Tuning of Shape Parameters for Radial Basis Functions in Nonlinear Meta-Modeling
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21110%2F16%3A00235633" target="_blank" >RIV/68407700:21110/16:00235633 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Tuning of Shape Parameters for Radial Basis Functions in Nonlinear Meta-Modeling
Original language description
Meta-modeling is a frequently used tool for analysis of systems’ behavior. An original model of the system is often complex and its evaluation is expensive and time-consuming. Therefore it is desirable to execute the original model as few times as possible. A special case is when many evaluation of the model with different input parameters are necessary. Proposed solution is a use of the meta-model, in our case Radial Basis Function Network (RBFN) tool is presented. Here, the output of the meta-model is constructed as a linear combination of the radial basis functions. For good approximation a shape parameter of the radial basis functions has to be set properly. This paper describes a tuning of the shape parameters for several benchmark examples.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
JD - Use of computers, robotics and its application
OECD FORD branch
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Result continuities
Project
<a href="/en/project/GA15-07299S" target="_blank" >GA15-07299S: Numerical tools for model-based design of robust and optimised experiments</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Modern Methods of Experimental and Computational Investigations in Area of Construction
ISBN
978-3-03835-603-5
ISSN
1660-9336
e-ISSN
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Number of pages
4
Pages from-to
149-152
Publisher name
Trans Tech Publications Inc.
Place of publication
Pfaffikon
Event location
Praha
Event date
Sep 17, 2015
Type of event by nationality
EUR - Evropská akce
UT code for WoS article
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