Analog-to-digital conversion using single-layer integrate-and-fire networks with inhibitory connections

Eurasip Journal on Applied Signal Processing

Volumn 2004, Issue 13, 2004, Pages 2066-2075

  Watson, Brian C ^a   Shoop, Barry L ^b   Ressler, Eugene K ^b   Das, Pankaj K ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b UNITED STATES MILITARY ACADEMY   (United States)

Author keywords

Analog to digital conversion; Integrate and fire networks; Neuroscience; Spiking neurons

Indexed keywords

BANDWIDTH; CAPACITANCE; COMPUTER SIMULATION; INDUCTANCE; NEURAL NETWORKS; SIGNAL PROCESSING; SIGNAL TO NOISE RATIO; SPURIOUS SIGNAL NOISE; SWITCHING; VLSI CIRCUITS;

INTERGRATE-AND-FIRE NETWORKS; NEUROSCIENCE; POWER SPECTRAL DENSITY; SPIKING NEURONS;

ANALOG TO DIGITAL CONVERSION;

EID: 10444290675     PISSN: 11108657     EISSN: None     Source Type: Journal    
DOI: 10.1155/S1110865704405083     Document Type: Article

References (20)

1. B. L. Shoop and P. K. Das, "Mismatch-tolerant distributed photonic analog-to-digital conversion using spatial oversampling and spectral noise shaping," Optical Engineering, vol. 41, no. 7, pp. 1674-1687, 2002.
2. B. L. Shoop and P. K. Das, "Wideband photonic A/D conversion using 2D spatial oversampling and spectral noise shaping," in Multifrequency Electronic/Photonic Devices and Systems for Dual-Use Applications, vol. 4490 of Proceedings SPIE, pp. 32-51, San Diego, Calif, USA, July 2001.
3. R. Sarpeshkar, R. Herrera, and H. Yang, "A current-mode spike-based overrange-subrange analog-to-digital converter," in Proc. IEEE Symposium on Circuits and Systems, Geneva, Switzerland, May 2000, http://www.rle.mit.edu/avbs/.
4. Y. Murahashi, S. Doki, and S. Okuma, "Hardware realization of novel pulsed neural networks based on delta-sigma modulation with GHA learning rule," in Proc. Asia-Pacific Conference on Circuits and Systems, vol. 2, pp. 157-162, Bali, Indonesia, October 2002.
5. W. Gerstner, "Population dynamics of spiking neurons: fast transients, asynchronous states, and locking," Neural Computation, vol. 12, no. 1, pp. 43-89, 2000.
6. W. Gerstner and W. M. Kistler, Spiking Neuron Models, Cambridge University Press, Cambridge, Mass, USA, 2002.
7. W. Maass and C. M. Bishop, Pulsed Neural Networks, MIT Press, Cambridge, Mass, USA, 2001.
8. R. W. Adams, "Spectral noise-shaping in integrate-and-fire neural networks," in Proc. IEEE International Conference on Neural Networks, vol. 2, pp. 953-958, Houston, Tex, USA, June 1997.
9. J. Chu, "Oversampled analog-to-digital conversion based on a biologically-motivated neural network," M.S. thesis, UCSD School of Medicine, San Diego, Calif, USA, June 2003.
10. P. M. Aziz, H. V. Sorensen, and J. V. D. Spiegel, "An overview of sigma-delta converters," IEEE Signal Processing Magazine, vol. 13, no. 1, pp. 61-84, 1996.
11. B. L. Shoop, Photonic Analog-to-Digital Conversion, Springer Series in Optical Sciences, Springer-Verlag, New York, NY, USA, 2001.
12. D. Z. Jin and H. S. Seung, "Fast computation with spikes in a recurrent neural network," Phys. Rev. E, vol. 65, 051922, 2002.
13. D. Z. Jin, "Fast convergence of spike sequences to periodic patterns in recurrent networks," Phys. Rev. Lett., vol. 89, 208102, 2002.
14. D. J. Mar, C. C. Chow, W. Gerstner, R. W. Adams, and J. J. Collins, "Noise shaping in populations of coupled model neurons" Proc. Natl. Acad. Sci. USA, vol. 96, pp. 10450-10455, 1999.
15. E. K. Ressler, B. L. Shoop, B. C. Watson, and P. K. Das, "Biologically motivated analog-to-digital conversion," in Applications and Science of Neural Networks, Fuzzy Systems, and Evolutionary Computation VI, vol. 5200 of Proceedings SPIE, pp. 91-102, San Diego, Calif, USA, August 2003.
16. J. T. Marienborg, T. S. Lande, and M. Hovin, "Neuromorphic noise shaping in coupled neuron populations," in Proc. IEEE Int. Symp. Circuits and Systems, vol. 5, pp. 73-76, Scottsdale, Ariz, USA, May 2002.
17. C. Mead, Analog VLSI and Neural Systems, Addison Wesley, Menlo Park, Calif, USA, 1989.
18. P. Reinagel, D. Godwin, S. M. Shernan, and C. Koch, "Encoding of visual information by LGN bursts," Journal of Neurophysiology, vol. 81, pp. 2558-2569, 1999.
19. K. Uchimura, T. Hayashi, T. Kimura, and A. Iwata, "VLSI-A to D and D to A converters with multi-stage noise shaping modulators," in Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing, vol. 11, pp. 1545-1548, Tokyo, Japan, April 1986.
20. T. Hayashi, Y. Inabe, K. Uchimura, and T. Kimura, "A multistage delta-sigma modulator without double integration loop," in IEEE International Solid-State Circuits Conference. Digest of Technical Papers, vol. 29, pp. 182-183, February 1986.