Title :
A four-quadrant floating-gate synapse
Author :
Hasler, Paul ; Diorio, Chris ; Minch, Bradley A.
Author_Institution :
Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
We present a new type of pFET synapse; by degenerating the source, the oxide currents provide stabilizing feedback to the floating gate and to the drain. We present experimental measurements from a floating-gate synapse that simultaneously computes four-quadrant products of its input and weight values, and computes a four-quadrant correlation, typical of Hebbian and backpropagation learning rules, between the input and drain voltages. Our four-quadrant synapse is built from two source-degenerated pFET synapses; by adding weak exponential feedback to the source of a floating-gate pFET synapse, we obtain a floating-gate synapse with unique dynamical properties. This four-quadrant synapse can become the fundamental building block of many continuous-time neural-network learning algorithms
Keywords :
Hebbian learning; MOS analogue integrated circuits; analogue processing circuits; backpropagation; continuous time systems; feedback; neural chips; Hebbian learning rules; backpropagation learning rules; continuous-time neural-network learning algorithms; dynamical properties; four-quadrant correlation; four-quadrant floating-gate synapse; four-quadrant products; pFET synapse arrays; source-degenerated pFET synapses; stabilizing feedback; weak exponential feedback; weight values; Adaptive arrays; Backpropagation; Biological system modeling; Circuits; Neural networks; Neurofeedback; Neurons; Nonvolatile memory; Subthreshold current; Voltage;
Conference_Titel :
Circuits and Systems, 1998. ISCAS '98. Proceedings of the 1998 IEEE International Symposium on
Conference_Location :
Monterey, CA
Print_ISBN :
0-7803-4455-3
DOI :
10.1109/ISCAS.1998.703886