An Optimized Multi-layer Spiking Neural Network implementation in FPGA Without Multipliers

Author:

Mehrabi Ali,Bethi Yeshwanth,van Schaik André,Afshar Saeed

Publisher

Elsevier BV

Subject

General Engineering

Reference11 articles.

1. An optimized deep spiking neural network architecture without gradients;Bethi;IEEE Access,2022

2. A. Mehrabi, Y. Bethi, A. van Schaik, S. Afshar, Efficient implementation of a multi-layer gradient-free online-trainable spiking neural network on fpga (2023). doi:arXiv.2305.19468. URL https://doi.org/10.48550/arXiv.2305.19468

3. Event-based feature extraction using adaptive selection thresholds;Afshar;Sensors,2020

4. Racing to learn: statistical inference and learning in a single spiking neuron with adaptive kernels;Afshar;Frontiers in neuroscience,2014

5. Turn down that noise: synaptic encoding of afferent snr in a single spiking neuron;Afshar;IEEE transactions on biomedical circuits and systems,2015

Cited by 2 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. FPGA-Based Spiking Neural Networks;Recent Advances in Neuromorphic Computing [Working Title];2024-08-09

2. An FPGA Implementation of An Event-Driven Unsupervised Feature Extraction Algorithm for Pattern Recognition;2024 IEEE International Symposium on Circuits and Systems (ISCAS);2024-05-19

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