Detail publikace

Exploration of simple Kriging method

ERDINC, G. VOŘECHOVSKÝ, M.

Originální název

Exploration of simple Kriging method

Anglický název

Exploration of simple Kriging method

Typ

článek ve sborníku mimo WoS a Scopus

Jazyk

čeština

Originální abstrakt

Approximation methods have become commonplace to avoid the computational burden of engineering problems analysis. In this paper the Kriging approximation which is a popular surrogate model to approximate deterministic noise-free data is explained with a basic theory and a smart interactive workflow of a simple version of the kriging method in literature. Even if Kriging is cheap to evaluate, and also have proven to be very useful for estimating tasks, it highly depends on its parameters. For this reason, an application of the interactive simple kriging demonstration is presented with five experiments to explore the behavior of Kriging approximation. All experiments are run separately, and the results are presented. Then finally, it is discussed, and its shortcomings are noted.

Anglický abstrakt

Approximation methods have become commonplace to avoid the computational burden of engineering problems analysis. In this paper the Kriging approximation which is a popular surrogate model to approximate deterministic noise-free data is explained with a basic theory and a smart interactive workflow of a simple version of the kriging method in literature. Even if Kriging is cheap to evaluate, and also have proven to be very useful for estimating tasks, it highly depends on its parameters. For this reason, an application of the interactive simple kriging demonstration is presented with five experiments to explore the behavior of Kriging approximation. All experiments are run separately, and the results are presented. Then finally, it is discussed, and its shortcomings are noted.

Klíčová slova

Kriging approximation, kriging demonstration, visualization

Klíčová slova v angličtině

Kriging approximation, kriging demonstration, visualization

Autoři

ERDINC, G.; VOŘECHOVSKÝ, M.

Vydáno

28. 1. 2021

Nakladatel

Vysoké učení technické v Brně, Fakulta stavební

Místo

Brno

Strany od

359

Strany do

363

Strany počet

5

URL

http://www.juniorstav.cz/

BibTex

@inproceedings{BUT175188,
  author="Gizem {Erdinc} and Miroslav {Vořechovský}",
  title="Exploration of simple Kriging method",
  year="2021",
  pages="359--363",
  publisher="Vysoké učení technické v Brně, Fakulta stavební",
  address="Brno",
  url="http://www.juniorstav.cz/"
}