System development and application of Taylor Kriging metamodeling
Abstract
Purpose
The purpose of this paper is to develop an application software interpolation system based on Taylor Kriging (TK) metamodeling, and apply the developed software system to addressing some engineering interpolation problems.
Design/methodology/approach
TK is a novel Kriging model where Taylor expansion is used to identify the base functions of drift function in Kriging. The paper explains the methodology of TK, illustrates the development of software, and reports the results of two case studies by comparing TK with several regression methods.
Findings
TK has the advantage of interpolation accuracy, and the developed Kriging software system is useful and can be conveniently manipulated by users.
Practical implications
The developed software system can benefit practical engineering applications that need accurate interpolations under limited observations.
Originality/value
This paper develops an application software interpolation system based on a novel TK metamodel, and the practical engineering applications show that it can provide accurate interpolations under limited observations.
Keywords
Citation
Liu, H., Chen, Y., Strickland, F.L., Dai, R. and Qi, B. (2011), "System development and application of Taylor Kriging metamodeling", Engineering Computations, Vol. 28 No. 3, pp. 220-241. https://doi.org/10.1108/02644401111118123
Publisher
:Emerald Group Publishing Limited
Copyright © 2011, Emerald Group Publishing Limited