Using a Tolerance-based Surrogate Method for Computer Resources Saving in Optimization
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F19%3APU131698" target="_blank" >RIV/00216305:26220/19:PU131698 - isvavai.cz</a>
Result on the web
<a href="https://www.radioeng.cz/fulltexts/2019/19_01_0009_0018.pdf" target="_blank" >https://www.radioeng.cz/fulltexts/2019/19_01_0009_0018.pdf</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.13164/re.2019.0009" target="_blank" >10.13164/re.2019.0009</a>
Alternative languages
Result language
angličtina
Original language name
Using a Tolerance-based Surrogate Method for Computer Resources Saving in Optimization
Original language description
This paper presents a very simple surrogate optimization method - a Tolerance-based Surrogate Method. A surrogate optimization in general is essential to more and more frequently used optimization in the development process of new technologies. Fitness functions of such systems are often costly, therefore keeping a number of evaluations of the fitness functions at minimum is of a great importance in order to save computer and time resources, i.e. the overall cost of design. Unlike other complex surrogate optimization methods, the tolerance-based surrogate method does not require excessive computational resources, is easy to implement, and is flexible for all types of optimization algorithms. Behaviour of the tolerance-based surrogate method is demonstrated on several modified benchmark problems. Afterwards, our method is verified on a real-world time-demanding optimization task.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
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OECD FORD branch
20201 - Electrical and electronic engineering
Result continuities
Project
<a href="/en/project/LO1401" target="_blank" >LO1401: Interdisciplinary Research of Wireless Technologies</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2019
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Radioengineering
ISSN
1805-9600
e-ISSN
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Volume of the periodical
2019
Issue of the periodical within the volume
1
Country of publishing house
CZ - CZECH REPUBLIC
Number of pages
10
Pages from-to
9-18
UT code for WoS article
000464619900002
EID of the result in the Scopus database
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