Concepedia

Simulation Metamodeling

Simulation Metamodeling is a computational modeling technique that constructs an approximate, simplified model (metamodel) to represent the input-output behavior of a simulation model, enabling efficient analysis and optimization while reducing computational expense.

346

Publications

21.4K

Citations

768

Authors

371

Institutions

Publications per year

2017–2026

72

Parents

Publications

346

Review of Metamodeling Techniques in Support of Engineering Design Optimization

G. Gary Wang, S. Shan · Journal of Mechanical Design · 2006 · 1.7K citations

, , +10

Stochastic Kriging for Simulation Metamodeling

Bruce E. Ankenman, Barry L. Nelson, Jeremy Staum · Operations Research · 2009 · 670 citations

, , +16

State-of-the-Art Review: A User’s Guide to the Brave New World of Designing Simulation Experiments

J.P.C. Kleijnen, Susan M. Sanchez, Thomas W. Lucas et al. · INFORMS journal on computing · 2005 · 637 citations

, , +15

<b>DiceKriging</b>,<b>DiceOptim</b>: Two<i>R</i>Packages for the Analysis of Computer Experiments by Kriging-Based Metamodeling and Optimization

Olivier Roustant, David Ginsbourger, Yves Deville · Journal of Statistical Software · 2012 · 561 citations · Full text

, , +15

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

1–5 of 346

Authors

768

  1. JK
    J.P.C. Kleijnen

    Tilburg University, Netherlands

    20 publications · 2.4K citations

    16

    h-index

  2. RR
    Russell R. Barton

    Pennsylvania State University, United States

    15 publications · 1.3K citations

    14

    h-index

  3. XC
    Xi Chen

    Virginia Tech, United States

    11 publications · 298 citations

    11

    h-index

  4. BL
    Barry L. Nelson

    Northwestern University, United States

    9 publications · 1.1K citations

    9

    h-index

  5. JS
    Jeremy Staum

    Northwestern University, United States

    9 publications · 1K citations

    9

    h-index

1–5 of 768

Institutions

371

  1. Pennsylvania State University

    State College, United States

    18 h-index

    33 publications

    3.8K citations

  2. Tilburg University

    Tilburg, The Netherlands

    16 h-index

    29 publications

    3.1K citations

  3. Northwestern University

    Evanston, United States

    13 h-index

    39 publications

    4K citations

  4. Virginia Tech

    Blacksburg, United States

    12 h-index

    22 publications

    602 citations

  5. Huazhong University of Science and Technology

    Wuhan, China

    9 h-index

    44 publications

    1.9K citations

  6. North Carolina State University

    Raleigh, United States

    6 h-index

    7 publications

    234 citations

  7. National University of Singapore

    Singapore, Singapore

    6 h-index

    11 publications

    1.1K citations

  8. University of Rostock

    Rostock, Germany

    6 h-index

    19 publications

    900 citations

1–8 of 371

Venues

  1. Structural and Multidisciplinary Optimization

    14 publications · 1.3K citations

    14

    h-index

  2. Winter Simulation Conference

    Conference · 16 publications · 391 citations

    13

    h-index

  3. European Journal of Operational Research

    12 publications · 932 citations

    11

    h-index

  4. Journal of Mechanical Design

    10 publications · 3K citations

    10

    h-index

  5. Simulation Modelling Practice and Theory

    9 publications · 626 citations

    9

    h-index

1–5