Electromagnetic Impact of Interconnect Resistance on STDP Characteristics in Neuromorphic Crossbar Array

Tuomin Tao,Hanzhi Ma,Quankun Chen,Shurun Tan,En-Xiao Liu,Er-Ping Li

2021 13th International Workshop on the Electromagnetic Compatibility of Integrated Circuits (EMC Compo)（2022）

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摘要

This paper presents an unsupervised-learning spiking neural network model based on spike-timing-dependent plasticity (STDP), which is then mapped into a neuromorphic crossbar array. Furthermore, the electromagnetic impact of the interconnect resistance on the STDP performance in the crossbar array is analyzed.

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关键词

crossbar array,memristor,parasitic effect,spiking neural network,neuromorphic chip

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