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
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;
Conference_Titel :
Swarm Intelligence Symposium, 2005. SIS 2005. Proceedings 2005 IEEE
Print_ISBN :
0-7803-8916-6
DOI :
10.1109/SIS.2005.1501648