Modified Differential Evolution Algorithm for Parameter Estimation in Mathematical Models
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F10%3A86081158" target="_blank" >RIV/61989100:27240/10:86081158 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/ICSMC.2010.5641794" target="_blank" >http://dx.doi.org/10.1109/ICSMC.2010.5641794</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICSMC.2010.5641794" target="_blank" >10.1109/ICSMC.2010.5641794</a>
Alternative languages
Result language
angličtina
Original language name
Modified Differential Evolution Algorithm for Parameter Estimation in Mathematical Models
Original language description
the parameter estimation or identification problem, which frequently arises, while developing the mathematical models, may be formulated as a nonlinear global optimization problem. Here the objective is to find the set of parameters to minimize the function quantifying the goodness of the fit subject to the system dynamics. The mathematical model of the problem is often multimodal in nature and requires a suitable global optimization method for its solution. In the present study we show the applicationof a Modified Differential Evolution (MDE) for solving parameter estimation problem. We have considered two test cases. A comparison of numerical results with other algorithms shows the competence of MDE over basic DE and other methods.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
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Continuities
Z - Vyzkumny zamer (s odkazem do CEZ)
Others
Publication year
2010
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
IEEE International Conference on Systems, Man, and Cybernetics, SMC 2010 : conference proceedings
ISBN
978-1-4244-6588-0
ISSN
1062-922X
e-ISSN
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Number of pages
6
Pages from-to
2767 - 2772
Publisher name
IEEE
Place of publication
345 E 47TH ST, NEW YORK, NY 10017 USA
Event location
Istanbul
Event date
Oct 10, 2010
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000295015302055