A single layer architecture to FPGA implementation of BP artificial neural network

Liu Shoushan Liu Shoushan,Zhang Tongjun Zhang Tongjun,Xu Wenshang Xu Wenshang,Chen Yan Chen Yan

doi:10.1109/car.2010.5456553

A single layer architecture to FPGA implementation of BP artificial neural network

Liu Shoushan Liu Shoushan, Zhang Tongjun Zhang Tongjun + Show 2 more

https://doi.org/10.1109/car.2010.5456553

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Publication Date: Mar 1, 2010

Citations: 9

Affiliation: Shandong University of Science and Technology

#Implementation Of Artificial Neural Network #Single Layer Architecture + Show 8 more

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Abstract

Based on discussions of the hardware implementations of artificial neural network (ANN), the single layer architecture to FPGA of the back propagation artificial neural network (BP ANN) is proposed. To construct the single layer architecture, the computing blocks of BP ANN are presented. The construction of the single layer architecture is described. According the experiments of the implementation in FPGA and the defects classification in ultrasonic non-destruction detection of carbon fibre reinforced plastic (CFRP), the single layer architecture of BP ANN performs well and can serve the applications.

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