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Hybridization state transition-driven carbon quantum dot (CQD)-based resistive switches for bionic synapses


Citation

Yu, Tianqi and Fang, Yong and Chen, Xinyue and Liu, Min and Shafie, Suhaidi and Mohtar, Mohd Nazim (2023) Hybridization state transition-driven carbon quantum dot (CQD)-based resistive switches for bionic synapses. Materials Horizons, 10 (6). pp. 2181-2190. ISSN 2051-6347; ESSN: 2051-6355

Abstract

As an emerging carbon-based material, carbon quantum dots (CQDs) have shown unstoppable prospects in the field of bionic electronics with their outstanding optoelectronic properties and unique biocompatible characteristics. In this study, a novel CQD-based memristor is proposed for neuromorphic computing. Unlike the models that rely on the formation and rupturing of conductive filaments, it is speculated that the resistance switching mechanism of CQD-based memristors is due to the conductive path caused by the hybridization state transition of the sp2 carbon domain and sp3 carbon domain induced by the reversible electric field. This avoids the drawback of uncontrollable nucleation sites leading to the random formation of conductive filaments in resistive switching. Importantly, it illustrates that the coefficient of variation (CV) of the threshold voltage can be as low as −1.551% and 0.083%, which confirms the remarkable uniform switching characteristics. Interestingly, the Pavlov's dog reflection as an important biological behavior can be demonstrated by the samples. Finally, the accuracy recognition rate of MNIST handwriting can reach up to 96.7%, which is very close to the ideal number (97.8%). A carbon-based memristor based on a new mechanism presented provides new possibilities for the improvement of brain-like computing.


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Additional Metadata

Item Type: Article
Divisions: Institut Nanosains dan Nanoteknologi
DOI Number: https://doi.org/10.1039/d3mh00117b
Publisher: Royal Society of Chemistry (RSC)
Keywords: Cqd; Optoelectronics; Resistive switch; Affordable and clean energy
Depositing User: Ms. Zaimah Saiful Yazan
Date Deposited: 13 Jun 2024 03:02
Last Modified: 13 Jun 2024 03:02
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1039/d3mh00117b
URI: http://psasir.upm.edu.my/id/eprint/108219
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