CASCADED-GRATING HOLOGRAPHY FOR ARTIFICIAL NEURAL NETWORKS

被引:22
作者
OWECHKO, Y
机构
[1] Hughes Research Laboratories, Malibu, CA, 90265-4797
关键词
D O I
10.1364/AO.32.001380
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A holographic technique for implementing optical neural networks is described in which each connection weight is distributed among a series of cascaded angularly and spatially multiplexed photorefractive gratings. This greatly reduces cross talk caused by the conical Bragg degeneracy associated with a single grating, reduces distortions caused by beam coupling, and improves the utilization of pixels in the input spatial light modulator. Experimental examples of high-quality holographic storage and optical implementations of the perceptron and backpropagation neural networks are also discussed.
引用
收藏
页码:1380 / 1398
页数:19
相关论文
共 27 条
[21]   LARGE INTERCONNECTS IN PHOTOREFRACTIVES - GRATING ERASURE PROBLEM AND A PROPOSED SOLUTION [J].
RASTANI, K ;
HUBBARD, WM .
APPLIED OPTICS, 1992, 31 (05) :598-605
[22]  
Rumelhart DE, 1986, ENCY DATABASE SYST, P45
[23]   BACK PROPAGATION LEARNING WITH TRINARY QUANTIZATION OF WEIGHT UPDATES [J].
SHOEMAKER, PA ;
CARLIN, MJ ;
SHIMABUKURO, RL .
NEURAL NETWORKS, 1991, 4 (02) :231-241
[24]   ANALYSIS OF THE N-TO-N VOLUME-HOLOGRAPHIC NEURAL INTERCONNECT [J].
SLINGER, C .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1991, 8 (07) :1074-1081
[25]   INCREMENTAL RECORDING FOR PHOTOREFRACTIVE HOLOGRAM MULTIPLEXING [J].
TAKETOMI, Y ;
FORD, JE ;
SASAKI, H ;
MA, J ;
FAINMAN, Y ;
LEE, SH .
OPTICS LETTERS, 1991, 16 (22) :1774-1776
[27]   THEORY OF OPTICAL INFORMATION STORAGE IN SOLIDS [J].
VANHEERDEN, PJ .
APPLIED OPTICS, 1963, 2 (04) :393-400