journal article·2023-08

Flexible, Transparent, and Wafer‐Scale Artificial Synapse Array Based on TiOx/Ti3C2Tx Film for Neuromorphic Computing

Junhua Huang, Shaodian Yang, Xin Tang, Leilei Yang, Wenjun Chen, Zibo Chen, Xinming Li, Zhiping Zeng, Zikang Tang, Xuchun Gui

Advanced Materials· Volume 35· Issue 33
Publisher page

Abstract

Abstract A high‐density neuromorphic computing memristor array based on 2D materials paves the way for next‐generation information‐processing components and in‐memory computing systems. However, the traditional 2D‐materials‐based memristor devices suffer from poor flexibility and opacity, which hinders the application of memristors in flexible electronics. Here, a flexible artificial synapse array based on TiOx/Ti3C2Tx film is fabricated by a convenient and energy‐efficient solution‐processing technique, which realizes high transmittance (≈90%) and oxidation resistance (>30 days). The TiOx/Ti3C2Tx memristor shows low device‐to‐device variability, long memory retention and endurance, a high ON/OFF ratio, and fundamental synaptic behavior. Furthermore, satisfactory flexibility (R = 1.0 mm) and mechanical endurance (104 bending cycles) of the TiOx/Ti3C2Tx memristor are achieved, which is superior to other film memristors prepared by chemical vapor deposition. In addition, high‐precision (>96.44%) MNIST handwritten digits recognition classification simulation indicates that the TiOx/Ti3C2Tx artificial synapse array holds promise for future neuromorphic computing applications, and provides excellent high‐density neuron circuits for new flexible intelligent electronic equipment.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Advanced Memory and Neural Computing · Ferroelectric and Negative Capacitance Devices · MXene and MAX Phase Materials

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

State Key Laboratory of Optoelectronic Materials and Technologies School of Electronics and Information Technology Sun Yat‐sen University Guangzhou 510275 China

Department of Physics Guangxi Minzu University Nanning 530006 China

School of Electronic Information Engineering Foshan University Foshan 528000 P. R. China

Guangdong Provincial Key Laboratory of Nanophotonic Functional Materials and Devices School of Information and Optoelectronic Science and Engineering South China Normal University Guangzhou 510006 China

School of Materials Science and Engineering Sun Yat‐sen University Guangzhou 510275 China

Institute of Applied Physics and Materials Engineering University of Macau Avenida da Universidade Taipa Macau 999078 China

Funding

National Natural Science Foundation of China

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