FPGA implementation of particle swarm optimization for inversion of large neural networks

Proceedings - 2005 IEEE Swarm Intelligence Symposium, SIS 2005

Volumn 2005, Issue , 2005, Pages 399-402

  Reynolds, Paul D ^a   Duren, Russell W ^a   Trumbo, Matthew L ^a   Marks II, Robert J ^a  

^a Baylor University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; NEURAL NETWORKS; OPTIMIZATION;

COMPUTATION TIME; COMPUTATIONALLY INTENSIVE PROCESS; SWARM OPTIMIZER;

FIELD PROGRAMMABLE GATE ARRAYS;

EID: 33745790289     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (7)

1. W. Fox, R. Marks II, M. Hazen, C. Eggen, and M. El-Sharkawi, "Environmentally Adaptive Sonar Control in a Tactical Setting.", in Impact of Environmental Variability on Acoustic Predictions and Sonar Performance, pp. 595-602, Sept. 2002.
2. M. Hazen, R. Marks II, W. Fox, M. El-Sharkawi, and C. Eggen, "Sonar Sensitivity Analysis Using a Neural Network Acoustic Model Emulator,"Oceans '02MTS/IEEE, vol. 3, pp. 1430-1433, Oct. 2002.
3. C. Jensen, R. Reed, R. Marks II, M. El-Sharkawi, Jae-Byung Jung, R. Miyamoto, G. Anderson, and C. Eggen, "Inversion of Feedforward Neural Networks: Algorithms and Applications," Proceedings of the IEEE, vol. 87, pp. 1536 -1549, Sept. 1999.
4. B. Thompson, R. Marks II, M. El-Sharkawi, W. Fox, and R. Miyamoto, "Inversion of Neural Network Underwater Acoustic Model for Estimation of Bottom Parameters Using Modified Particle Swarm Optimizers," 2003 International Joint Conference on Neural Networks, pp. 1301-1306, July 2003.
5. R. Eberhart, and Y. Shi, "A Modified Particle Swarm Optimizer," Evolutionary Computation Proceedings, 1998. IEEE World Congress on Computational Intelligence, pp. 69-73, May 1998.
6. M. Clerc and J. Kennedy, "The Particle Swarm - Expdsion, Stability and Convergence in a Multidimensional Complex Space," IEEE Transactions on Evolutionary Computation, vol. 6, pp. 58-73, Feb. 2002.
7. P. Reynolds, "Algorithm Implementation in FPGAs Demonstrated through Neural Network Inversion on the SRC-6e," M.S. thesis, Baylor University, Waco, TX, 2005.