Title :
Neural Synaptic Weighting With a Pulse-Based Memristor Circuit
Author :
Kim, Hyongsuk ; Sah, Maheshwar Pd ; Yang, Changju ; Roska, Tamás ; Chua, Leon O.
Author_Institution :
Div. of Electron. & Inf. Eng., Chonbuk Nat. Univ., Jeonju, South Korea
Abstract :
A pulse-based programmable memristor circuit for implementing synaptic weights for artificial neural networks is proposed. In the memristor weighting circuit, both positive and negative multiplications are performed via a charge-dependent Ohm´s law (). The circuit is composed of five memristors with bridge-like connections and operates like an artificial synapse with pulse-based processing and adjustability. The sign switching pulses, weight setting pulses and synaptic processing pulses are applied through a shared input terminal. Simulations are done with both linear memristor and window-based nonlinear memristor models.
Keywords :
memristors; neural chips; artificial neural networks; artificial synapse; bridge-like connections; charge-dependent Ohm´s law; neural synaptic weighting; pulse-based processing; pulse-based programmable memristor circuit; sign switching pulses; synaptic processing pulses; synaptic weights; weight setting pulses; window-based nonlinear memristor model; Integrated circuit modeling; Mathematical model; Memristors; Noise; Resistance; Switches; Transistors; Adjustability; memristor; programmable synapse; pulse-based processing; synaptic weight;
Journal_Title :
Circuits and Systems I: Regular Papers, IEEE Transactions on
DOI :
10.1109/TCSI.2011.2161360