Machine fault detection using a hybrid CNN-LSTM attention-based model

A Borré, LO Seman, E Camponogara, SF Stefenon… - Sensors, 2023 - mdpi.com
The predictive maintenance of electrical machines is a critical issue for companies, as it can
greatly reduce maintenance costs, increase efficiency, and minimize downtime. In this …

Ensemble learning based multi-fault diagnosis of air conditioning system

Y You, J Tang, M Guo, Y Zhao, C Guo, K Yan… - Energy and …, 2024 - Elsevier
The failure of air conditioning systems is random and uncertain, with one or more faults
occurring simultaneously at any given time. Factors such as difficulty in collecting fault data …

Nonlinear mechanical response analysis and convolutional neural network enabled diagnosis of single-span rotor bearing system

B Qian, Y Cai, Y Ran, W Sun - Scientific Reports, 2024 - nature.com
The wide application of rotating machinery has boosted the development of electricity and
aviation, however, long-term operation can lead to a variety of faults. The use of different …

PT-Informer: A Deep Learning Framework for Nuclear Steam Turbine Fault Diagnosis and Prediction

J Zhou, Z An, Z Yang, Y Zhang, H Chen, W Chen… - Machines, 2023 - mdpi.com
The health status of equipment is of paramount importance during the operation of nuclear
power plants. The occurrence of faults not only leads to significant economic losses but also …

Research on Rotating Machinery Fault Diagnosis Based on an Improved Eulerian Video Motion Magnification

H Zhao, X Zhang, D Jiang, J Gu - Sensors, 2023 - mdpi.com
Rotating machinery condition monitoring and fault diagnosis are important bases for
maintenance decisions, as the vibrations generated during operation are usually …

Multi-Source Information Fusion Fault Diagnosis for Rotating Machinery using Signal and Data Processing

I Makrouf, M Zegrari, I Ouachtouk, K Dahi - … , Vibrations, Shock and …, 2023 - hal.science
Résumé Machine fault diagnosis is crucial in industrial systems to enhance reliability,
lifetime, and service availability. Intelligent fault diagnosis (IFD) using artificial intelligence …