Biologically inspired information integration pooling module of spiking neural networks for rolling bearing fault diagnosis

•The research establishes a mathematical model for the application of rolling bearing fault diagnosis, with theoretical analysis of ANN-to-SNN.•We develop IIPooling, a novel and effective module for information integration of ANN-to-SNN.•IIPooling includes the promotion, lateral inhibition, and long...

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Bibliographic Details

Published in:	Expert systems with applications Vol. 286; p. 128032
Main Authors:	Shi, Mingfei, Jiang, Feng, Li, Yongbo, Du, Lin
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 15.08.2025
Subjects:	Information integration pooling Negative feedback mechanism Neural network conversion Parameter adaptive algorithms Rolling bearing fault diagnosis Negative feedback mechanism Parameter adaptive algorithms Neural network conversion Rolling bearing fault diagnosis Information integration pooling
ISSN:	0957-4174
Online Access:	Get full text
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