Improved Conductance Linearity and Conductance Ratio of 1T2R Synapse Device for Neuromorphic Systems
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Electron Device Letters"
DOI: 10.1109/led.2017.2721638
Abstract: We report on a 1-transisor/2-resistor (1T2R) synapse device with improved conductance linearity and conductance ratio under an identical pulse condition for hardware neural networks with high pattern-recognition accuracy. Utilizing an additional series-connected resistor, the conductance… read more here.
Keywords: synapse device; conductance linearity; conductance; conductance ratio ... See more keywords
WOx-Based Synapse Device With Excellent Conductance Uniformity for Hardware Neural Networks
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Nanotechnology"
DOI: 10.1109/tnano.2020.3010070
Abstract: Hardware neural networks (HNNs) which use synapse device (SD) arrays show promise as an approach to energy efficient parallel computation of massive vector-matrix multiplication. To maximize the inference accuracy of application-specific HNNs, we propose a… read more here.
Keywords: wox based; hardware; neural networks; hardware neural ... See more keywords