Chaos driven particle swarm optimization with basic particle performance evaluation - An initial study
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F14%3A86092547" target="_blank" >RIV/61989100:27240/14:86092547 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27740/14:86092547 RIV/70883521:28140/14:43871745
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-662-45237-0_41" target="_blank" >http://dx.doi.org/10.1007/978-3-662-45237-0_41</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-662-45237-0_41" target="_blank" >10.1007/978-3-662-45237-0_41</a>
Alternative languages
Result language
angličtina
Original language name
Chaos driven particle swarm optimization with basic particle performance evaluation - An initial study
Original language description
In this paper, the novel concept of particle performance evaluation is introduced into the chaos driven particle swarm optimization algorithm (PSO). The discrete chaotic dissipative standard map is used here as a chaotic pseudorandom number generator (CPRNG). In the novel proposed particle performance evaluation method the contribution of each particle to the process of obtaining the global best solution is investigated periodically. As a reaction to the possible poor performance of a particular particle, its velocity calculation is thereafter altered. Through utilization of this approach the convergence speed and overall performance of PSO algorithm driven by CPRNG based on Dissipative map is improved. The proposed method is tested on the CEC13 benchmark set with two different dimension settings.
Czech name
—
Czech description
—
Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
—
Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Lecture Notes in Computer Science. Volume 8838
ISBN
978-3-662-45236-3
ISSN
0302-9743
e-ISSN
—
Number of pages
12
Pages from-to
445-454
Publisher name
Springer
Place of publication
Heidelberg
Event location
Ho Chi Minh City
Event date
Nov 5, 2014
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
—