Concepedia

Kriging-based Response Surfaces

Kriging-Based Response Surfaces is a response surface modeling technique that employs Kriging interpolation—a geostatistical method rooted in Gaussian process regression—to construct surrogate models capable of capturing complex, non-linear relationships between input variables and response outputs while explicitly accounting for spatial correlation among data points.

117

Publications

8.2K

Citations

286

Authors

137

Institutions

Publications per year

2017–2026

31

Variants

Kriging-based Response Surface Methodology

Parents

Publications

117

Kriging Models for Global Approximation in Simulation-Based Multidisciplinary Design Optimization

Timothy W. Simpson, Timothy M. Mauery, John J. Korte et al. · AIAA Journal · 2001 · 1K citations

, , +13

Active Subspace Methods in Theory and Practice: Applications to Kriging Surfaces

SIAM Journal on Scientific Computing · 2014 · 487 citations · Full text

, , +16

Comparison of response surface and kriging models for multidisciplinary design optimization

Timothy W. Simpson, Farrokh Mistree, John J. Korte et al. · 7th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization · 1998 · 487 citations · Full text

, , +15

Active subspace methods in theory and practice: Applications to kriging surfaces

2014 · 289 citations · Full text

, , +16

Building Efficient Response Surfaces of Aerodynamic Functions with Kriging and Cokriging

Julien Laurenceau, Pierre Sagaut · AIAA Journal · 2008 · 248 citations

, , +15

1–5 of 117

Authors

286

  1. MI
    Marianthi Ierapetritou

    Rutgers, The State University of New Jersey, United States

    5 publications · 287 citations

    5

    h-index

  2. TW
    Timothy W. Simpson

    Pennsylvania State University, United States

    5 publications · 1.8K citations

    5

    h-index

  3. ED
    Eddie Davis

    Rutgers, The State University of New Jersey, United States

    4 publications · 194 citations

    4

    h-index

  4. SO
    Shigeru Obayashi

    Tohoku University, Japan

    3 publications · 56 citations

    3

    h-index

  5. XC
    Xi Chen

    Virginia Tech, United States

    3 publications · 133 citations

    3

    h-index

1–5 of 286

Institutions

137

  1. Rutgers, The State University of New Jersey

    New Brunswick, United States

    5 h-index

    12 publications

    648 citations

  2. Northwestern Polytechnical University

    Xi'an, China

    4 h-index

    11 publications

    953 citations

  3. Pennsylvania State University

    State College, United States

    4 h-index

    10 publications

    1.8K citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    6 publications

    148 citations

  5. Langley Research Center

    Hampton, United States

    4 h-index

    5 publications

    2.6K citations

  6. Tilburg University

    Tilburg, The Netherlands

    4 h-index

    7 publications

    730 citations

  7. Georgia Institute of Technology

    Atlanta, United States

    4 h-index

    8 publications

    2.1K citations

  8. Northwestern University

    Evanston, United States

    4 h-index

    9 publications

    292 citations

1–8 of 137

Venues

  1. AIAA Journal

    5 publications · 1.6K citations

    5

    h-index

  2. Structural and Multidisciplinary Optimization

    4 publications · 297 citations

    4

    h-index

  3. European Journal of Operational Research

    3 publications · 195 citations

    3

    h-index

  4. AIChE Journal

    2 publications · 126 citations

    2

    h-index

  5. Journal of Global Optimization

    2 publications · 214 citations

    2

    h-index

1–5