Abstract
Three experimental CMOS VLSI circuits implementing connectionist neural network models are discussed in this paper. These chips contain networks of highly interconnected simple processing elements that execute a task distributed over the whole network. A combination of analog and digital computation allows us to build compact circuits so that large networks can be packed on a single chip. Such networks are well-suited for pattern matching and classification tasks, operations that are hard to solve efficiently on a serial architecture.
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M.A. Sivilotti, M.R. Emerling, and C.A. Mead, VLSI Architectures for Implementation of Neural Networks Proc. Conf. Neural Networks for Computing, Snowbird, Utah, 1986, J.S. Denker ed., p.408, AIP Proc. 151.
H.P. Graf and P. deVegvar, A CMOS Implementation of a Neural Network Model, in Advanced Research in VLSI, Proc. Stanford Conf. 1987, P.Losleben ed., MIT Press, p. 351.
J.P. Sage, K. Thompson, and R.S. Withers, An Artificial Neural Network Integrated Circuit Based on MNOS/CCD Principles Proc. Conf. Neural Networks for Computing, Snowbird, Utah, 1986, J.S. Denker (ed.), p. 381, AIP Proc. 151.
J. Raffel, J. Mann, R. Berger, A. Soares, S. Gilbert, A Generic Architecture for Wafer-Scale Neuromorphic Systems, Proc. IEEE Int. Conf. Neural Networks, San Diego, 1987, p. III-501, M. Caudill and C. Butler (eds.), IEEE 87TH0191–7.
A. P. Thakoor, A. Moopen, J. Lambe and S. K. Khanna, Electronic Hardware Implementations of Neural Networks, Applied Optics, 26, p. 5085 (1987).
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 Systems, CAS-33, p. 533 (1986).
For an up-to-date picture of the status of neural network modeling see e.g.: Proc. IEEE Conf. Neural Information Processing Systems - Natural and Synthetic in Denver, Colorado,1987, D.Anderson (ed. ), American Institute of Physics (publisher ), (1988).
D.E. Rumelhart, J.L. McClelland, and the PDP Research Group, Parallel Distributed Processing, MIT Press, (1986).
T. Kohonen, Self-Organization and Associative Memory, Springer Verlag, New York, (1984).
G. Carpenter and S. Grossberg, ART 2: Self-Organization of Stable Category Recognition Code for Analog Input Patterns, Applied Optics, 26, p. 4919, (1987).
R.P Lippmann, An Introduction to Computing with Neural Nets, IEEE ASSP Magazine, 4/2 p. 4, (1987).
J.S. Denker, D. Schwartz, B. Wittner, S. Solla, R. Howard, L.Jackel and J. Hopfield, Large Automatic Learning, Rule Extraction, and Generalization, Complex Systems, 1, p. 877, (1987).
L.D. Jackel, R.E. Howard, H.P. Graf, B. Straughn, and J.S. Denker, Artificial Neural Networks for Computing, J. Vac. Sci. Tech., B4, p. 61 (1986).
H.P. Graf, L.D. Jackel, R.E. Howard, B. Straughn, J.S. Denker, W. Hubbard, D.M. Tennant, and D. Schwartz, VLSI Implementation of a Neural Network Memory with Several Hundred Neurons,Proc. Conf. Neural Networks for Computing, 1986, J.S. Denker (ed.), p.182, AIP Proc 151.
H.P. Graf, L.D. Jackel, and W. Hubbard, VLSI Implementation of a Neural Network Model, IEEE COMPUTER, March 1988.
M.J.M. Pelgrom, H.E.J. Wulms, P. Van Der Stokker, and R.A. Bergamaschi, FEBRIS: A Chip for Pattern Recognition, IEEE J. Solid-State Circuits, SC-22, p. 423, (1987).
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© 1988 Plenum Press, New York
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Graf, H.P., Jackel, L.D. (1988). VLSI Implementations of Neural Network Models. In: Tewksbury, S.K., Dickinson, B.W., Schwartz, S.C. (eds) Concurrent Computations. Springer, Boston, MA. https://doi.org/10.1007/978-1-4684-5511-3_3
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DOI: https://doi.org/10.1007/978-1-4684-5511-3_3
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