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用于高温神经形态应用的单层 MoS 突触晶体管。

Monolayer MoS Synaptic Transistors for High-Temperature Neuromorphic Applications.

机构信息

State Key Laboratory of New Ceramics and Fine Processing, School of Materials Science and Engineering, Tsinghua University, Beijing 100084, People's Republic of China.

Department of Physics and Tsinghua-Foxconn Nanotechnology Research Center, Tsinghua University, Beijing 100084, People's Republic of China.

出版信息

Nano Lett. 2021 Dec 22;21(24):10400-10408. doi: 10.1021/acs.nanolett.1c03684. Epub 2021 Dec 6.

Abstract

As essential units in an artificial neural network (ANN), artificial synapses have to adapt to various environments. In particular, the development of synaptic transistors that can work above 125 °C is desirable. However, it is challenging due to the failure of materials or mechanisms at high temperatures. Here, we report a synaptic transistor working at hundreds of degrees Celsius. It employs monolayer MoS as the channel and Na-diffused SiO as the ionic gate medium. A large on/off ratio of 10 can be achieved at 350 °C, 5 orders of magnitude higher than that of a normal MoS transistor in the same range of gate voltage. The short-term plasticity has a synaptic transistor function as an excellent low-pass dynamic filter. Long-term potentiation/depression and spike-timing-dependent plasticity are demonstrated at 150 °C. An ANN can be simulated, with the recognition accuracy reaching 90%. Our work provides promising strategies for high-temperature neuromorphic applications.

摘要

作为人工神经网络(ANN)的基本单元,人工突触必须适应各种环境。特别是,开发能够在 125°C 以上工作的突触晶体管是理想的。然而,由于高温下材料或机制的失效,这是具有挑战性的。在这里,我们报告了一种工作在数百摄氏度的突触晶体管。它采用单层 MoS 作为沟道,Na 扩散的 SiO 作为离子栅介质。在 350°C 时可以实现 10 的大导通/截止比,比相同栅压范围内的普通 MoS 晶体管高 5 个数量级。短期可塑性具有突触晶体管功能,作为一种出色的低通动态滤波器。在 150°C 时证明了长时程增强/抑制和尖峰时间依赖可塑性。可以模拟人工神经网络,识别准确率达到 90%。我们的工作为高温神经形态应用提供了有前景的策略。

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