An Area- and Energy-Efficient Spiking Neural Network With Spike-Time-Dependent Plasticity Realized With SRAM Processing-in-Memory Macro and On-Chip Unsupervised Learning

Author:

Liu Shuang1ORCID,Wang J. J.1ORCID,Zhou J. T.1ORCID,Hu S. G.1ORCID,Yu Q.1ORCID,Chen T. P.2ORCID,Liu Y.1ORCID

Affiliation:

1. State Key Laboratory of Thin Solid Films and Integrated Devices, University of Electronic Science and Technology of China, Chengdu, China

2. Nanyang Technological University, Singapore

Funder

National Natural Science Foundation of China

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Biomedical Engineering

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Layout-Aware Area Optimization of Transposable STT-MRAM for a Processing-In-Memory System;IEEE Transactions on Very Large Scale Integration (VLSI) Systems;2024-02

2. An 1.38nJ/Inference Clock-Free Mixed-Signal Neuromorphic Architecture Using ReL-PSP Function and Computing-in-Memory;2023 IEEE Biomedical Circuits and Systems Conference (BioCAS);2023-10-19

3. Efficient Malware Classification with Spiking Neural Networks: A Case Study on N-BaIoT Dataset;2023 Fourteenth International Conference on Ubiquitous and Future Networks (ICUFN);2023-07-04

4. Unsupervised Learning of Spike-Timing-Dependent Plasticity Based on a Neuromorphic Implementation;2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS);2023-06-11

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