DocumentCode
3586157
Title
Implementation of real coded PSO algorithms using FPGA technology
Author
Ben Ameur, Mohamed Sadok ; Sakly, Anis ; Mtibaa, Abdellatif
Author_Institution
Lab. of Electron. & Microelectron., Univ. of Monastir, Monsatir, Tunisia
fYear
2014
Firstpage
213
Lastpage
218
Abstract
In this paper, a parallel PSO algorithm structure based on (FSM) Finite state machine is proposed. The use of FPGA (Field Programmable Gate Array) has shown many advantages over other circuits based on swarm intelligence mainly due to its simplicity and robustness to solve mathematic problems that contain several variables. This paper evaluates the performance of the PSO that´s why we developed a hardware architecture that accelerates its execution performance by updating velocity and position of particles. The fitness evaluation module is implemented and mapped into FPGA reconfigurable hardware. The accelerated execution performance of the proposed architecture is demonstrated on standard mathematical functions as well as on a real coded problem.
Keywords
field programmable gate arrays; finite state machines; particle swarm optimisation; FPGA technology; field programmable gate array; finite state machine; fitness evaluation module; real coded PSO algorithm; standard mathematical function; swarm intelligence; Arrays; Field programmable gate arrays; Generators; Hardware; Light emitting diodes; Robustness; FPGA; FSM; PSO algorithm;
fLanguage
English
Publisher
ieee
Conference_Titel
Sciences and Techniques of Automatic Control and Computer Engineering (STA), 2014 15th International Conference on
Type
conf
DOI
10.1109/STA.2014.7086765
Filename
7086765
Link To Document