Advanced search
1 file | 693.08 KB Add to list

A matlab toolbox for kriging metamodelling

Selvakumar Ulaganathan (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) , Eric Laermans (UGent) and Tom Dhaene (UGent)
(2015) Procedia Computer Science. 51. p.2708-2713
Author
Organization
Abstract
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.
Keywords
COMPUTER EXPERIMENTS, IBCN, ENGINEERING DESIGN, Metamodelling, Kriging, Gradient Enhanced Kriging, ooDACE

Downloads

  • (...).pdf
    • full text
    • |
    • UGent only
    • |
    • PDF
    • |
    • 693.08 KB

Citation

Please use this url to cite or link to this publication:

MLA
Ulaganathan, Selvakumar et al. “A Matlab Toolbox for Kriging Metamodelling.” Procedia Computer Science. Vol. 51. 2015. 2708–2713. Print.
APA
Ulaganathan, S., Couckuyt, I., Deschrijver, D., Laermans, E., & Dhaene, T. (2015). A matlab toolbox for kriging metamodelling. Procedia Computer Science (Vol. 51, pp. 2708–2713). Presented at the 15th Annual International Conference on Computational Science (ICCS).
Chicago author-date
Ulaganathan, Selvakumar, Ivo Couckuyt, Dirk Deschrijver, Eric Laermans, and Tom Dhaene. 2015. “A Matlab Toolbox for Kriging Metamodelling.” In Procedia Computer Science, 51:2708–2713.
Chicago author-date (all authors)
Ulaganathan, Selvakumar, Ivo Couckuyt, Dirk Deschrijver, Eric Laermans, and Tom Dhaene. 2015. “A Matlab Toolbox for Kriging Metamodelling.” In Procedia Computer Science, 51:2708–2713.
Vancouver
1.
Ulaganathan S, Couckuyt I, Deschrijver D, Laermans E, Dhaene T. A matlab toolbox for kriging metamodelling. Procedia Computer Science. 2015. p. 2708–13.
IEEE
[1]
S. Ulaganathan, I. Couckuyt, D. Deschrijver, E. Laermans, and T. Dhaene, “A matlab toolbox for kriging metamodelling,” in Procedia Computer Science, Reykjavik, Iceland, 2015, vol. 51, pp. 2708–2713.
@inproceedings{6851402,
  abstract     = {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.},
  author       = {Ulaganathan, Selvakumar and Couckuyt, Ivo and Deschrijver, Dirk and Laermans, Eric and Dhaene, Tom},
  booktitle    = {Procedia Computer Science},
  issn         = {1877-0509},
  keywords     = {COMPUTER EXPERIMENTS,IBCN,ENGINEERING DESIGN,Metamodelling,Kriging,Gradient Enhanced Kriging,ooDACE},
  language     = {eng},
  location     = {Reykjavik, Iceland},
  pages        = {2708--2713},
  title        = {A matlab toolbox for kriging metamodelling},
  url          = {http://dx.doi.org/10.1016/j.procs.2015.05.395},
  volume       = {51},
  year         = {2015},
}

Altmetric
View in Altmetric
Web of Science
Times cited: