Neural network using longitudinal modes of an injection laser with external feedback

IEEE Transactions on Neural Networks

Volumn 7, Issue 6, 1996, Pages 1389-1400

  Colak, S B ^a   Schleipen, J J H B ^a   Liedenbaum, C T H ^a  

^a PHILIPS RESEARCH LABORATORIES   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 0011892237     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/72.548167     Document Type: Article

References (49)

1. R. P. Lippmann, "An introduction to computing with neural nets," IEEE Acoust., Speech, Signal Processing Mag., p. 4, Apr. 1987.
2. B. Widrow and M. A. Lehr, "30 years of adaptive neural networks: Perceptron, madaline, and backpropagation," Proc. IEEE, vol. 78, p. 1415, 1990.
3. N. H. Farhat, "Optoelectronic neural networks and learning machines," IEEE Circuits Devices Mag., p. 32, Sept. 1989.
4. D. Psaltis, H.-Y. S. Li, and Y. Qiao, "Optical multilayer networks," Optoelectronics-Dev. Tech., vol. 8, p. 11, 1993.
5. K. Kyuma, E. Lange, and Y. Nitta, "Optical neuro-devices," Optoelectronics-Dev. Tech., vol. 8, p. 35, 1993.
6. S. Lin, A. Groy, J. Luo, and D. Psaltis, "GaAs optoelectronic neuron arrays," Appl. Opt., vol. 32, p. 1275, 1993.
7. E. G. Paek, "Review of holographic neural networks using surface-emitting laser diode arrays," Optoelectronics-Dev. Tech., vol. 8, p. 21, 1993.
8. Y. Owechko, "Optoelectronic resonator neural networks," Appl. Opt., vol. 26, p. 5104, 1987.
9. A. Yariv and S.-K. Kwong, "Associative memories based on message bearing optical modes in phase-conjugate resonators," Opt. Lett., vol. 11, p. 186, 1986.
10. L.-S. Lee, H. M. Stoll, and M. C. Tackitt, "Continuous-time optical neural-network associative memory," Opt. Lett., vol. 14, p. 162, 1989.
11. D. Z. Anderson, "Competitive and cooperative dynamics in nonlinear optical circuits," in An Introduction to Neural and Electronic Networks, S. F. Zornetzer, J. L. Davis, and C. Lau, Eds. New York: Academic, 1990, p. 34.
12. S. C. Gustavson, G. R. Little, and D. M. Simon, "Optical resonator-based neural network," Opt. Commun., vol. 85, p. 311, 1991.
13. M. Brambilla, L. A. Lugiato, M. V. Pinna, F. Prati, P. Pagani, P. Vanotti, M. Y. Li, and C. O. Weiss, "The laser as nonlinear element for an optical associative memory," Opt. Commun., vol. 92, p. 145, 1992.
14. K. Otsuka, "Winner-takes-all dynamics and antiphase states in modulated multimode lasers," Phys. Rev. Lett., vol. 67, p. 1090, 1991.
15. A. Yariv, Quantum Electronics. New York: Wiley, 1975, p. 219.
16. R. Lang and K. Kobayashi, "External optical feedback effects on semiconductor injection laser properties," IEEE J. Quantum Electron., vol. QE-16, p. 347, 1980.
17. G. A. Acket, D. Lenstra, A. J. den Boef, and B. H. Verbeek, "The influence of feedback intensity on longitudinal mode properties and optical noise in index-guided semiconductor lasers," IEEE J. Quantum Electron., vol. QE-20, p. 1163, 1984.
18. C. H. Henry and R. F. Kazarinov, "Instability of semiconductor lasers due to optical feedback from distant reflectors," IEEE J. Quantum Electron., vol. QE-22, p. 294, 1986.
19. G. P. Agrawal and N. K. Dutta, Long-Wavelength Semiconductor Lasers. New York: Van Nostrand Reinhold, 1986.
20. D. Lenstra, B. H. Verbeek, and A. J. den Boef, "Coherence collapse in single semiconductor lasers due to optical feedback," IEEE J. Quantum Electron., vol. QE-21, p. 674, 1985.
21. C-H. Wang and B. K. Jenkins, "Subtracting incoherent optical neuron model: Analysis, experiment, and applications," Appl. Opt., vol. 29, p. 2171, 1990.
22. N. Kasama, Y. Hayasaki, T. Yatagai, M. Mori, and S. Ishihara, "Experimental demonstration of optical three-layer neural network," Jpn. J. Appl. Phys., vol. 29, p. L1565, 1990.
23. A. Breese and J. Macdonald, "An implementation of the Hopfield model with exitatory and inhibitory synapses and stati thresholding," in Proc. Soc. Prof. Ind. Eng., Applicat. Artificial Neural Networks, vol. 1294, 1990, p. 396.
24. W. Kawakami, H. Yoshinaga, and K. Kitayama, "Demonstration of an optical inhibitory neural network," Opt. Lett., vol. 14, p. 984, 1989.
25. H. H. Arsenault and B. Macukow, "Neural-network model for fast learning and retrieval," Opt. Eng., vol. 28, p. 506, 1989.
26. J. Alspector, R. B. Allen, V. Hu, and S. Satyanarayana, "Stochastic learning networks and their electronic implementation," Neural Information Processing Syst., p. 9, 1987.
27. N. H. Farhat, "Optoelectronic analogs of self-programming neural nets: Architectures and methodologies for implementing fast stochastic learning by simulated annealing," Appl. Opt., vol. 26, p. 5093, 1987.
28. N. M. Barnes, A. W. O'Neill, and D. Wood, "Rapid supervised training of a two-layer opto-electronic neural network using simulated annealing," Opt. Comm., vol. 87, p. 203, 1992.
29. J. Matjas, "Random optimization," Automat. Remote Contr., vol. 26, p. 244, 1965.
30. J. P. Lawrence and K. Steiglitz, "Randomized pattern search," IEEE Trans. Comput., vol. C-21, p. 382, 1972.
31. S. Geman and D. Geman, "Stochastic relaxation, Gibbs distributions, and Bayesian restoration of images," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-6, p. 721, 1984.
32. E. Mos, "A laser neural network," Master's thesis, Eindhoven Univ. Technol., The Netherlands, p. 50, June 1994.
33. J. J. H. B. Schleipen, S. B. Colak, E. Mos, and C. T. H. Liedenbaum, "An injection laser neural network," in Proc. Int. Conf. Microelectronics for Neural Networks Fuzzy Syst., Sept. 1994, p. 8.
34. K. Petermann, Laser Diode Modulation and Noise. Boston, MA: Kluwer Academic, 1988, ch. 9, p. 273.
35. E. Keulen, S. B. Colak, H. Withagen, and H. Hegt, "Laser network hardware performance criteria," in Proc. IEEE Int. Conf. Neural Networks, vol. 3, June-July 1994, p. 1885.
36. M. Holler, S. Tam, H. Castro, and R. Benson, "An electrically trainable analog neural network (ETANN) with 10240 floating gate synapses," in Proc. IEEE Int. Joint Conf. Neural Networks, Washington, D.C., June 1989, p. 191.
37. D. Hammerstrom, "A VLSI architecture for high-performance, low-cost, on-chip learning," in Proc. IEEE Int. Joint Conf. Neural Networks, vol. II, June 1990, p. 537.
38. Y. Nitta, J. Ohta, S. Tai, and K. Kyuma, "Optical learning neurochip with internal analog memory," Appl. Opt., vol. 32, p. 1264, 1993.
39. G. Yayla, A. V. Krishnamoorthy, G. C. Marsden, and S. C. Esener, "A prototype 3-D optically interconected neural network," Proc. IEEE, vol. 82, p. 1749, 1994.
40. J. Shamir, H. J. Caulfield, and R. B. Johnson, "Massive holographic interconnection networks and their limitations," Appl. Opt., vol. 28, p. 546, 1989.
41. J. J. Hopfield, "Neural networks and physical systems with emergent collective computational abilities," in Proc. Nat. Academy Sci. USA, vol. 79, 1982, p. 2554.
42. N. H. Farhat, D. Psaltis, A. Prata, and E. Paek, "Optical implemetation of the Hopfield model," Appl. Opt., vol. 24, p. 1469, 1985.
43. G. A. Carpenter and S. Grossberg, "ART 2: Self organization of stable category recognition codes for analog input patterns," Appl. Opt., vol. 26, p. 4919, 1987.
44. S. W. Tsay and R. W. Newcomb, "VLSI implementation of ART1 memories," IEEE Trans. Neural Networks, vol. 2, p. 214, 1991.
45. D. C. Wunsch, II, T. P. Caudell, C. D. Capps, R. J. Marks II, and R. A. Falk, "An optoelectronic implemetation of the adaptive resonance neural network," IEEE Trans. Neural Networks, vol. 4, p. 673, 1993.
46. S. B. Colak and F. P. Widdershoven, "A nonlinear electronic layer for distributed neural nets," in Proc. Int. Conf. Artificial Neural Networks, 1993.
47. S. B. Colak, "Vector mapping with a nonlinear electronic layer for distributed neural networks," IEEE Trans. Neural Networks, vol. 6, p. 1245, 1995.
48. M. Cohen, "Distributed computation in neural networks and their optical analogs," in Proc. Soc. Prof. Ind. Eng. vol. 540, 1985, p. 344.
49. J. Moody, "Dynamics of lateral interaction network," in Proc. IEEE Int. Joint Conf. Neural Networks, vol. III, June 1990, p. 483.