DocumentCode
1880343
Title
FPGA implementation of particle swarm optimization for inversion of large neural networks
Author
Reynolds, Paul D. ; Duren, Russell W. ; Trumbo, Matthew L. ; Marks, Robert J., II
Author_Institution
Dept. of Eng., Baylor Univ., Waco, TX, USA
fYear
2005
fDate
8-10 June 2005
Firstpage
389
Lastpage
392
Abstract
Particle swarm inversion of large neural networks is a computationally intensive process. By the implementing a modified particle swarm optimizer and neural network in reconfigurable hardware, many of the computations can be preformed simultaneously, significantly reducing compilation time compared to a conventional computer.
Keywords
field programmable gate arrays; neural nets; particle swarm optimisation; reconfigurable architectures; FPGA implementation; large neural network inversion; particle swarm inversion; particle swarm optimization; reconfigurable hardware; Acoustic testing; Computational modeling; Computer networks; Concurrent computing; Field programmable gate arrays; Hardware; Neural networks; Particle swarm optimization; Performance evaluation; Sonar;
fLanguage
English
Publisher
ieee
Conference_Titel
Swarm Intelligence Symposium, 2005. SIS 2005. Proceedings 2005 IEEE
Print_ISBN
0-7803-8916-6
Type
conf
DOI
10.1109/SIS.2005.1501648
Filename
1501648
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