Abstract
The area of Artificial Neural Networks consists of building machines and algorithms that are based somehow on the structure of natural brains. It has been shown during the past years that such type of machines are able to do human kind of tasks (associative memories, pattern recognition, feature extraction, ...) much more efficiently than conventional algorithms running on conventional computers.
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A. Hamilton, A. F. Murray, D. J. Baxter, S. Churcher, H. M. Reekie, and L. Tarassenko, “Integrated Pulse Stream Neural Networks: Results, Issues, and Pointers”IEEE Trans. Neural Networksvol. 3, May, pp. 385–393, 1992.
A. F. Murray, D. Del Corso and L. Tarassenko, “Pulse-Stream VLSI Neural Networks Mixing Analog and Digital Techniques”IEEE Trans. Neural Networksvol. 2, March, pp. 193–204, 1991.
G. Moon, M. E. Zaghloul, and R. W. Newcomb, “VLSI Implementation of Synaptic Weighting and Summing in Pulse Coded Neural-Type Cells”IEEE Trans. Neural Networksvol. 3, May, pp. 394–403, 1992.
M. R. DeYong, R. L. Findley, and C. Fields, “The Design, Fabrication, and Test of a New VLSI Hybrid Analog-Digital Neural Processing Element”IEEE Trans. Neural Networksvol. 3, May, pp. 363–374, 1992.
J.E. Tomberg and K. K. K. Kaski, “Pulse-Density Modulation Technique in VLSI Implementations of Neural Network Algorithms”IEEE J. Solid-State Circuitsvol. 25, No. 5, pp. 1277–1286, October, 1990.
N. El-Leithy and R. W. Newcomb, “Hysteresis in Neural-Type Circuits”Proc. IEEE Int. Symp. Circuits and Systems (ISCAS88)Helsinki, pp. 993–996, 1988.
D. Watola, D. Gembala, and J. Meador, “Competitive Learning in Asynchronous Pulse Density Integrated Circuits”Proc. IEEE Int. Symp. Circuits and Systems (ISCAS92)San Diego, pp. 2216–2219, 1992.
J. Lazzaro, “Low-Power Silicon Spiking Neurons and Axons”Proc. IEEE Int. Symp. Circuits and Systems (ISCAS92)San Diego, pp. 2220–2223, 1992.
J. G. Elias, H. H. Chu, and S. M. Meshreki, “A Neuromorphic Impulsive Circuit for Processing Dynamic Signals”Proc. IEEE Int. Symp. Circuits and Systems (ISCAS92)San Diego, pp. 2208–2211, 1992.
B. Linares-Barranco, E. Sánchez-Sinencio, A. Rodríguez-Vázquez and J. L. Huertas, “A CMOS Implementation of FitzHugh-Nagumo Neuron Model”IEEE J. Solid-State Circuitsvol. 26, No. 7, July, pp. 956–965, 1991.
B. Linares-Barranco, “Analog Neural Network VLSI Implementations”, PhD Dissertation, Texas A&M University, College-Station, Texas, December 1991.
F. L. StraudPhysiology. A Regulatory System ApproachNew York, MacMillan, 1978.
G. M. ShepherdNeurobiologyNew York, Oxford University Press, 1988.
A. L. Hodgkin and A. F. Huxley, “A Qualitative Description of Membrane Current and its Application to Conduction and Excitation in Nerves”Journal of Physiologyvol. 177, pp. 500–544, 1952.
J. P. Keener, “Analog Circuitry for the Van der Pol and FitzHughNagumo Equations”IEEE Trans. Systems, Man and Cyberneticsvol. 13, No. 5, Sept/Oct, pp. 1010–1014, 1983.
R. FitzHugh, “Impulses and Physiological States in Theoretical Models of Nerve Membrane”Biophysical Journalvol. 1, pp. 445–466, 1961.
J. Nagumo, S.Arimoto and S. Yoshizawa, “An Active Pulse Transmission Line Simulating Nerve Axon”Proc. IREvol. 50, pp. 2061–2070, 1964.
E. Sánchez-Sinencio, J. Ramírez-Angulo, B. Linares-Barranco and A. Rodríguez-Vázquez, “Operational Transconductance Amplifier Based Nonlinear Function Syntheses”IEEE J. Solid-State Circuitsvol. 24, No. 6, December, pp. 1576–1586, 1989.
Leon O. Chua, Charles A. Desoer and Ernest S. KuhLinear and Nonlinear CircuitsNew York, McGraw-Hill, 1987.
A. P. Nedungadi and R. L. Geiger, “High-Frequency Voltage-Controlled Continuous-Time Lowpass Filter Using Linearized CMOS Integrators”Electronics Lettersvol. 22, June, pp. 729–731, 1986.
B. Linares-Barranco, E. Sánchez-Sinencio, A. Rodríguez-Vázquez and J. L. Huertas, “A Programmable Neural Oscillator Cell”IEEE Trans. Circuits and Systemsvol. 36, No. 5, May, pp. 756–761, 1989.
B. Linares-Barranco, E. Sánchez-Sinencio, R. W. Newcomb, A. Rodríguez-Vázquez and J. L. Huertas, “A Novel CMOS Analog Neural Oscillator Cell”Proc. IEEE Int. Symp. Circuits and Systems (ISCAS89)Portland, pp. 794–797, 1989.
D. W. Tank and J. J. Hopfield, “Simple ‘Neural’ Optimization Networks: An A/D Converter, Signal Decision Circuit, and a Linear Programming Circuit”IEEE Trans. Circuits and Systemsvol. 33, No. 5, May, 1986.
B. Kosko, “Adaptive Bidirectional Associative Memories”Applied Opticsvol. 26, No. 23, pp. 4947–4960, 1 December, 1987.
B. Linares-Barranco, E. Sánchez-Sinencio, A. Rodríguez-Vázquez, and J. L. Huertas, “A Modular T-Mode Design Approach for Analog Neural Network Hardware Implementations”IEEE J. Solid-State Circuitsvol. 27, No. 5, May, pp. 701–713, 1992.
B. Linares-Barranco, E. Sánchez-Sinencio, A. Rodríguez-Vázquez, and J. L. Huertas, “A CMOS Analog Adaptive BAM with On-Chip Learning and Weight Refreshing”IEEE Trans. Neural Networksvol. 4, March 1993.
P. Erdi, T. Grobler, and G. Barna, “Oscillation and Chaos in a Model of the Olfactory Bulb”Proceedings of the 2nd International Conference on Fuzzy Logic and Neural Networkslizuka, Japan, pp. 917–920, July 1992.
Z. Li and J. J. Hopfield, “Modeling the Olfactory Bulb and its Neural Oscillatory Processing”Biological Cybernetics61, pp. 379–392, 1989.
W. J. Freeman, “Imaging and Interpreting the Geometries of Chaotic Attractors of Brain Systems in Perceptual Information Processing”Proceedings of the International Conference on Fuzzy Logic and Neural Networkslizuka, Japan, pp. 587–590, 1990.
D. L. Birx and S. J. Pipenberg, “Chaotic Oscillators and Complex Mapping Feed Forward Networks (CMFFNS) for Signal Detection in Noisy Environments”Proceedings of the 1992 International Joint Conference on Neural NetworksBaltimore, vol. II, pp. 881–888, June 1992.
J. Tani, “Diversity and Regularity in Chaotic Wandering of Robot”Proceedings of the 2nd International Conference on Fuzzy Logic and Neural NetworksIizuka, Japan, pp. 955–960, July 1992.
L. O. Chua, M. Komuro, and T. Matsumoto, “The Double Scroll Family”IEEE Trans. on Circuits and System svol. CAS-33, pp. 1072–1118, Nov. 1986.
T. Matsumoto, L. O. Chua, and M. Komuro, “The Double Scroll”IEEE Trans. on Circuits and Systemsvol. CAS-32, pp. 798–818, August 1985.
M. Delgado-Restituto and A. Rodríguez-Vázquez, “A CMOS VLSI Implementation of Chua’s Circuit”Journal of Circuits Systems and Computers(Special Issue on Chua’s Circuit), 1993.
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Linares-Barranco, B., Sánchez-Sinencio, E., Rodríguez-Vázquez, A., Huertas, J.L. (1994). CMOS Analog Neural Network Systems Based on Oscillatory Neurons. In: Zaghloul, M.E., Meador, J.L., Newcomb, R.W. (eds) Silicon Implementation of Pulse Coded Neural Networks. The Springer International Series in Engineering and Computer Science, vol 266. Springer, Boston, MA. https://doi.org/10.1007/978-1-4615-2680-3_10
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