A review of the application of deep learning in intelligent fault diagnosis of rotating machinery

Z Zhu, Y Lei, G Qi, Y Chai, N Mazur, Y An, X Huang - Measurement, 2023 - Elsevier
With the rapid development of industry, fault diagnosis plays a more and more important role
in maintaining the health of equipment and ensuring the safe operation of equipment. Due to …

[HTML][HTML] A systematic review of rolling bearing fault diagnoses based on deep learning and transfer learning: Taxonomy, overview, application, open challenges …

M Hakim, AAB Omran, AN Ahmed, M Al-Waily… - Ain Shams Engineering …, 2023 - Elsevier
Rolling bearing fault detection is critical for improving production efficiency and lowering
accident rates in complicated mechanical systems, as well as huge monitoring data, posing …

Intelligent fault diagnosis of hydraulic piston pump based on deep learning and Bayesian optimization

S Tang, Y Zhu, S Yuan - ISA transactions, 2022 - Elsevier
Hydraulic axial piston pump is broadly-used in aerospace, ocean engineering and
construction machinery since it is the vital component of fluid power systems. In the light of …

An improved convolutional neural network with an adaptable learning rate towards multi-signal fault diagnosis of hydraulic piston pump

S Tang, Y Zhu, S Yuan - Advanced Engineering Informatics, 2021 - Elsevier
Hydraulic piston pump is a vital component of hydraulic transmission system and plays a
critical role in some modern industrials. On account of the deficiencies of traditional fault …

Intelligent fault diagnosis of hydraulic piston pump combining improved LeNet-5 and PSO hyperparameter optimization

Y Zhu, G Li, R Wang, S Tang, H Su, K Cao - Applied Acoustics, 2021 - Elsevier
The hydraulic axial piston pump is the power heart of the hydraulic transmission system in
aerospace equipment and industrial filed. Its stable operation will directly affect the safety …

Data-driven fault diagnosis method based on the conversion of erosion operation signals into images and convolutional neural network

Z Wang, W Zhao, W Du, N Li, J Wang - Process Safety and Environmental …, 2021 - Elsevier
In the industrial process, the safety and reliability of the mechanical system determine the
quality of the product, and whether small faults can be diagnosed in time is the key to …

Advances in artificial intelligence for image processing: techniques, applications, and optimization

S Boopathi, BK Pandey, D Pandey - Handbook of research on thrust …, 2023 - igi-global.com
AI has had a substantial influence on image processing, allowing cutting-edge methods and
uses. The foundations of image processing are covered in this chapter, along with …

Acoustic signal-based fault detection of hydraulic piston pump using a particle swarm optimization enhancement CNN

Y Zhu, G Li, S Tang, R Wang, H Su, C Wang - Applied acoustics, 2022 - Elsevier
As the heart of a fluid power system, hydraulic piston pumps are widely used in many critical
applications, such as for marine, aerospace, and engineering equipment. The health status …

[HTML][HTML] Predictive maintenance in the automotive sector: A literature review

F Arena, M Collotta, L Luca, M Ruggieri… - Mathematical and …, 2021 - mdpi.com
With the rapid advancement of sensor and network technology, there has been a notable
increase in the availability of condition-monitoring data such as vibration, temperature …

[HTML][HTML] Deep learning based semantic personalized recommendation system

S Sharma, V Rana, V Kumar - International Journal of Information …, 2021 - Elsevier
The past decade has seen significant development in the number of personalized
recommendation applications on the World Wide Web. It aims to assist users to retrieve …