Optical learning neural network with a pockels readout optical modulator

Applied Optics

Volumn 37, Issue 14, 1998, Pages 2852-2857

  Mori, Masahiko ^a   Watanabe, Masanobu ^a   Yagai, Yutaka ^b   Yatagai, Toyohiko ^b  

^a ELECTROTECHNICAL LABORATORY   (Japan)

^b UNIVERSITY OF TSUKUBA   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

CALCULATIONS; CAMERAS; CATHODE RAY TUBES; CHARACTER RECOGNITION; LEARNING SYSTEMS; LENSES; LIGHT EMITTING DIODES; LIGHT MODULATORS; MATRIX ALGEBRA; OPTICAL SYSTEMS;

DELTA RULE; MATRIX-MATRIX OUTER PRODUCT METHOD; OPTICAL LEARNING NEURAL NETWORK; OPTICAL PARALLEL LEARNING; POCKELS READOUT OPTICAL MODULATOR; TWO-DIMENSIONAL STRUCTURE;

NEURAL NETWORKS;

EID: 0032071934     PISSN: 1559128X     EISSN: 21553165     Source Type: Journal    
DOI: 10.1364/AO.37.002852     Document Type: Article

References (20)

1. N. H. Farhat and D. Psaltis, “New approach to optical information processing based on the Hopfield model, ” (abstract) J. Opt. Soc. Am. A 1, 1296 (1984).
2. D. Psaltis and N. H. Farhat, “Optical information processing based on an associative-memory model of neural nets with thresholding and feedback, ” Opt. Lett. 10, 98-100 (1985).
3. N. H. Farhat, D. Psaltis, A. Prata, and E. Peak, “Optical implementation of the Hopfield model, ” Appl. Opt. 24, 1469-1475 (1985).
4. J. Ohta, M. Takahashi, Y. Nitta, S. Tai, K. Mitsunaga, and K. Kyuma, “GaAs/AlGaAs optical synaptic interconnection device for neural networks, ” Opt. Lett. 14, 844-846 (1989).
5. J. Ohta, Y. Nitta, and K. Kyuma, “Dynamic optical neurochip using variable-sensitivity photodiodes, ” Opt. Lett. 16, 744-746 (1991).
6. M. Ishikawa, N. Mukohzaka, H. Toyoda, and Y. Suzuki, “Optical associatron: a simple model for optical associative memory, ” Appl. Opt. 28, 291-301 (1989).
7. T. Lu, K. Choi, S. Wu, X. Xu, and F. T. S. Yu, “Optical disk based neural network, ” Appl. Opt. 28, 4722-4724 (1989).
8. Y. Hayasaki, I. Tohyama, T. Yatagai, M. Mori, and S. Ishihara, “Optical learning neural network using Selfoc microlens array, ” Jpn. J. Appl. Phys. 31, 1689-1693 (1992).
9. M. Mori, Y. Hayasaki, I. Tohyama, and T. Yatagai, “Optical learning neural network using a Selfoc microlens array for pattern recognition, ” Opt. Rev. 1, 44-46 (1994).
10. S. Gao, Y. Zhang, J. Yang, and G. Mu, “Coaxial architecture of an optical neural network with a lenslet array, ” Opt. Lett. 19, 2155-2157 (1994).
11. S. Gao, J. Yang, Y. Zhang, and G. Mu, “Architecture design of an optical neural network with lenslet array, ” Optik 101, 127-129 (1996).
12. N. Kasama, Y. Hayasaki, T. Yatagai, M. Mori, and S. Ishihara, “Experimental demonstration of optical three-layer neural network, ” Jpn. J. Appl. Phys. 29, L1565-L1568 (1990).
13. I. Tohyama, Y. Hayasaki, T. Yatagai, M. Mori, and S. Ishihara, “Renewal method of weight matrix in optical neural network, ” in Optical Computing, A. M. Goncharenko, F. V. Karpushko, G. V. Sinitsyn, and S. P. Apanasevich, eds., Proc. SPIE 1806, 271-278 (1992).
14. M. Mori, S. Ishihara, I. Tohyama, Y. Hayasaki, and T. Yatagai, “Optical neural networks based on an electron-beam addressed spatial light modulator, ” in Optical Computing and Neural Networks, K.-Y. Hsu and H.-K. Liu, eds., Proc. SPIE 1812, 57-63 (1992).
15. Y. Osugi, H. Abe, A. Honda, A. Hamajima, and S. Toyoda, “A method for making high resolution PROM, ” in Technical Digest of International Topical Meeting on Optical Computing, J. Tsujiuchi, Y. Ichioka, and S. Ishihara, eds. (Japan Society of Applied Physics, Tokyo, Japan, 1990), pp. 21-22.
16. F. Itoh, K. Kitayama, and Y. Tanuma, “Optical outer-product learning in a neural network using optically stimulable phosphor, ” Opt. Lett. 15, 860-862 (1990).
17. J. Duvillier, M. Killinger, K. Heggarty, K. Yao, and J. L. de Bougrenet de la Tocnaye, “All-optical implementation of a selforganizing map: a preliminary approach, ” Appl. Opt. 33, 258-266 (1994).
18. K. Heggarty, J. Duvillier, E. Carpio Perez, and J. L. de Bougrenet de la Tocnaye, “All-optical implementation of a selforganizing map: learning and taxonomy capability assessment, ” Appl. Opt. 34, 8167-8175 (1995).
19. Y. Bitoh and T. Minemoto, “Fast response PROM using GaAs single crystal, ” in Spatial Light Modulators, G. Burdge and S. C. Esener, eds., Vol. 14 of OSA Trends in Optics and Photonics Series (Optical Society of America, Washington, D.C., 1997), pp. 147-154.
20. M. Mori, Y. Nagamune, M. Watanabe, T. Noda, and H. Sakaki, “Neuron devices based on point contact phototransistors, ” in Digest of the IEEE/LEOS 1996 Summer Topical Meeting on Smart Pixels (IEEE, Piscataway, N.J., 1996), pp. 9-10.