DC Motor Fault Analysis with the Use of Acoustic Signals, Coiflet Wavelet Transform, and K-Nearest Neighbor Classifier

Journal title

Archives of Acoustics




vol. 40


No 3



acoustic signal ; Coiflet wavelet ; fault detection ; DC motor

Divisions of PAS

Nauki Techniczne




Polish Academy of Sciences, Institute of Fundamental Technological Research, Committee on Acoustics


2015[2015.01.01 AD - 2015.12.31 AD]


Artykuły / Articles


DOI: 10.1515/aoa-2015-0035


Archives of Acoustics; 2015; vol. 40; No 3; 321-327


WegielT (2007), A distributed system of signal acquisition for induction motors diagnostic IEEE International Symposium on Diagnostics for Electric Machines Drives Cracow Poland, Power Electronics, 88. ; RegulskiK (2014), Data exploration approach versus sensitivity analysis for optimization of metal forming processes Material Forming Esaform Book Series :, Key Engineering Materials, 611. ; Dudek (2009), Neural network adaptation process effectiveness dependent of constant training data availability, Neurocomputing, 72, 13. ; LiHK (2015), Incipient fault information determination for rolling element bearing based on synchronous averaging reassigned wavelet scalogram, Measurement, 65, 1, ; RojJ (2013), Neural Network Based Real - time Correction of Transducer Dynamic Errors, Measurement Science Review, 13, 286. ; GlowaczA (2014), Recognition of Monochrome Thermal Images of Synchronous Motor with the Application of Binarization and Nearest Mean Classifier of Metallurgy and Materials, Archives, 59, 31. ; JawadekarA (2012), Signal Processing based Wavelet Approach for Fault Detection of Induction Motor of Science Spirituality Business and Technology, International Journal, 1, 70. ; TokarskiT (2012), ] Microstructure and Plasticity of Hot Deformed Aluminum Alloy Produced by Rapid Solidification and Hot Extrusion of Metallurgy and Materials, Archives, 57, 1253. ; GlowaczA (2014), Diagnostics of DC and Induction Motors Based on the Analysis of Acoustic Signals, Measurement Science Review, 14, 257. ; GuttenM (2011), Mechanical effects of short - circuit currents analysis on autotransformer windings, Przeglad Elektrotechniczny, 87, 272. ; ValisD (2015), Contribution to system failure occurrence prediction and to system remaining useful life estimation based on oil field data Proceedings of the Institution of Mechanical Engineers Part O of Risk and Reliability, Journal, 229, 36. ; GuttenM (2010), Thermal effects of short - circuit current on winding in transformer oil, Przeglad Elektrotechniczny, 86, 242. ; GlowaczA (2012), Diagnostics of Direct Current generator based on analysis of monochrome infrared images with the application of cross - sectional image and nearest neighbor classifier with Euclidean distance, Przeglad Elektrotechniczny, 88, 154. ; Jaworek (2014), Determination of border irregularity in dermoscopic color images of pigmented skin lesions Annual International Conference of the IEEE Engineering in Medicine and Biology Society Book Series Engineering in Medicine and, IEEE Biology Society Conference Proceedings, 6459, ; JunS (2014), Investigations of Thermo - couple Drift Irregularity Impact on Error of their Inhomogeneity Correction, Measurement Science Review, 14, 29. ; ZhangDZ (2014), Soft Measurement of Water Content in Oil - Water Two - Phase Flow Based on RS - SVM Classifier and GA - NN Predictor, Measurement Science Review, 14, 219. ; ZiolkoM (2010), Perceptual Wavelet Decomposition for Speech Segmentation th Annual Conference of the International Speech Communication, Association, 11. ; HachajT (2013), Application of neural networks in detection of abnormal brain perfusion regions Special Issue ), Neurocomputing, 122, 33, ; KulkaZ (2011), Advances in Digitization of Microphones and Loudspeakers, Archives of Acoustics, 36, 419. ; PribilJ (2014), Evaluation of Spectral and Prosodic Features of Speech Affected by Orthodontic Appliances Using the GMM Classifier of Electrical Engineering -, Journal Elektrotechnicky Casopis, 65, 30. ; BaranskiM (2014), Selected Diagnostic Methods of Electrical Machines Operating in Industrial Conditions Transactions on Dielectrics and Electrical, IEEE Insulation, 21, 2047. ; GornickaD (2014), Vibroacoustic symptom of the exhaust valve damage of the internal combustion engine, Journal of Vibroengineering, 16, 1925. ; NiklewiczM (2010), Application of three - coil cylindrical inductor in induction heating of gears, Przeglad Elektrotechniczny, 86, 333. ; HuangS (2002), Coiflet wavelet transform applied to inspect power system disturbance - generated signals Transactions on Aerospace and Electronic Systems, IEEE, 38, 204. ; AugustyniakP (2014), Seamless Tracing of Human Behavior Using Complementary Wearable and House - Embedded Sensors, Sensors, 14, 7831, ; PlebanD (2014), Definition and Measure of the Sound Quality of the Machine, Archives of Acoustics, 39, 17. ; CzopekK (2012), Cardiac Activity Based on Acoustic Signal Properties, Acta Physica Polonica A, 121.