Title :
Integrated pulse stream neural networks: results, issues, and pointers
Author :
Hamilton, Alister ; Murray, Alan F. ; Baxter, Donald J. ; Churcher, Stephen ; Reekie, H. Martin ; Tarassenko, Lionel
Author_Institution :
Dept. of Electr. Eng., Edinburgh Univ., UK
fDate :
5/1/1992 12:00:00 AM
Abstract :
Results from working analog VLSI implementations of two different pulse stream neural network forms are reported. The circuits are rendered relatively invariant to processing variations, and the problem of cascadability of synapses to form large systems is addressed. A strategy for interchip communication of large numbers of neural states has been implemented in silicon and results are presented. The circuits demonstrated confront many of the issues that blight massively parallel analog systems, and offer solutions
Keywords :
VLSI; analogue circuits; neural nets; analog VLSI implementations; cascadability; interchip communication; neural states; pulse stream neural network forms; synapses; Amplitude modulation; Analog circuits; Modulation coding; Neural networks; Pulse width modulation; Signal processing; Silicon; Space vector pulse width modulation; Vehicles; Very large scale integration;
Journal_Title :
Neural Networks, IEEE Transactions on