Prognostic health management of pumps using artificial intelligence in the oil and gas sector: a review

R Aliyu, AA Mokhtar, H Hussin - Applied Sciences, 2022 - mdpi.com
A system's operational life cycle now includes an integrated health management and
diagnostic strategy due to improvements in the current technology. It is evident that the life …

Discriminant feature extraction for centrifugal pump fault diagnosis

Z Ahmad, A Rai, AS Maliuk, JM Kim - Ieee Access, 2020 - ieeexplore.ieee.org
Raw statistical features can imitate the amplitude, average, energy and time, and frequency
series distribution of a raw vibration signal. However, these raw statistical features are either …

Fault diagnosis of a centrifugal pump using electrical signature analysis and support vector machine

Z Araste, A Sadighi, M Jamimoghaddam - Journal of Vibration …, 2023 - Springer
Purpose Early detection of impending faults in centrifugal pumps could lower the repair and
maintenance costs. Electrical Signature Analysis (ESA) is a powerful tool which uses the …

Experiment on cavitation-vibration correlation of a centrifugal pump under steady state and start-up conditions in energy storage station

Y Lu, L Tan, X Zhao, C Ma - Journal of Energy Storage, 2024 - Elsevier
Centrifugal pump is widely used as a storage pump in energy storage station, and its
cavitation phenomenon in start-up and shut-off processes can lead to vibration, which is …

A comprehensive review on fault detection and analysis in the pumping system

N Dutta, P Kaliannan… - International Journal of …, 2022 - Taylor & Francis
The pump is an essential technical device used in almost all major sectors. For the
undisturbed running of different sectors, the failure of the pumping system should be …

Multistage centrifugal pump fault diagnosis by selecting fault characteristic modes of vibration and using Pearson linear discriminant analysis

Z Ahmad, AE Prosvirin, J Kim, JM Kim - IEEE Access, 2020 - ieeexplore.ieee.org
This paper proposes a three-stage fault diagnosis strategy for multistage centrifugal pumps.
First, the proposed method identifies and selects fault characteristic modes of vibration to …

Lab-Scale Vibration Analysis Dataset and Baseline Methods for Machinery Fault Diagnosis with Machine Learning

BT Atmaja, H Ihsannur, Suyanto, D Arifianto - Journal of Vibration …, 2024 - Springer
Motivation The monitoring of machine conditions in a plant is crucial for production in
manufacturing. A sudden failure of a machine can stop production and cause a loss of …

Fault diagnosis of main pump in converter station based on deep neural network

Q Zhao, G Cheng, X Han, D Liang, X Wang - Symmetry, 2021 - mdpi.com
As the core component of the valve cooling system in a converter station, the main pump
plays a major role in ensuring the stable operation of the valve. Thus, accurate and efficient …

Discriminant feature extraction of motor current signal analysis and vibration for centrifugal pump fault detection

K Indriawati, BL Widjiantoro - 2021 International Conference …, 2021 - ieeexplore.ieee.org
The monitoring condition of the centrifugal pump is closely related to fault detection and
diagnosis. It usually uses the vibration signals. However, under certain conditions it is not …

Cavitation detection of centrifugal pumps using SVM and statistical features

B Kamiel, T Akbar, Sudarisman, Krisdiyanto - Recent Advances in …, 2022 - Springer
Centrifugal pump is one type of pump that is widely used in the industry. Its mechanism
which creates pressure change may cause cavitation. Generally, the cavitation increases …