A Matlab toolbox for Kriging metamodelling

被引:32
作者
Ulaganathan, Selvakumar [1 ]
Couckuyt, Ivo [1 ]
Deschrijver, Dirk [1 ]
Laermans, Eric [1 ]
Dhaene, Tom [1 ]
机构
[1] Univ Ghent, iMinds, Dept Informat Technol INTEC, Gaston Crommenlaan 8, B-9050 Ghent, Belgium
来源
INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2015 COMPUTATIONAL SCIENCE AT THE GATES OF NATURE | 2015年 / 51卷
关键词
Metamodelling; Kriging; Gradient Enhanced Kriging; ooDACE; DESIGN;
D O I
10.1016/j.procs.2015.05.395
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Metamodelling offers an efficient way to imitate the behaviour of computationally expensive simulators. Kriging based metamodels are popular in approximating computation-intensive simulations of deterministic nature. Irrespective of the existence of various variants of Kriging in the literature, only a handful of Kriging implementations are publicly available and most, if not all, free libraries only provide the standard Kriging metamodel. ooDACE toolbox offers a robust, flexible and easily extendable framework where various Kriging variants are implemented in an object-oriented fashion under a single platform. This paper presents an incremental update of the ooDACE toolbox introducing an implementation of Gradient Enhanced Kriging which has been tested and validated on several engineering problems.
引用
收藏
页码:2708 / 2713
页数:6
相关论文
共 21 条
  • [1] Elastic characterization of membranes with a complex shape using point indentation measurements and inverse modelling
    Aernouts, Jef
    Couckuyt, Ivo
    Crombecq, Karel
    Dirckx, Joris J. J.
    [J]. INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE, 2010, 48 (06) : 599 - 611
  • [2] [Anonymous], WORLD ACAD SCI ENG T
  • [3] [Anonymous], PROBL 40 AIAA AER SC
  • [4] [Anonymous], ENG COMPUTE IN PRESS
  • [5] [Anonymous], 2003, Ph.D. thesis
  • [6] Surrogate-Based Infill Optimization Applied to Electromagnetic Problems
    Couckuyt, I.
    Declercq, F.
    Dhaene, T.
    Rogier, H.
    Knockaert, L.
    [J]. INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING, 2010, 20 (05) : 492 - 501
  • [7] Couckuyt I, 2014, J MACH LEARN RES, V15, P3183
  • [8] Gorissen D, 2010, J MACH LEARN RES, V11, P2051
  • [9] Kriging metamodeling in simulation: A review
    Kleijnen, Jack P. C.
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 192 (03) : 707 - 716
  • [10] Design and analysis of computer experiments
    Kuhnt, Sonja
    Steinberg, David M.
    [J]. ASTA-ADVANCES IN STATISTICAL ANALYSIS, 2010, 94 (04) : 307 - 309