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Gate Tuning of Synaptic Functions Based on Oxygen Vacancy Distribution Control in Four-Terminal TiO2−x Memristive Devices

机译:基于氧空位分布控制的四端子TiO2-x忆阻器件的突触功能门调整

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摘要

Recent developments in artificial intelligence technology has facilitated advances in neuromorphic computing. Electrical elements mimicking the role of synapses are crucial building blocks for neuromorphic computers. Although various types of two-terminal memristive devices have emerged in the mainstream of synaptic devices, a hetero-synaptic artificial synapse, i.e., one with modulatable plasticity induced by multiple connections of synapses, is intriguing. Here, a synaptic device with tunable synapse plasticity is presented that is based on a simple four-terminal rutile TiO2−x single-crystal memristor. In this device, the oxygen vacancy distribution in TiO2−x and the associated bulk carrier conduction can be used to control the resistance of the device. There are two diagonally arranged pairs of electrodes with distinct functions: one for the read/write operation, the other for the gating operation. This arrangement enables precise control of the oxygen vacancy distribution. Microscopic analysis of the Ti valence states in the device reveals the origin of resistance switching phenomena to be an electrically driven redistribution of oxygen vacancies with no changes in crystal structure. Tuning protocols for the write and the gate voltage applications enable high precision control of resistance, or synaptic plasticity, paving the way for the manipulation of learning efficiency through neuromorphic devices.
机译:人工智能技术的最新发展促进了神经形态计算的发展。模仿突触作用的电子元件是神经形态计算机的重要组成部分。尽管在突触装置的主流中出现了各种类型的两末端忆阻装置,但是一种异突触人工突触,即一种具有由突触的多个连接诱导的可调节可塑性的突触,是令人着迷的。在这里,提出了一种具有可调突触可塑性的突触装置,该装置基于简单的四端金红石型TiO2-x单晶忆阻器。在该器件中,TiO2-x中的氧空位分布和相关的体载流子传导可用于控制器件的电阻。有两对对角排列的电极对,它们具有不同的功能:一个用于读/写操作,另一对用于选通操作。这种布置能够精确控制氧空位分布。器件中Ti价态的微观分析表明,电阻转换现象的起因是电驱动的氧空位的重新分布,而晶体结构没有变化。用于写和栅极电压应用的调整协议可实现对电阻或突触可塑性的高精度控制,从而为通过神经形态设备操纵学习效率铺平了道路。

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