Threshold Switching Memristor-Based Spiking Neuron Modeling and Simulation

Spiking neurons are key building blocks in neuromorphic computing for information encoding into spikes. Emergent threshold switching memristors (TSMs) with unique self-rest threshold switching show great promise to facilitate compact spiking neuron designs towards VLSI. In this work, we model the TSMs in standardized Verilog-A and design compact Leaky Integrate-and-Fire (LIF) neurons on Cadence Virtuoso using the Verilog-A model. The neurons are proved capable of processing both digital and analog signals for spike-based neuromorphic computing.

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Publication Details

Published
2025-03-09
DOI
https://doi.org/10.1109/edtm61175.2025.11040761
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
0.00

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article

Threshold Switching Memristor-Based Spiking Neuron Modeling and Simulation

Pengyu Liu, Lekai Song, Kong‐Pang Pun, Guohua Hu
Advanced Memory and Neural Computing
article

Threshold Switching Memristor-Based Spiking Neuron Modeling and Simulation

Pengyu Liu, Lekai Song, Kong‐Pang Pun, Guohua Hu
article en

Abstract

Spiking neurons are key building blocks in neuromorphic computing for information encoding into spikes. Emergent threshold switching memristors (TSMs) with unique self-rest threshold switching show great promise to facilitate compact spiking neuron designs towards VLSI. In this work, we model the TSMs in standardized Verilog-A and design compact Leaky Integrate-and-Fire (LIF) neurons on Cadence Virtuoso using the Verilog-A model. The neurons are proved capable of processing both digital and analog signals for spike-based neuromorphic computing.

Chinese University of Hong Kong (HK)
Chinese University of Hong Kong
Affordable and clean energy
Openalex Percentile: Top 87%
Advanced Memory and Neural Computing
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