Concepedia

High-dimensional Surrogate Modeling

High-Dimensional Surrogate Modeling is a surrogate modeling approach that specifically addresses the challenge of constructing accurate and efficient meta-models in optimization problems characterized by a large number of input variables, where traditional modeling techniques suffer from the curse of dimensionality.

167

Publications

12K

Citations

502

Authors

220

Institutions

Publications per year

2017–2026

113

Parents

Publications

167

Recent advances in surrogate-based optimization

Alexander I. J. Forrester, Andy J. Keane · Progress in Aerospace Sciences · 2009 · 2.3K citations

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Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

Yinhao Zhu, Nicholas Zabaras, Phaedon‐Stelios Koutsourelakis et al. · Journal of Computational Physics · 2019 · 1K citations · Full text

, , +16

Analysis of Support Vector Regression for Approximation of Complex Engineering Analyses

Stella Clarke, Jan Griebsch, Timothy W. Simpson · Journal of Mechanical Design · 2004 · 522 citations

, , +16

Analysis of Support Vector Regression for Approximation of Complex Engineering Analyses

Stella Clarke, Jan Griebsch, Timothy W. Simpson · 2003 · 419 citations

, , +16

Likelihood-Based Selection and Sharp Parameter Estimation

Xiaotong Shen, Wei Pan, Yunzhang Zhu · Journal of the American Statistical Association · 2012 · 281 citations · Full text

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1–5 of 167

Authors

502

  1. XS
    Xinyu Shao

    Huazhong University of Science and Technology, China

    6 publications · 414 citations

    6

    h-index

  2. NB
    Nathalie Bartoli

    Office National d'Études et de Recherches Aérospatiales, France

    4 publications · 452 citations

    4

    h-index

  3. HD
    Huachao Dong

    Northwestern Polytechnical University, China

    4 publications · 267 citations

    4

    h-index

  4. BS
    Bruno Sudret

    ETH Zurich, Switzerland

    4 publications · 143 citations

    4

    h-index

  5. AJ
    Andy J. Keane

    University of Southampton, United Kingdom

    4 publications · 2.4K citations

    4

    h-index

1–5 of 502

Institutions

220

  1. Northwestern Polytechnical University

    Xi'an, China

    13 h-index

    41 publications

    2.8K citations

  2. Huazhong University of Science and Technology

    Wuhan, China

    12 h-index

    41 publications

    2.2K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    15 publications

    578 citations

  4. Institut Clément Ader

    Toulouse, France

    6 h-index

    15 publications

    963 citations

  5. Dalian University of Technology

    Dalian, China

    6 h-index

    25 publications

    922 citations

  6. Technical University of Munich

    Munich, Germany

    5 h-index

    10 publications

    2.1K citations

  7. Université Toulouse III - Paul Sabatier

    Toulouse, France

    5 h-index

    11 publications

    418 citations

  8. University of Michigan

    Ann Arbor, United States

    4 h-index

    7 publications

    466 citations

1–8 of 220

Venues

  1. Structural and Multidisciplinary Optimization

    15 publications · 707 citations

    13

    h-index

  2. Journal of Mechanical Design

    7 publications · 729 citations

    7

    h-index

  3. Applied Soft Computing

    6 publications · 290 citations

    6

    h-index

  4. 5

    h-index

  5. AIAA Journal

    5 publications · 311 citations

    5

    h-index

1–5