Maturity of the Particle Swarm as a Metric for Measuring the Collective Intelligence of the Swarm
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F13%3APU106331" target="_blank" >RIV/00216305:26230/13:PU106331 - isvavai.cz</a>
Result on the web
<a href="http://link.springer.com/chapter/10.1007/978-3-642-38703-6_5" target="_blank" >http://link.springer.com/chapter/10.1007/978-3-642-38703-6_5</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-642-38703-6_5" target="_blank" >10.1007/978-3-642-38703-6_5</a>
Alternative languages
Result language
angličtina
Original language name
Maturity of the Particle Swarm as a Metric for Measuring the Collective Intelligence of the Swarm
Original language description
The particle swarm collective intelligence has been recognized as a tool for dealing with the optimization of multimodal functions with many local optima. In this article, a research work is introduced in which the cooperative Particle Swarm Optimization strategies are analysed and the collective intelligence of the particle swarm is assessed according to the proposed Maturity Model. The model is derived from the Maturity Model of C2 (Command and Control) operational space and the model of Collaborating Software. The aim was to gain a more thorough explanation of how the intelligent behaviour of the particle swarm emerges. It has been concluded that the swarm system is not mature enough because of the lack of the systems awareness, and that a solution would be some adaptation of particles behavioural rules so that the particle could adjust its velocity using control parameters whose value would be derived from inside of the swarm system, without tuning.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
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Continuities
Z - Vyzkumny zamer (s odkazem do CEZ)
Others
Publication year
2013
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Advances in Swarm Intelligence
ISBN
978-3-642-38702-9
ISSN
0302-9743
e-ISSN
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Number of pages
15
Pages from-to
40-54
Publisher name
Springer Verlag
Place of publication
Heidelberg
Event location
Harbin, Čína
Event date
Jun 12, 2013
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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