Cloud Based Fault Diagnosis by Convolutional Neural Network as Time–Frequency RGB Image Recognition of Industrial Machine Vibration with Internet of Things …

D Łuczak, S Brock, K Siembab - Sensors, 2023 - mdpi.com
The human-centric and resilient European industry called Industry 5.0 requires a long
lifetime of machines to reduce electronic waste. The appropriate way to handle this problem …

Twins transformer: Cross-attention based two-branch transformer network for rotating bearing fault diagnosis

J Li, Y Bao, WX Liu, PX Ji, LK Wang, Z Wang - Measurement, 2023 - Elsevier
Due to the inherent shortcomings of traditional depth models, the Transformer model based
on the self-attention mechanism has become popular in the field of fault diagnosis. The …

A DCSLBP based intelligent machine malfunction detection model using sound signals for industrial automation systems

G Boztas, T Tuncer, O Aydogmus, M Yildirim - Computers and Electrical …, 2024 - Elsevier
Abstract Machine learning has an important role to create intelligent applications for Industry
4.0, and main objective of this paper is to contribute Industry 4.0 by using a sound signal …