Particle Swarm Optimizaton: A Physics-Based Approach

Author:   Said M. Mikki ,  Ahmed A. Kishk
Publisher:   Springer International Publishing AG
ISBN:  

9783031005763


Pages:   93
Publication Date:   19 May 2008
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Particle Swarm Optimizaton: A Physics-Based Approach


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Overview

This work aims to provide new introduction to the particle swarm optimization methods using a formal analogy with physical systems. By postulating that the swarm motion behaves similar to both classical and quantum particles, we establish a direct connection between what are usually assumed to be separate fields of study, optimization and physics. Within this framework, it becomes quite natural to derive the recently introduced quantum PSO algorithm from the Hamiltonian or the Lagrangian of the dynamical system. The physical theory of the PSO is used to suggest some improvements in the algorithm itself, like temperature acceleration techniques and the periodic boundary condition. At the end, we provide a panorama of applications demonstrating the power of the PSO, classical and quantum, in handling difficult engineering problems. The goal of this work is to provide a general multi-disciplinary view on various topics in physics, mathematics, and engineering by illustrating their interdependence within the unified framework of the swarm dynamics. Table of Contents: Introduction / The Classical Particle Swarm Optimization Method / Boundary Conditions for the PSO Method / The Quantum Particle Swarm Optimization / Bibliography /Index

Full Product Details

Author:   Said M. Mikki ,  Ahmed A. Kishk
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Weight:   0.214kg
ISBN:  

9783031005763


ISBN 10:   3031005767
Pages:   93
Publication Date:   19 May 2008
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.
Language:   English

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