Adaptive Optical Neural Network Classifier Systems

作者: Wesley E. Foor , Mark A. Getbehead , James B. Rosetti

DOI: 10.21236/ADA335118

关键词:

摘要: Abstract : We present two adaptive opto-electronic neural network hardware architectures capable of exploiting parallel optics to realize real-time processing and classification high-dimensional data. The are based on radial basis function networks that employ on-line training techniques offer robustness noise optical system imperfections. A binary-input data classifier is presented first the issues imperfections, device characterization, addressed. experimental results from compared with a computer model in order identify critical sources indicate possible areas for performance improvements. grayscale-input then proposed handling 8 bit input broaden range applications classifier. An wavelet transform intended use as multi-resolution image preprocessor classifiers discussed.

参考文章(26)
David Lowe, David S. Broomhead, Radial Basis Functions, Multi-Variable Functional Interpolation and Adaptive Networks Complex Systems. ,vol. 2, pp. 321- 355 ,(1988)
David S. Broomhead, Signal processing for nonlinear systems (Keynote Address) Proceedings of SPIE. ,vol. 1565, pp. 228- 243 ,(1991) , 10.1117/12.49780
Hua-Kuang Liu, Tien-Hsin Chao, Optical Image Subtraction Techniques, 1975 - 1985 Hybrid Image Processing. ,vol. 0638, pp. 55- 65 ,(1986) , 10.1117/12.964264
John F. Ebersole, Optical Image Subtraction Optical Engineering. ,vol. 14, pp. 145436- ,(1975) , 10.1117/12.7971809
Renals, Rohwer, Phoneme classification experiments using radial basis functions international joint conference on neural network. pp. 461- 467 ,(1989) , 10.1109/IJCNN.1989.118620
Peter S. Erbach, Don A. Gregory, Xiangyang Yang, Optical wavelet transform by the phase-only joint-transform correlator Applied Optics. ,vol. 35, pp. 3117- 3126 ,(1996) , 10.1364/AO.35.003117
E. Marom, Real-Time Image Subtraction Using A Liquid Crystal Light Valve Optical Engineering. ,vol. 25, pp. 252274- ,(1986) , 10.1117/12.7973815
D. Gabor, G.W. Stroke, R. Restrick, A. Funkhouser, D. Brumm, Optical image synthesis (complex amplitude addition and subtraction) by hollographic fourier transformation Physics Letters. ,vol. 18, pp. 116- 118 ,(1965) , 10.1016/0031-9163(65)90676-1
G. Moddel, K. M. Johnson, W. Li, R. A. Rice, L. A. Pagano‐Stauffer, M. A. Handschy, High‐speed binary optically addressed spatial light modulator Applied Physics Letters. ,vol. 55, pp. 537- 539 ,(1989) , 10.1063/1.101847