An Artificial Spiking Afferen Neuron System Achieved by 1M1S for Neuromorphic Computing

被引:11
|
作者
Fang, Sheng Li [1 ]
Han, Chuan Yu [1 ]
Han, Zheng Rong [1 ]
Ma, Bo [1 ]
Cui, Yi Lin [1 ]
Liu, Weihua [1 ]
Fan, Shi Quan [1 ]
Li, Xin [1 ]
Wang, Xiao Li [1 ]
Zhang, Guo He [1 ]
Huang, Xiao Dong [2 ]
Geng, Li [1 ]
机构
[1] Xi An Jiao Tong Univ, Fac Elect & Informat Engn, Sch Microelect, Xian 710049, Peoples R China
[2] Southeast Univ, Sch Elect Sci & Engn, Key Lab MEMS, Minist Educ, Nanjing 211189, Peoples R China
基金
中国国家自然科学基金;
关键词
Artificial spiking afferent neuron (ASAN); Mott; neuromorphic computing; VO2;
D O I
10.1109/TED.2022.3159270
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Neuromorphic computing based on spiking neural networks (SNNs) has attracted significant research interest due to its low energy consumption and high similarity to biological neural systems. The artificial spiking afferent neuron (ASAN) system is the essential component of neuromorphic computing system to interact with the environment. This work presents an ASAN system with simple structure by employing a new architecture of one VO2 Mott memristor and one resistive sensor (1M1S). The Mott memristors show the bidirectional Mott transition, good endurance (> 1.3 x 10(9)), and high uniformity. By incorporating a flexible pressure sensor into the 1M1S architecture, a tactile ASAN system is realized with the pressure stimuli converted into rate-coded spikes. Using a 3 x 3 array of the tactile ASAN systems, different pressure stimulus patterns can be well recognized. The strong adaptability of the proposed system will enable it to convert lots of environmental stimuli through the widely used resistive sensors into ratecoded spikes as the inputs of neuromorphic computing based on SNNs.
引用
收藏
页码:2346 / 2352
页数:7
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