Machine learning for fault analysis in rotating machinery: A comprehensive review
As the concept of Industry 4.0 is introduced, artificial intelligence-based fault analysis is
attracted the corresponding community to develop effective intelligent fault diagnosis and …
attracted the corresponding community to develop effective intelligent fault diagnosis and …
A review of pump cavitation fault detection methods based on different signals
X Liu, J Mou, X Xu, Z Qiu, B Dong - Processes, 2023 - mdpi.com
As one of the research hotspots in the field of pumps, cavitation detection plays an important
role in equipment maintenance and cost-saving. Based on this, this paper analyzes …
role in equipment maintenance and cost-saving. Based on this, this paper analyzes …
A two-level adaptive chirp mode decomposition and tangent entropy in estimation of single-valued neutrosophic cross-entropy for detecting impeller defects in …
A novel approach for identifying the impeller defects in the centrifugal pump has been
demonstrated by extracting the single-valued neutrosophic cross-entropy (SVNCE) of …
demonstrated by extracting the single-valued neutrosophic cross-entropy (SVNCE) of …
Review of machine learning based fault detection for centrifugal pump induction motors
Centrifugal pumps are an integral part of many industrial processes and are used
extensively in water supply, sewage, heating and cooling systems. While there are several …
extensively in water supply, sewage, heating and cooling systems. While there are several …
Performance evaluation of LSTM and Bi-LSTM using non-convolutional features for blockage detection in centrifugal pump
Blockages in the suction or discharge side of the pump adversely affect the pump's
performance by reducing the flow rate and head, increasing vibration, noise, and …
performance by reducing the flow rate and head, increasing vibration, noise, and …
Multi-cavitation states diagnosis of the vortex pump using a combined DT-CWT-VMD and BO-LW-KNN based on motor current signals
W Zeng, P Zhou, Y Wu, D Wu, M Xu - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
Vortex pumps play a crucial role in industrial and municipal settings by transferring high-
viscosity and particle-laden fluids. However, their performance and reliability are …
viscosity and particle-laden fluids. However, their performance and reliability are …
A digital twin system for centrifugal pump fault diagnosis driven by transfer learning based on graph convolutional neural networks
Z Xu, Z Wang, C Gao, K Zhang, J Lv, J Wang, L Liu - Computers in Industry, 2024 - Elsevier
In industrial sectors such as ship**, chemical processing, and energy production,
centrifugal pumps often experience failures due to harsh operational environments, making …
centrifugal pumps often experience failures due to harsh operational environments, making …
Monitoring and predictive maintenance of centrifugal pumps based on smart sensors
L Chen, L Wei, Y Wang, J Wang, W Li - Sensors, 2022 - mdpi.com
Centrifugal pumps have a wide range of applications in industrial and municipal water
affairs. During the use of centrifugal pumps, failures such as bearing wear, blade damage …
affairs. During the use of centrifugal pumps, failures such as bearing wear, blade damage …
A multi-task learning for cavitation detection and cavitation intensity recognition of valve acoustic signals
With the rapid development of smart manufacturing, data-driven machinery health
management has received a growing attention. As one of the most popular methods in …
management has received a growing attention. As one of the most popular methods in …
[HTML][HTML] Application of Bayesian regularization back propagation neural network in sensorless measurement of pump operational state
D Wu, H Huang, S Qiu, Y Liu, Y Wu, Y Ren, J Mou - Energy Reports, 2022 - Elsevier
Under the strategic framework of global carbon emission reduction, it is urgent to reduce the
energy consumption of centrifugal pumps. Monitoring pump's operational states can …
energy consumption of centrifugal pumps. Monitoring pump's operational states can …