Title :
Bidirectional optical learnable neural networks for OEIC
Author :
Kawakami, Wataru ; Kitayama, Ken-ichi
Author_Institution :
NTT Transmission Syst. Lab., Yokosuka, Japan
Abstract :
A novel configuration of an optical bidirectional learnable neural network is proposed, in which the recall and learning processes can be done by transmitting lights of synaptic weight and error signal, respectively, in the opposite direction between two facing OEICs (optoelectronic integrated circuits). Thus, both vector-matrix operation for recall and outer-product for modifying synaptic weights are optically performed bidirectionally. This compact configuration is especially suitable for neurochips. The feasibility of a three-dimensional neurochip is experimentally investigated based on a learning experiment using a 2×2 optical neuro-breadboard
Keywords :
integrated optoelectronics; learning systems; neural nets; optical information processing; 3D optical neurochips; optical bidirectional learnable neural network; optoelectronic integrated circuits; synaptic weight; vector-matrix operation; Light emitting diodes; Neural networks; Optical computing; Optical fiber networks; Optical interconnections; Optical modulation; Optical network units; Optoelectronic devices; Phase modulation; Stimulated emission;
Conference_Titel :
Neural Networks, 1991. 1991 IEEE International Joint Conference on
Print_ISBN :
0-7803-0227-3
DOI :
10.1109/IJCNN.1991.170667