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Gearbox fault identification and classification with convolutional neural networks
Vibration signals of gearbox are sensitive to the existence of the fault. Based on vibration
signals, this paper presents an implementation of deep learning algorithm convolutional …
signals, this paper presents an implementation of deep learning algorithm convolutional …
An experimental study on vibration signatures for detecting incipient cavitation in centrifugal pumps based on envelope spectrum analysis
Vibration signatures have been studied for monitoring the condition of centrifugal pumps by
many researchers, however, there is limited published information on the application of …
many researchers, however, there is limited published information on the application of …
An improved bearing fault diagnosis method using one-dimensional CNN and LSTM
H Pan, X He, S Tang, F Meng - Strojniski Vestnik-Journal of …, 2018 - go.gale.com
As one of the most critical components in rotating machinery, bearing fault diagnosis has
attracted many researchers' attention. The traditional methods for bearing fault diagnosis …
attracted many researchers' attention. The traditional methods for bearing fault diagnosis …
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 …
OntoProg: An ontology-based model for implementing Prognostics Health Management in mechanical machines
Abstract Trends in Prognostics Health Management (PHM) have been introduced into
mechanical items of manufacturing systems to predict Remaining Useful Life (RUL). PHM as …
mechanical items of manufacturing systems to predict Remaining Useful Life (RUL). PHM as …
Cavitation diagnosis for water distribution pumps: An early-stage approach combing vibration signal-based neural network with high-speed photography
Z Tong, H Liu, XE Cao, D Westerdahld, X ** - … Energy Technologies and …, 2023 - Elsevier
As an essential component of municipal water distribution systems, centrifugal water pumps
are of great significance to achieve urban sustainability. Cavitation is a common …
are of great significance to achieve urban sustainability. Cavitation is a common …
Cavitation identification in a hydraulic bulb turbine based on vibration and pressure fluctuation measurements
J Feng, N Zhao, G Zhu, G Wu, Y Li, X Luo - Mechanical Systems and Signal …, 2024 - Elsevier
Cavitation can lead to reduced efficiency, increased vibration and noise in hydraulic
turbines. Accurate and rapid identification of cavitation states in a turbine is important. In this …
turbines. Accurate and rapid identification of cavitation states in a turbine is important. In this …
Development of a CNN-based fault detection system for a real water injection centrifugal pump
Large-sized centrifugal pumps play a major role in produced water injection systems in oil
and gas production. Monitoring this equipment operation is vital to guarantee its efficiency …
and gas production. Monitoring this equipment operation is vital to guarantee its efficiency …
Improving accuracy of cavitation severity detection in centrifugal pumps using a hybrid feature selection technique
Although the severity of cavitation determines the type of maintenance procedure, most of
the previous studies have been focused only on the detection. This paper presents a system …
the previous studies have been focused only on the detection. This paper presents a system …
An experimental study on the cavitation vibration characteristics of a centrifugal pump at normal flow rate
Y Li, G Feng, X Li, Q Si, Z Zhu - Journal of Mechanical Science and …, 2018 - Springer
Cavitation is a challenging flow abnormality that leads to undesirable effects on the energy
performance of the centrifugal pump and the reliable operation of the pump system. The …
performance of the centrifugal pump and the reliable operation of the pump system. The …