A spiking neural network alternative for the analog to digital converter

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2010, Pages

  Lovelace, Jeffrey J ^a   Rickard, John T ^b   Cios, Krzysztof J ^c,d  

^a UNIVERSITY OF NEBRASKA AT OMAHA   (United States)

^b Distributed Infinity Inc ^*  (United States)

^c Virginia Commonwealth University   (United States)

^d IITiS Polish Academy of Sciences   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ANALOG TO DIGITAL CONVERSION; FREQUENCY CONVERTERS; GAUSSIAN NOISE (ELECTRONIC); LAKES; NEURAL NETWORK MODELS; SIGNAL DETECTION;

ANALOG TO DIGITAL CONVERTERS; ANALOGUE SIGNALS; BIOLOGICAL PROCESS; DIGITAL SYSTEM; ENGINEERING TASKS; INTENSITY DETECTION; MODEL UNDERSTANDING; NEURAL NETWORK MODEL; NEURAL-NETWORKS; OUTPUT MAPPING;

NEURONS;

EID: 79959458867     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2010.5596909     Document Type: Conference Paper

References (25)

1. H. Toriakai, A. Tanaka, and T. Saito, "Artificial Spiking Neurons and Analog-to-Digital-to-Analog Conversion," IEICE Trans. Fundamentals, vol. E91-A, pp. 1455-1462, 2008.
2. B. C. Watson, B. L. Shoop, E. K. Ressler, and P. K. Das, "Analog-to-Digital Conversion Using Single-Layer Integrate-and-Fire Networks with Inhibitory Connections," Journal on Applied Signal Processing, pp. 2066-2075, 2004.
3. C. Koch, Biophysics of Computation. New York: Oxford University Press, 1999.
4. A. L. Hodgkin and A. F. Huxley, "A quantitative description of membrane current and its application to conduction and excitation in nerve," Journal of Physiology, vol. 117, pp. 500-544, 1952.
5. M. Hausser, N. Spruston, and G. J. Stuart, "Diversity and dynamics of dendritic signaling," Science, vol. 290, pp. 739-744, 2000.
6. G. Harnischpfeger, G. Neuweiler, and P. Schlegel, "Interaural time and intensity coding in the superior olivary complex and inferior colliculus of the echolocating bat, Molossus ater," J. Neurophysiol., vol. 53, pp. 89-109, 1985.
7. A. J. Vander, J. H. Sherman, and D. S. Luciano, Human physiology: the mechanisms of body function, 6 ed: McGraw-Hill, 1994.
8. K. J. Staley, M. Longacher, J. S. Bains, and A. Yee, "Presynaptic modulation of CA3 network activity," Nat Neurosci, vol. 1, pp. 201-9., 1998.
9. A. V. M. Herz, T. Gollisch, C. K. Machens, and D. Jaeger, "Modeling Single-Neuron Dynamics and Computations: A Balance of Detail and Abstraction," Science, vol. 314, pp. 80-85, 2006.
10. J. C. Magee, "Dendritic Integration of Excitatory Synaptic Input," Nature Reviews Neuroscience, vol. 1, pp. 181-190, 2000.
11. D. M. Sala and K. J. Cios, "Solving graph algorithms with networks of spiking neurons," IEEE Trans. on Neural Networks, vol. 10, pp. 953-957, 1999.
12. D. M. Sala and K. J. Cios, "Self-organization in networks of spiking neurons," Australian Journal of Intelligent Information Processing Systems, vol. 5, pp. 161-170, 1998.
13. W. Swiercz, K. Cios, K. Staley, L. Kurgan, F. Accurso, and S. Sagel, "A New Synaptic Plasticity Rule for Networks of Spiking Neurons," IEEE Trans. on Neural Networks, vol. 17, pp. 94-105, 2006.
14. K. J. Cios, W. Swiercz, and W. Jackson, "Networks of Spiking Neurons in Modeling and Problem Solving," Neurocomputing, vol. 61, pp. 99-119, 2004.
15. W. Swiercz, K. J. Cios, J. Hellier, A. Yee, and K. J. Staley, "Effects of synaptic depression and recovery on synchronous network activity," Journal of Clinical Neurophysiology, pp. 165-174, 2007.
16. E. Calixto, E. J. Galván, J. P. Card, and G. Barrionuevo, "Coincidence detection of convergent perforant path and mossy fibre inputs by CA3 interneurons," J. Physiol., vol. 586, pp. 2695-2712, 2008.
17. D. L. Cook, P. C. Schwindt, L. A. Grande, and W. J. Spain, "Synaptic depression in the localization of sound," Nature, vol. 421, pp. 66-70, 2003.
18. J. J. Lovelace and K. J. Cios, "A Very Simple Spiking Neuron Model that Allows for Modeling of Large Complex Systems," Neural Computation, vol. 20, pp. 65-90, 2008.
19. J. H. Van Vleck and D. Middleton, "A Theoretical Comparison of the Visual vs. Aural or Meter Reception of Pulsed Signals in the Presence of Noise," J. Appl. Phys., vol. 17, pp. 940-971, 1946.
20. G. Hauske, W. Wolf, and U. Lupp, "Matched filters in human vision," Biol. Cybern., vol. 22, pp. 181-188, 1976.
21. S. A. Shamma and D. Symmmes, "Patterns of inhibition in auditory cortical cells in awake squirrel monkeys," Hearing Research, vol. 19, pp. 1-13, 1985.
22. M. B. Calford and M. N. Semple, "Monaural inhibition in cat auditory cortex," Journal of Neurophysiology, vol. 73, pp. 1876-1891, 1995.
23. M. Wehr and A. M. Zador, "Balanced inhibition underlies tuning and sharpens spike timing in auditory cortex," Nature, vol. 426, pp. 442-446, 2003.
24. M. Mori, M. H. Abegg, B. H. Gahwiler, and U. Gerber, "A frequency-dependent switch from inhibition to excitation in a hippocampal unitary circuit," Nature, vol. 41, pp. 453-456, 2004.
25. T. A. Jones, S. M. Jones, and K. C. Paggett, "The Emergence of Hearing in the Chicken Embryo," Journal of Neurophysiology, vol. 96, pp. 128-141, 2006.