Concepedia

Multi-objective Surrogate Modeling

Multi-Objective Surrogate Modeling is a surrogate modeling approach that approximates multiple conflicting objective functions simultaneously, enabling efficient optimization in computationally expensive multi-objective problems by replacing costly high-fidelity evaluations with fast-to-evaluate metamodels.

217

Publications

10.2K

Citations

732

Authors

283

Institutions

Publications per year

2017–2026

135

Parents

Publications

217

A comparative study of metamodeling methods for multiobjective crashworthiness optimization

Hongbing Fang, Masoud Rais‐Rohani, Z. Liu et al. · Computers & Structures · 2005 · 475 citations

, , +14

Review of numerical optimization techniques for meta-device design [Invited]

Sawyer D. Campbell, D. D. Sell, R. Jenkins et al. · Optical Materials Express · 2019 · 306 citations · Full text

, , +14

Efficient global optimization algorithm assisted by multiple surrogate techniques

Felipe Viana, Raphael T. Haftka, Layne T. Watson · Journal of Global Optimization · 2012 · 252 citations

, , +11

Multi-objective optimization of PEM fuel cell by coupled significant variables recognition, surrogate models and a multi-objective genetic algorithm

Boshi Xu, Guolong Lu, Changhe Du et al. · Energy Conversion and Management · 2021 · 220 citations

, , +17

Testing advanced driver assistance systems using multi-objective search and neural networks

Raja Ben Abdessalem, Shiva Nejati, Lionel Briand et al. · 2016 · 204 citations · Full text

, , +15

1–5 of 217

Authors

732

  1. LG
    Liang Gao

    Huazhong University of Science and Technology, China

    5 publications · 191 citations

    5

    h-index

  2. SO
    Shigeru Obayashi

    Tohoku University, Japan

    4 publications · 199 citations

    4

    h-index

  3. HD
    Huachao Dong

    Northwestern Polytechnical University, China

    4 publications · 173 citations

    4

    h-index

  4. PW
    Peng Wang

    Northwestern Polytechnical University, China

    4 publications · 173 citations

    4

    h-index

  5. IC
    Ivo Couckuyt

    Ghent University, Belgium

    4 publications · 148 citations

    4

    h-index

1–5 of 732

Institutions

283

  1. Huazhong University of Science and Technology

    Wuhan, China

    11 h-index

    38 publications

    1.2K citations

  2. Northwestern Polytechnical University

    Xi'an, China

    8 h-index

    29 publications

    1.2K citations

  3. Dalian University of Technology

    Dalian, China

    6 h-index

    16 publications

    508 citations

  4. Tohoku University

    Sendai, Japan

    5 h-index

    11 publications

    439 citations

  5. Ghent University

    Ghent, Belgium

    5 h-index

    17 publications

    621 citations

  6. University of Jyväskylä

    Jyväskylä, Finland

    5 h-index

    16 publications

    1.2K citations

  7. Xidian University

    Xi'an, China

    5 h-index

    9 publications

    363 citations

  8. Michigan State University

    East Lansing, United States

    4 h-index

    7 publications

    315 citations

1–8 of 283

Venues

  1. Structural and Multidisciplinary Optimization

    12 publications · 522 citations

    12

    h-index

  2. Applied Soft Computing

    8 publications · 360 citations

    8

    h-index

  3. IEEE Transactions on Magnetics

    8 publications · 422 citations

    8

    h-index

  4. Information Sciences

    4 publications · 270 citations

    4

    h-index

  5. Journal of Hydrology

    4 publications · 229 citations

    4

    h-index

1–5