Diagnostics of DC and Induction Motors Based on the Analysis of Acoustic Signals
作者： A. Glowacz
关键词: Process (computing) 、 DC motor 、 Signal processing 、 Bayes classifier 、 Electronic engineering 、 Electric motor 、 Induction motor 、 Engineering 、 Fault (power engineering) 、 Rotor (electric)
摘要: In this paper, a non-invasive method of early fault diagnostics electric motors was proposed. This uses acoustic signals generated by motors. Essential features were extracted from A plan study Researches carried out for faultless induction motor, motor with one faulty rotor bar, two bars and flawless Direct Current, Current shorted coils. methods signal processing: log area ratio coefficients, Multiple classification, Nearest Neighbor classifier the Bayes classifier. pattern creation process using 40 samples sound. identification 130 five-second test used. The proposed approach will also reduce costs maintenance number in industry.
core.ac.uk
harvard.edu
doaj.org参考文章(40)
Marcin Kmieć, Andrzej Głowacz, Andrzej Dziech, Towards Robust Visual Knife Detection in Images: Active Appearance Models Initialised with Shape-Specific Interest Points Communications in Computer and Information Science. pp. 148- 158 ,(2012) , 10.1007/978-3-642-30721-8_15
Andrzej Głowacz, A Głowacz, Z Głowacz, Recognition of monochrome thermal images of synchronous motor with the application of quadtree decomposition and backpropagation neural network Eksploatacja i Niezawodność. ,vol. 16, ,(2014)
R. Šostakov, R. Bajrić, N. Zuber, Relations between pulverizing process parameters and beater wheel mill vibration for predictive maintenance program setup Eksploatacja i Niezawodność. ,vol. 16, ,(2014)
K. Czopek, Cardiac Activity Based on Acoustic Signal Properties Acta Physica Polonica A. ,vol. 121, ,(2012) , 10.12693/APHYSPOLA.121.A-42
A. Dąbrowski, P. Korohoda, Wavelet-like decomposition stage with windowed filters defined for the Discrete Trigonometric Transforms (DTTs) Przegląd Elektrotechniczny. pp. 30- 35 ,(2012)
David Valis, Katarzyna Pietrucha-Urbanik, Utilization of diffusion processes and fuzzy logic for vulnerability assessment Eksploatacja i Niezawodność. ,vol. 16, ,(2014)
R. Šostakov, R. Bajrić, N. Zuber, Gearbox faults identification using vibration signal analysis and artificial intelligence methods Eksploatacja i Niezawodność. ,vol. 16, ,(2014)
David Vališ, Libor Žák, Ondřej Pokora, Engine residual technical life estimation based on tribo data Eksploatacja I Niezawodnosc-maintenance and Reliability. ,vol. 16, ,(2014)
D. Mazurkiewicz, Computer-aided maintenance and reliability management systems for conveyor belts Eksploatacja i Niezawodność. ,vol. 16, ,(2014)
G Kulesza, P Panek, P Zięba, None, Silicon solar cells efficiency improvement by the wet chemical texturization in the HF/HNO3/diluent solution Archives of Metallurgy and Materials. pp. 291- 295 ,(2013)