL
    Qiqi Liu

    University of Surrey, United Kingdom

    2 publications · 96 citations

    2

    h-index

  5. SL
    Sébastien Le Digabel

    Polytechnique Montréal, Canada

    2 publications · 75 citations

    2

    h-index

1–5 of 124

Institutions

71

  1. University of Surrey

    Guildford, United Kingdom

    3 h-index

    6 publications

    684 citations

  2. Sandia National Laboratories

    Albuquerque, United States

    3 h-index

    4 publications

    495 citations

  3. China University of Mining and Technology

    Xuzhou, China

    3 h-index

    13 publications

    472 citations

  4. Bielefeld University

    Bielefeld, Germany

    3 h-index

    3 publications

    134 citations

  5. Stanford University

    Stanford, United States

    3 h-index

    6 publications

    719 citations

  6. Rice University

    Houston, United States

    3 h-index

    4 publications

    318 citations

  7. Taiyuan University of Science and Technology

    Taiyuan, China

    2 h-index

    4 publications

    600 citations

  8. Massachusetts Institute of Technology

    Cambridge, United States

    2 h-index

    5 publications

    672 citations

1–8 of 71

Venues

  1. IEEE Transactions on Evolutionary Computation

    6 publications · 636 citations

    6

    h-index

  2. Complex & Intelligent Systems

    2 publications · 111 citations

    2

    h-index

  3. Optimization and Engineering

    2 publications · 175 citations

    2

    h-index

  4. 2

    h-index

  5. IEEE Transactions on Cybernetics

    2 publications · 313 citations

    2

    h-index

1–5