Detail publikace

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

WINKLEROVÁ, Z.

Originální název

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

Typ

článek ve sborníku mimo WoS a Scopus

Jazyk

angličtina

Originální abstrakt

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.

Klíčová slova

particle swarm optimization, maturity model, particle swarm collective intelligence

Autoři

WINKLEROVÁ, Z.

Rok RIV

2013

Vydáno

1. 6. 2013

Nakladatel

Springer Verlag

Místo

Heidelberg

ISBN

978-3-642-38702-9

Kniha

Advances in Swarm Intelligence

Edice

Lecture Notes in Computer Science

ISSN

0302-9743

Periodikum

Lecture Notes in Computer Science

Ročník

7928

Číslo

9

Stát

Spolková republika Německo

Strany od

40

Strany do

54

Strany počet

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"
}