@inproceedings{a7fa10a566f34c9c9cdfac846f5d3264,
title = "Evaluation of Single Event Effects in SRAM and RRAM Based Neuromorphic Computing System for Inference",
abstract = "In this work, single event effects (SEEs) are analyzed in SRAM- and RRAM-based neuromorphic computing systems. SPICE simulation is employed to model single event upset (SEU) at the array level. Then SEU effects are mapped to the weight pattern change of a multi-layer perceptron (MLP), a representative artificial neural network for MNIST handwritten digit recognition. Simulations show that the RRAM-based MLP has less susceptibility to SEEs compared with the SRAM architecture. Improvements to the SRAM-based MLP reliability may be achieved by lowering bit-width and enlarging network size.",
keywords = "Multi-layer perceptron, Neuromorphic computing, RRAM, Single event upset, SRAM",
author = "Zhilu Ye and Rui Liu and Hugh Barnaby and Shimeng Yu",
year = "2019",
month = may,
day = "22",
doi = "10.1109/IRPS.2019.8720490",
language = "English (US)",
series = "IEEE International Reliability Physics Symposium Proceedings",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
booktitle = "2019 IEEE International Reliability Physics Symposium, IRPS 2019",
note = "2019 IEEE International Reliability Physics Symposium, IRPS 2019 ; Conference date: 31-03-2019 Through 04-04-2019",
}