Title :
Can spike timing dependent plasticity compensate for process mismatch in neuromorphic analogue VLSI?
Author :
Cameron, Katherine ; Murray, Alan
Author_Institution :
Sch. of Eng. & Electron., Edinburgh Univ., UK
Abstract :
Analogue VLSI can be used to implement spike timing dependent neuromorphic training algorithms. This work presents a circuitry that uses spike timing to "adapt out" the effects of device mismatch in such circuits. Simulation results for the circuit implemented in 0.35 μm CMOS process are reported.
Keywords :
Monte Carlo methods; VLSI; analogue integrated circuits; neural chips; neurophysiology; plasticity; timing circuits; 0.35 micron; CMOS process; device mismatch; neuromorphic analogue VLSI; process mismatch; spike timing dependent neuromorphic training; spike timing dependent plasticity; CMOS process; Circuit simulation; Delay; Fabrication; Fires; Geometry; Neuromorphics; Neurons; Timing; Very large scale integration;
Conference_Titel :
Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
Print_ISBN :
0-7803-8251-X
DOI :
10.1109/ISCAS.2004.1329916
