Time-Dependent Operations in Molecular Gap Atomic Switches

被引:10
|
作者
Suzuki, Ayana [1 ]
Tsuruoka, Tohru [2 ]
Hasegawa, Tsuyoshi [1 ]
机构
[1] Waseda Univ, Sch Adv Sci & Engn, Shinjuku Ku, 3-4-1 Okubo, Tokyo 1698555, Japan
[2] Natl Inst Mat Sci, WPI Ctr Mat Nanoarchitecton MANA, 1-1 Namiki, Tsukuba, Ibaraki 3050044, Japan
来源
PHYSICA STATUS SOLIDI B-BASIC SOLID STATE PHYSICS | 2019年 / 256卷 / 08期
关键词
electrochemical potential; long-term potentiation; neuromorphic operation; short-term plasticity; synapses; QUANTIZED CONDUCTANCE; SYNAPSE; POTENTIATION; DEVICE; MEMORY;
D O I
10.1002/pssb.201900068
中图分类号
O469 [凝聚态物理学];
学科分类号
070205 ;
摘要
Learning by human beings is achieved by changing the synaptic weights of a neural network in the brain. Low frequency stimulation temporarily increases a synaptic weight, which then decreases to the initial low state in the interval after each stimulation. Conversely, high frequency stimulation keeps a synaptic weight at an elevated level, even after the stimulation ends. These phenomena are termed short-term plasticity (STP) and long-term potentiation (LTP), respectively. These functions have been emulated by various nonvolatile devices, with the aim of developing hardware-based artificial intelligent (AI) systems. In order to use the functions in actual AI systems with other conventional devices, control of the operating characteristics, such as matching a decay constant in STP, is indispensable. This paper reports an electrochemical method for controlling the characteristics of time-dependent neuromorphic operations of molecular gap atomic switches. Pre-doping of Ag+ cations into an ionic transfer layer (Ta2O5) changes the amount of shift in an electrochemical potential in the time-dependent operation, which drastically improves the decaying characteristics in STP mode.
引用
收藏
页数:10
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