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A Digital-Analog Bimodal Memristor Based on CsPbBr 3 for Tactile Sensory Neuromorphic Computing.

Authors :
Chen D
Zhi X
Xia Y
Li S
Xi B
Zhao C
Wang X
Source :
Small (Weinheim an der Bergstrasse, Germany) [Small] 2023 Sep; Vol. 19 (36), pp. e2301196. Date of Electronic Publication: 2023 Apr 17.
Publication Year :
2023

Abstract

Memristor with digital and analog bipolar bimodal resistive switching offers a promising opportunity for the information-processing component. However, it still remains a huge challenge that the memristor enables bimodal digital and analog types and fabrication of artificial sensory neural network system. Here, a proposed CsPbBr <subscript>3</subscript> -based memristor demonstrates a high ON/OFF ratio (>10 <superscript>3</superscript> ), long retention (>10 <superscript>4</superscript> s), stable endurance (100 cycles), and multilevel resistance memory, which acts as an artificial synapse to realize fundamental biological synaptic functions and neuromorphic computing based on controllable resistance modulation. Moreover, a 5 × 5 spinosum-structured piezoresistive sensor array (sensitivity of 22.4 kPa <superscript>-1</superscript> , durability of 1.5 × 10 <superscript>4</superscript> cycles, and fast response time of 2.43 ms) is constructed as a tactile sensory receptor to transform mechanical stimuli into electrical signals, which can be further processed by the CsPbBr <subscript>3</subscript> -based memristor with synaptic plasticity. More importantly, this artificial sensory neural network system combined the artificial synapse with 5 × 5 tactile sensing array based on piezoresistive sensors can recognize the handwritten patterns of different letters with high accuracy of 94.44% under assistance of supervised learning. Consequently, the digital-analog bimodal memristor would demonstrate potential application in human-machine interaction, prosthetics, and artificial intelligence.<br /> (© 2023 Wiley-VCH GmbH.)

Details

Language :
English
ISSN :
1613-6829
Volume :
19
Issue :
36
Database :
MEDLINE
Journal :
Small (Weinheim an der Bergstrasse, Germany)
Publication Type :
Academic Journal
Accession number :
37066710
Full Text :
https://doi.org/10.1002/smll.202301196