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WINKLEROVÁ, Z.
Original Title
Maturity of the Particle Swarm as a Metric for Measuring the Collective Intelligence of the Swarm
Type
article in a collection out of WoS and Scopus
Language
English
Original Abstract
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.
Keywords
particle swarm optimization, maturity model, particle swarm collective intelligence
Authors
RIV year
2013
Released
1. 6. 2013
Publisher
Springer Verlag
Location
Heidelberg
ISBN
978-3-642-38702-9
Book
Advances in Swarm Intelligence
Edition
Lecture Notes in Computer Science
0302-9743
Periodical
Year of study
7928
Number
9
State
Federal Republic of Germany
Pages from
40
Pages to
54
Pages count
15
URL
http://link.springer.com/chapter/10.1007/978-3-642-38703-6_5
BibTex
@inproceedings{BUT103471, author="Zdenka {Winklerová}", title="Maturity of the Particle Swarm as a Metric for Measuring the Collective Intelligence of the Swarm", booktitle="Advances in Swarm Intelligence", year="2013", series="Lecture Notes in Computer Science", journal="Lecture Notes in Computer Science", volume="7928", number="9", pages="40--54", publisher="Springer Verlag", address="Heidelberg", doi="10.1007/978-3-642-38703-6\{_}5", isbn="978-3-642-38702-9", issn="0302-9743", url="http://link.springer.com/chapter/10.1007/978-3-642-38703-6_5" }