Maturity of the Particle Swarm as a Metric for Measuring the Collective Intelligence of the Swarm

Kód výsledku v 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>

Výsledek na webu

<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>

Jazyk výsledku

angličtina

Název v původním jazyce

Maturity of the Particle Swarm as a Metric for Measuring the Collective Intelligence of the Swarm

Popis výsledku v původním jazyce

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.

Název v anglickém jazyce

Maturity of the Particle Swarm as a Metric for Measuring the Collective Intelligence of the Swarm

Popis výsledku anglicky

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.

Druh

D - Stať ve sborníku

CEP obor

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OECD FORD obor

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Projekt

—

Návaznosti

Z - Vyzkumny zamer (s odkazem do CEZ)

Rok uplatnění

2013

Kód důvěrnosti údajů

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Název statě ve sborníku

Advances in Swarm Intelligence

ISBN

978-3-642-38702-9

ISSN

0302-9743

e-ISSN

—

Počet stran výsledku

15

Strana od-do

40-54

Název nakladatele

Springer Verlag

Místo vydání

Heidelberg

Místo konání akce

Harbin, Čína

Datum konání akce

12. 6. 2013

Typ akce podle státní příslušnosti

WRD - Celosvětová akce

Kód UT WoS článku

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