DocumentCode
3285673
Title
A Population-oriented Architecture for Particle Swarms
Author
Pefia, J. ; Upegui, Andres
Author_Institution
Univ. de Lausanne, Lausanne
fYear
2007
fDate
5-8 Aug. 2007
Firstpage
563
Lastpage
570
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.
Keywords
computer architecture; particle swarm optimisation; discrete recombination; on-chip heuristics; particle swarm optimization; population-oriented architecture; population-oriented hardware architecture; self-adaptive autonomous hardware systems; Adaptive arrays; Circuit synthesis; Computer architecture; Digital systems; Evolutionary computation; Genetics; Hardware; Particle swarm optimization; Stochastic processes; System-on-a-chip;
fLanguage
English
Publisher
ieee
Conference_Titel
Adaptive Hardware and Systems, 2007. AHS 2007. Second NASA/ESA Conference on
Conference_Location
Edinburgh
Print_ISBN
978-0-7695-2866-3
Type
conf
DOI
10.1109/AHS.2007.14
Filename
4291968
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