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Presentation
Implementation of digital pheromones for use in particle swarm optimization
Mechanical Engineering Conference Presentations, Papers, and Proceedings
  • Jung Leng Foo, Iowa State University
  • Vijay Kalivarapu, Iowa State University
  • Eliot H. Winer, Iowa State University
Document Type
Conference Proceeding
Conference
47th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference
Publication Version
Published Version
Publication Date
1-1-2006
DOI
10.2514/6.2009-2192
Conference Date
May 1-4, 2006
Geolocation
(41.4901024, -71.31282850000002)
Abstract
This paper presents a new approach to particle swarm optimization (PSO) using digital pheremones to coordinate the movements of the swarm within an n-dimensional design space. In traditional PSO, an initial randomly generated population swarm propagates towards the global optimum over a series of iterations. Each particle in the swarm explores the design space based on the information provided by previous best particles. This information is used to generate a velocity vector indicating a search direction towards a promising design point, and to update the particle positions. This paper presents how digital pheromones can be incorporated into the velocity vector update equation. Digital pheromones are models simulating the real pheromones produced by insects for communication to indicate a source of food or a nesting location. This principle of communication and organization between each insect in a swarm offers substantial improvement when integrated into PSO. Particle swarms search the design space with digital pheromones aiding communication within the swarm to improve search efficiency. Through additional information from the pheromones, particles within the swarm exploring the design space and locate the solution more efficiently and accurately than traditional PSO. In this paper, the development of this method is described in detail along with the results from several optimization test problems.
Comments

This is a conference proceeding from Collection of Technical Papers - AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference, (2006): AIAA 2006-1917, doi: 10.2514/6.2009-2192. Posted with permission.

Copyright Owner
Eliot H Winer
Language
en
File Format
application/pdf
Citation Information
Jung Leng Foo, Vijay Kalivarapu and Eliot H. Winer. "Implementation of digital pheromones for use in particle swarm optimization" Newport, Rhode Island(2006) p. 2006-1917
Available at: http://works.bepress.com/vijay_kalivarapu/3/