@inproceedings{8f1e17d0f9b949cb835f3f96b822bbd1,
title = "Tunable Non-Volatile Analog Resistive Memory and Its Application in AI",
abstract = "This paper presents a novel analog resistive random-access memory (RRAM), named NeuroMem, which consists of Au/GO/Au. The device's resistance can be tuned to any value within its ROFF to RON range with high precision. The analog characteristic of NeuroMem mimics the memorization behavior of the brain, which makes it great asset for artificial neural network applications. In this work, NeuroMem-based crossbars are fabricated to hold the synaptic weights needed to perform Iris classification. The weight values are mapped to conductance states within NeuroMem ROFF to RON range, and then written accurately on the actual devices. Unlike other RRAM-based hardware with limited conductance states, in this work no quantization is needed which enables efficient inmemory-computing without scarifying accuracy. Furthermore, Neuromem device has been demonstrated in crossbars on flexible polymer substrate using standard photolithography process, which facilitates producing low cost flexible electronics. This work opens up great insights towards realizing RRAM-based computing at the edge.",
keywords = "analog, classification, graphene oxide, neural network, RRAM",
author = "Heba Abunahla and Yasmin Halawani and Baker Mohammad and Anas Alazzam",
note = "Funding Information: ACKNOWLEDGMENT This publication is based upon work supported by the Khalifa University of Science and Technology under Awards No. [RC2-2018-020] and [CIRA-2019-026]. Publisher Copyright: {\textcopyright} 2020 IEEE.; 63rd IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2020 ; Conference date: 09-08-2020 Through 12-08-2020",
year = "2020",
month = aug,
doi = "10.1109/MWSCAS48704.2020.9184484",
language = "British English",
series = "Midwest Symposium on Circuits and Systems",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "464--467",
booktitle = "2020 IEEE 63rd International Midwest Symposium on Circuits and Systems, MWSCAS 2020 - Proceedings",
address = "United States",
}