An expert system for rotating machine fault detection using vibration signal analysis

A Kafeel, S Aziz, M Awais, MA Khan, K Afaq, SA Idris… - Sensors, 2021 - mdpi.com
vibration signal. This work proposes a fault detection system of rotating machines using
vibration … First, a dataset of 3-dimensional vibration signals is acquired from large induction …

Bearing fault detection with vibration and acoustic signals: Comparison among different machine leaning classification methods

J Pacheco-Chérrez, JA Fortoul-Díaz… - Engineering Failure …, 2022 - Elsevier
… type of bearing failure and the frequencies of the signals, the combination … vibration signals
and acoustic signals can be an alternative to increase the precision when detecting a failure. …

Vibration signal analysis for electrical fault detection of induction machine using neural networks

H Su, KT Chong, R Ravi Kumar - Neural Computing and Applications, 2011 - Springer
… of the vibration signals. This paper presents the development of an online electrical fault
detection system that uses neural network modeling of induction motor in vibration spectra. The …

CNC machine-bearing fault detection based on convolutional neural network using vibration and acoustic signal

M Iqbal, AK Madan - Journal of Vibration Engineering & Technologies, 2022 - Springer
… To detect bearing faults in CNC machine tools, this study proposes an intelligent vibration-based
fault diagnosis … accuracy on vibration and acoustics signals for CNC machine-bearing …

Application of wavelets to gearbox vibration signals for fault detection

WJ Wang, PD McFadden - Journal of sound and vibration, 1996 - Elsevier
… of transients in vibration signals generated by faults in a gearbox. It is shown that the transform
provides a powerful tool for condition monitoring and fault diagnosis. The vibration signal …

Methodology for fault detection in induction motors via sound and vibration signals

PA Delgado-Arredondo, D Morinigo-Sotelo… - … Systems and Signal …, 2017 - Elsevier
… of the signal, which are used for fault classification with the self-… of sound and vibration signals
for fault detection in induction … In the works cited, the acoustic sound and vibration signals

Recent advances in the application of deep learning for fault diagnosis of rotating machinery using vibration signals

BA Tama, M Vania, S Lee, S Lim - Artificial Intelligence Review, 2023 - Springer
… learning-based fault diagnosis methods based on vibration signals. … convolutional
network-based fault diagnosis method. … of fault diagnosis approach by using vibration signal …

A comparative analysis of classical and one class SVM classifiers for machine fault detection using vibration signals

RB Amir, ST Gul, AQ Khan - 2016 International Conference on …, 2016 - ieeexplore.ieee.org
… ie one class SVM for fault detection in a rotation based machinery. The rotating machines
give vibrational signals that can be analyzed to monitor the machines’ health. The fundamental …

A neural network method for induction machine fault detection with vibration signal

H Su, KT Chong, AG Parlos - … Science and Its Applications–ICCSA 2005 …, 2005 - Springer
… Channel 1-6 are to collect vibration signals, and only the vibration signals are used in
this study, which are down-sampled to 4000 Hz for further processing. A wide range of case …

Fault detection using transient machine signals

M Timusk, M Lipsett, CK Mechefske - Mechanical Systems and Signal …, 2008 - Elsevier
testing of a strategy for vibration-based online detection of faults in a particular class of
machinery… is concerned with the detection of faults within a specific class of machinery referred to …