Comparison of deep learning models for predictive maintenance in industrial manufacturing systems using sensor data

Abstract This paper presents a comprehensive comparison of deep learning models for predictive maintenance (PdM) in industrial manufacturing systems using sensor data. We propose a framework that encompasses data acquisition, preprocessing, and model construction using various deep learning architec...

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Bibliographic Details
Main Authors: Wenjun Li, Ting Li
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-08515-z
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