A Matlab Toolbox for Kriging Metamodelling

نویسندگان

  • Selvakumar Ulaganathan
  • Ivo Couckuyt
  • Dirk Deschrijver
  • Eric Laermans
  • Tom Dhaene
چکیده

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.

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تاریخ انتشار 2015