A Population-oriented Architecture for Particle Swarms
Pefia, J.
Upegui, A.
Univ. de Lausanne, Lausanne;
This paper appears in: Adaptive Hardware and Systems, 2007. AHS 2007. Second NASA/ESA Conference on
Publication Date: 5-8 Aug. 2007
On page(s): 563-570
Location: Edinburgh,
ISBN: 978-0-7695-2866-3
INSPEC Accession Number: 9864501
Digital Object Identifier: 10.1109/AHS.2007.14
Current Version Published: 2007-08-20
Abstract
Self-adaptive autonomous hardware systems require on-chip heuristics to generate the circuit that constitutes the desired solution. In this paper, we present a population-oriented hardware architecture for particle swarm optimization with discrete recombination (PSO-DR), a hardware-friendly particle swarm that has shown to perform better than the standard PSO for certain parameter values and test functions. We present simulation and synthesis results showing the feasibility, performance, and advantages of the proposed architecture.
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