Title :
Pulse-stream circuits for on-chip learning in analogue VLSI neural networks
Author :
Woodburn, Robin ; Reekie, H. Martin ; Murray, Alan F.
Author_Institution :
Dept. of Electr. Eng., Edinburgh Univ., UK
fDate :
30 May-2 Jun 1994
Abstract :
We explain the advantages of the Virtual-Targets algorithm for learning in a VLSI Multilayer Perceptron, outline the design issues, and describe fabricated circuits that implement the main algorithmic functions. The test-chip described is a precursor to a larger device incorporating full on-chip learning
Keywords :
VLSI; analogue processing circuits; learning (artificial intelligence); multilayer perceptrons; neural chips; pulse circuits; algorithmic functions; analogue VLSI neural networks; multilayer perceptron; on-chip learning; pulse-stream circuits; virtual-targets algorithm; Algorithm design and analysis; Buildings; Intelligent networks; Intelligent robots; Multi-layer neural network; Network-on-a-chip; Neural networks; Neurons; Pulse circuits; Very large scale integration;
Conference_Titel :
Circuits and Systems, 1994. ISCAS '94., 1994 IEEE International Symposium on
Conference_Location :
London
Print_ISBN :
0-7803-1915-X
DOI :
10.1109/ISCAS.1994.409208
