A Novel Analog Circuit Soft Fault Diagnosis Method Based on Convolutional Neural Network and Backward Difference

A Novel Analog Circuit Soft Fault Diagnosis Method Based on Convolutional Neural Network and Backward Difference

This paper develops a novel soft fault diagnosis approach for analog circuits. The proposed method employs the backward difference strategy to process the data, and a novel variant of convolutional neural network, i.e., convolutional neural network with global average pooling (CNN-GAP) is taken for...

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Bibliographic Details
Main Authors: Chenggong Zhang, Daren Zha, Lei Wang, Nan Mu
Format: Article
Language:English
Published: MDPI AG 2021-06-01
Series:Symmetry
Subjects:
fault diagnosis
analog circuit
convolutional neural network
backward difference
Online Access:https://www.mdpi.com/2073-8994/13/6/1096

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