About: Design of Experiments Suitable for Sampling-based Sensitivity Analysis

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Nowadays, the numerical models of real-world structures are more precise, more com- plex and, of course, more time-consuming. Despite the growth of a computational effort, the exploration of model behaviour remains a complex task. The sensitivity analysis is a basic tool for investigating the sensitivity of the model to its inputs. One widely used strategy to assess the sensitivity is based on a finite set of simulations for a given sets of input parameters, i.e. points in the design space. An estimate of the sensitivity can be then obtained by computing correlations between the input parame- ters and the chosen response of the model. The accuracy of the sensitivity prediction depends on the choice of design points called the design of experiments. The aim of the presented paper is to review and compare available criteria determining the design of experiments suitable for sampling-based sensitivity analysis. Nowadays, the numerical models of real-world structures are more precise, more com- plex and, of course, more time-consuming. Despite the growth of a computational effort, the exploration of model behaviour remains a complex task. The sensitivity analysis is a basic tool for investigating the sensitivity of the model to its inputs. One widely used strategy to assess the sensitivity is based on a finite set of simulations for a given sets of input parameters, i.e. points in the design space. An estimate of the sensitivity can be then obtained by computing correlations between the input parame- ters and the chosen response of the model. The accuracy of the sensitivity prediction depends on the choice of design points called the design of experiments. The aim of the presented paper is to review and compare available criteria determining the design of experiments suitable for sampling-based sensitivity analysis. (en)
Title	Design of Experiments Suitable for Sampling-based Sensitivity Analysis Design of Experiments Suitable for Sampling-based Sensitivity Analysis (en)
skos:prefLabel	Design of Experiments Suitable for Sampling-based Sensitivity Analysis Design of Experiments Suitable for Sampling-based Sensitivity Analysis (en)
skos:notation	RIV/68407700:21110/11:00187051!RIV12-GA0-21110___
http://linked.open...avai/predkladatel	Fakulta stavební
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(GPP105/11/P370)
http://linked.open...vai/riv/dodaniDat	2012
http://linked.open...aciTvurceVysledku	Kučerová, Anna Janouchová, Eliška
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	České vysoké učení technické v Praze / Fakulta stavební
http://linked.open...dnocenehoVysledku	193565
http://linked.open...ai/riv/idVysledku	RIV/68407700:21110/11:00187051
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	design of experiments; space-filling; orthogonality; Latin Hypercube Sampling; sampling-based sensitivity analysis (en)
http://linked.open.../riv/klicoveSlovo	Latin Hypercube Sampling design of experiments orthogonality space-filling sampling-based sensitivity analysis
http://linked.open...ontrolniKodProRIV	[9AB1A4F7F1D1]
http://linked.open...v/mistoKonaniAkce	Chania
http://linked.open...i/riv/mistoVydani	Edinburgh
http://linked.open...i/riv/nazevZdroje	Proceedings of the Second International Conference on Soft Computing Technology in Civil, Structural and Environmental Engineering
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Artificial neural networks in multi-scale modelling of transport processes in heterogeneous materials
http://linked.open...UplatneniVysledku	2011
http://linked.open...iv/tvurceVysledku	Janouchová, Eliška Kučerová, Anna
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2011-09-06 (xsd:date)
issn	1759-3433
number of pages	18 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Civil-Comp Press
https://schema.org/isbn	978-1-905088-49-2
http://localhost/t...ganizacniJednotka	21110
is http://linked.open...avai/riv/vysledek of	Design of Experiments Suitable for Sampling-based Sensitivity Analysis Design of Experiments Suitable for Sampling-based Sensitivity Analysis

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