Title :
Toward an analog VLSI implementation of adaptive resonance theory (ART2)
Author :
Ganapathy, Senthil Kumar ; Titus, Albert H.
Author_Institution :
Dept. of Electr. Eng., Buffalo Univ., NY, USA
Abstract :
We describe the architecture for an analog VLSI implementation of the ART2 network. This design uses primary analog circuitry, with some digital clocking for controlling switches for storage and timing. The system operates in current-mode, which simplifies much of the circuitry. The network is broken into four major blocks and we describe the circuitry that can implement these blocks. This represents an important first step toward an analog hardware implementation of ART2.
Keywords :
ART neural nets; VLSI; analogue integrated circuits; current-mode circuits; adaptive resonance theory; analog VLSI implementation; digital clocking; primary analog circuitry; switch control; Artificial neural networks; Circuits; Clocks; Digital control; Equations; Neural network hardware; Pattern recognition; Resonance; Very large scale integration; Voltage;
Conference_Titel :
Neural Networks, 2003. Proceedings of the International Joint Conference on
Print_ISBN :
0-7803-7898-9
DOI :
10.1109/IJCNN.2003.1223816