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Enhancing Robustness of Memristor Crossbar‐Based Spiking Neural Networks against Nonidealities: A Hybrid Approach for Neuromorphic Computing in Noisy Environments

Memristor crossbar‐based spiking neural networks (SNNs) face challenges caused by nonidealities associated with their hardware‐based neurons and synapses. The key nonidealities include electric‐field noise, conductance noise, and conductance drift. This study investigates the robustness of fully con...

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Hlavní autoři: Yafeng Zhang, Hao Sun, Mande Xie, Zhe Feng, Zuheng Wu
Médium: Artigo
Jazyk:Inglês
Vydáno: Wiley 2023-11-01
Edice:Advanced Intelligent Systems
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On-line přístup:https://doi.org/10.1002/aisy.202300411
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