A STATE EVALUATION ADAPTIVE DIFFERENTIAL EVOLUTION ALGORITHM FOR FIR FILTER DESIGN
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F17%3A10238275" target="_blank" >RIV/61989100:27240/17:10238275 - isvavai.cz</a>
Result on the web
<a href="http://advances.vsb.cz/index.php/AEEE/article/view/2496" target="_blank" >http://advances.vsb.cz/index.php/AEEE/article/view/2496</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.15598/aeee.v15i5.2496" target="_blank" >10.15598/aeee.v15i5.2496</a>
Alternative languages
Result language
angličtina
Original language name
A STATE EVALUATION ADAPTIVE DIFFERENTIAL EVOLUTION ALGORITHM FOR FIR FILTER DESIGN
Original language description
Due to conventional differential evolution algorithm is often trapped in local optima and premature convergence in high dimensional optimization problems, a State Evaluation Adaptive Differential Evolution algorithm (SEADE) is proposed in this paper. By using independent scale factor on each dimension of optimization problem, and evaluating the distribution of population on each dimension, the SEADE correct the control parameters adaptively. External archive and a moving window evaluation mechanism on evolution state are introduced in SEADE to detect whether the evolution is stagnation or not, and with the help of opposition-based population, the algorithm can jump out of local optima basins. The results of experiments on several benchmarks show that the proposed algorithm is capable of improving the search performance of high dimensional optimization problems. And it is more efficient in design FIR digital filter using SEADE than conventional method like Parks-McClellan algorithm.
Czech name
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Czech description
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Classification
Type
J<sub>SC</sub> - Article in a specialist periodical, which is included in the SCOPUS database
CEP classification
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OECD FORD branch
20201 - Electrical and electronic engineering
Result continuities
Project
—
Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2017
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Advances in Electrical and Electronic Engineering
ISSN
1336-1376
e-ISSN
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Volume of the periodical
15
Issue of the periodical within the volume
5
Country of publishing house
CZ - CZECH REPUBLIC
Number of pages
10
Pages from-to
770-779
UT code for WoS article
000424327000008
EID of the result in the Scopus database
2-s2.0-85040765888