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Memristor with Ag‐Cluster‐Doped TiO<sub>2</sub> Films as Artificial Synapse for Neuroinspired Computing

Xiaobing YanKey Laboratory of Optoelectronic Information Materials of Hebei Province Key Laboratory of Digital Medical Engineering of Hebei Province College of Electron and Information Engineering Hebei University Baoding 071002 P. R. ChinaJianhui ZhaoKey Laboratory of Optoelectronic Information Materials of Hebei Province Key Laboratory of Digital Medical Engineering of Hebei Province College of Electron and Information Engineering Hebei University Baoding 071002 P. R. ChinaSen LiuKey Laboratory of Microelectronic Devices and Integrated Technology Institute of Microelectronics Chinese Academy of Sciences Beijing 100029 P. R. ChinaZhenyu ZhouKey Laboratory of Optoelectronic Information Materials of Hebei Province Key Laboratory of Digital Medical Engineering of Hebei Province College of Electron and Information Engineering Hebei University Baoding 071002 P. R. ChinaQi LiuKey Laboratory of Microelectronic Devices and Integrated Technology Institute of Microelectronics Chinese Academy of Sciences Beijing 100029 P. R. ChinaJingsheng ChenDepartment of Materials Science and Engineering National University of Singapore 9 Engineering Drive 1 Singapore 117575 SingaporeXiangyang LiuDepartment of Physics National University of Singapore 2 Science Drive 3 Singapore 117542 Singapore
2017en
ABI

Аннотация

Abstract Memristor, based on the principle of biological synapse, is recognized as one of the key devices in confronting the bottleneck of classical von Neumann computers. However, conventional memristors are difficult to continuously adjust the conduction and dutifully mimic the biosynapse function. Here, TiO 2 films with self‐assembled Ag nanoclusters implemented by gradient Ag dopant are employed to achieve enhanced memristor performance. The memristors exhibit gradual both potentiating and depressing conduction under positive and negative pulse trains, which can fully emulate excitation and inhibition of biosynapse. Moreover, comprehensive biosynaptic functions and plasticity, including the transition from short‐term memory to long‐term memory, long‐term potentiation and depression, spike‐timing‐dependent plasticity, and paired‐pulse facilitation, are implemented with the fabricated memristors in this work. The applied pulses with a width of hundreds of nanoseconds timescale are beneficial to realize fast learning and computing. High‐resolution transmission electron microscopy observations clearly demonstrate that Ag clusters redistribute to form Ag conductive filaments between Ag and Pt electrode under electrical field at ON‐state device. The experimental data confirm that the oxides doped with Ag clusters have the potential for mimicking biosynaptic behavior, which is essential for the further creation of artificial neural systems.

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