Title :
Optical method for generalized Hebbian-rule in optical neural network
Author :
Tsumura, Norimichi ; Fujii, Yusaku ; Itoh, Kazuyoshi ; Ichioka, Yoshiki
Author_Institution :
Dept. of Appl. Phys., Osaka Univ., Japan
Abstract :
We propose a new optical method for the generalized Hebbian-rule in the optical neural-network systems. In this method, the weight is recorded on an optically addressed spatial light modulator (OASLM). The modification of the weight is automatically achieved on the OASLM by the light signals from the post- and pre-synapse artificial neurons. This architecture makes it easy to align the optical system. An optically addressed FLC-SLM is used as the OASLM. A binary correlation-learning in the binary generalized Hebbian-rule is adopted in the present method. To improve the binary correlation-learning, we propose a learnable neural network for the sparse encoding. We verify the principle and efficiency of the proposed method through a preliminary experiment.
Keywords :
Hebbian learning; optical correlation; optical interconnections; optical neural nets; spatial light modulators; binary correlation-learning; generalized Hebbian-rule; learnable neural network; optical neural network; optically addressed spatial light modulator; sparse encoding; High speed optical techniques; Holographic optical components; Holography; Intelligent networks; Neural networks; Neurons; Optical computing; Optical fiber networks; Optical interconnections; Optical recording;
Conference_Titel :
Neural Networks, 1993. IJCNN '93-Nagoya. Proceedings of 1993 International Joint Conference on
Print_ISBN :
0-7803-1421-2
DOI :
10.1109/IJCNN.1993.714042