Efficient On-Chip Learning of Multi-Layer Perceptron Based on Neuron Multiplexing Method

Efficient On-Chip Learning of Multi-Layer Perceptron Based on Neuron Multiplexing Method

An efficient on-chip learning method based on neuron multiplexing is proposed in this paper to address the limitations of traditional on-chip learning methods, including low resource utilization and non-tunable parallelism. The proposed method utilizes a configurable neuron calculation unit (NCU) to...

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Bibliographic Details
Main Authors: Zhenyu Zhang, Guangsen Wang, Kang Wang, Bo Gan, Guoyong Chen
Format: Article
Language:English
Published: MDPI AG 2023-08-01
Series:Electronics
Subjects:
FPGA
multiplexing
neural networks
on-chip learning
performance model
Online Access:https://www.mdpi.com/2079-9292/12/17/3607

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