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Original Articles

Methods of Motor Current Signature Analysis

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Pages 463-474 | Received 07 Apr 1992, Published online: 06 Feb 2007

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (4)

Issam Attoui & Amar Omeiri. (2015) Fault Diagnosis of an Induction Generator in a Wind Energy Conversion System Using Signal Processing Techniques. Electric Power Components and Systems 43:20, pages 2262-2275.
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Khaled Yahia, Antonio J. Marques Cardoso, Adel Ghoggal & Salah-Eddine Zouzou. (2014) Induction Motors Broken Rotor Bars Diagnosis Through the Discrete Wavelet Transform of the Instantaneous Reactive Power Signal under Time-varying Load Conditions. Electric Power Components and Systems 42:7, pages 682-692.
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Mario Eltabach & Ali Charara. (2007) Comparative Investigation of Electric Signal Analyses Methods for Mechanical Fault Detection in Induction Motors. Electric Power Components and Systems 35:10, pages 1161-1180.
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Stefan Guttler, Holger Kantz. (2000) Induction Motor Failure Detection Using Geometric Signal Separation. Electric Machines & Power Systems 28:6, pages 515-536.
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Articles from other publishers (248)

Ciro Attaianese, Matilde D'Arpino, Mauro Di Monaco & Luigi Pio Di Noia. (2023) Current Signature Modeling of Surface-Mounted PMSM Drives With Current Sensors Faults. IEEE Transactions on Energy Conversion 38:4, pages 2695-2705.
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Wen Huang, Junquan Chen, Wu Su, Haitao Liu, Ke Lv & Jinghua Hu. (2023) A Period Energy Method for Demagnetization Detection in Surface Permanent Magnet Motors with Search Coils. Electronics 12:16, pages 3514.
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Vladislav Kholkin, Olga Druzhina, Valerii Vatnik, Maksim Kulagin, Timur Karimov & Denis Butusov. (2023) Comparing Reservoir Artificial and Spiking Neural Networks in Machine Fault Detection Tasks. Big Data and Cognitive Computing 7:2, pages 110.
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Mustafa Demetgul, Ma Zihan, Imanuel Heider & Jürgen Fleischer. (2023) Misalignment detection on linear feed axis using sensorless motor current signals. The International Journal of Advanced Manufacturing Technology 126:5-6, pages 2677-2691.
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Rene Jaros, Radek Byrtus, Jakub Dohnal, Lukas Danys, Jan Baros, Jiri Koziorek, Petr Zmij & Radek Martinek. (2022) Advanced Signal Processing Methods for Condition Monitoring. Archives of Computational Methods in Engineering 30:3, pages 1553-1577.
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Mohamed Habib Farhat, Len Gelman, Gerard Conaghan, Winston Kluis & Andrew Ball. (2022) Novel Diagnosis Technologies for a Lack of Oil Lubrication in Gearmotor Systems, Based on Motor Current Signature Analysis. Sensors 22:23, pages 9507.
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Abdelwahab D. Bebars, Abdelfattah A. Eladl, Gabr M. Abdulsalam & Ebrahim A. Badran. (2022) Internal electrical fault detection techniques in DFIG-based wind turbines: a review. Protection and Control of Modern Power Systems 7:1.
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Bowen YangJin YeStephen CoshattWenzhan SongFeraidoon Zahiri. (2022) Data-Driven Approach for Detection of Physical Faults and Cyber Attacks in Manufacturing Motor Drives. Data-Driven Approach for Detection of Physical Faults and Cyber Attacks in Manufacturing Motor Drives.
José Joaquín Aguilera, Wiebke Meesenburg, Torben Ommen, Wiebke Brix Markussen, Jonas Lundsted Poulsen, Benjamin Zühlsdorf & Brian Elmegaard. (2022) A review of common faults in large-scale heat pumps. Renewable and Sustainable Energy Reviews 168, pages 112826.
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Bowen Yang & Jin Ye. (2022) Data-Driven Detection of Physical Faults and Cyber Attacks in Dual-Motor EV Powertrains. Data-Driven Detection of Physical Faults and Cyber Attacks in Dual-Motor EV Powertrains.
Prashant Kumar & Ananda Shankar Hati. (2022) Dilated convolutional neural network based model for bearing faults and broken rotor bar detection in squirrel cage induction motors. Expert Systems with Applications 191, pages 116290.
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Raghied M. Atta, Ihab El-Sayed & Abdel Aleem H. Mohamed. (2021) Fabric properties measurements using real-time sewing machine motor current signature. Measurement 173, pages 108669.
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Fidya Eka Prahesti, Dimas Anton Asfani, I Made Yulistya Negara & Belly Yan Dewantara. (2020) Three-Phase Induction Motor Short Circuit Stator Detection Using an External Flux Sensor. Three-Phase Induction Motor Short Circuit Stator Detection Using an External Flux Sensor.
Peter Luong & Wilson Wang. (2020) Smart Sensor-Based Synergistic Analysis for Rotor Bar Fault Detection of Induction Motors. IEEE/ASME Transactions on Mechatronics 25:2, pages 1067-1075.
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Estefania Artigao, Andres Honrubia-Escribano & Emilio Gomez-Lazaro. (2020) In-Service Wind Turbine DFIG Diagnosis Using Current Signature Analysis. IEEE Transactions on Industrial Electronics 67:3, pages 2262-2271.
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Francesca Cipollini, Luca Oneto, Andrea Coraddu & Stefano Savio. (2019) Unsupervised Deep Learning for Induction Motor Bearings Monitoring. Data-Enabled Discovery and Applications 3:1.
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Anmol Aggarwal & Elias G. Strangas. (2019) Review of Detection Methods of Static Eccentricity for Interior Permanent Magnet Synchronous Machine. Energies 12:21, pages 4105.
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Mohamed Boudiaf Koura, Ahmed Hamida Boudinar & Ameur Fethi Aimer. (2019) Improved Diagnosis of Induction Motor's Rotor Faults using the Papoulis Window. Improved Diagnosis of Induction Motor's Rotor Faults using the Papoulis Window.
Drici Djalel, Kourd Yahia, Touba Mostefa Mohamed, Merabet Hichem & Bedoud Khouloud. (2019) Detection and SVM classification of Broken Rotor bars Fault in induction motor using WPA. Detection and SVM classification of Broken Rotor bars Fault in induction motor using WPA.
Abbas A Wahab, N F Abdullah & M A H Rasid. (2019) Commutator fault detection of brushed DC motor using thermal assessment. IOP Conference Series: Materials Science and Engineering 469, pages 012057.
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Sanjay Kumar, Debottam Mukherjee, Pabitra K. Guchhait, Ramashis Banerjee, A.K. Srivastava, D.N. Vishwakrma & R.K. Saket. (2019) Condition Based Prognostic Maintenance (CBPM) for Induction Machine – A Review. IEEE Access, pages 1-1.
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Mr. M. Yuvaraj, Mr. P. Elzhiloan, T. Thiruvaran, V. Aravinthan & Mr. B. Thanatheepan. (2018) Bearing Fault Prediction Using Current Signature Analysis in Electric Water Pump. Bearing Fault Prediction Using Current Signature Analysis in Electric Water Pump.
Jiaxing Li, Yunhua Li, Qu Wang, Hao Lu & Kai Xiong. (2018) Motor Electric Current Based Fault Detection for Transmission of EMA Using Matlab/Simulink Simscape. Motor Electric Current Based Fault Detection for Transmission of EMA Using Matlab/Simulink Simscape.
Noureddine Bessous, Salim Sbaa & Abida Toumi. (2018) A detailed study of the spectral content in the stator current of asynchronous machines under broken rotor bar faults using MCSA technique. A detailed study of the spectral content in the stator current of asynchronous machines under broken rotor bar faults using MCSA technique.
Ola E. Hassan, Motaz Amer, Ahmed K. Abdelsalam & Barry W. Williams. (2018) Induction motor broken rotor bar fault detection techniques based on fault signature analysis – a review. IET Electric Power Applications 12:7, pages 895-907.
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Madhusudhana Reddy Barusu, Umamaheswari Sethurajan & Meganathan Deivasigamani. (2018) Low‐cost SPLL‐based electrical faults identification for three‐phase squirrel cage induction motor using handheld Doppler radar signal analysis. IET Power Electronics 11:7, pages 1205-1216.
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Fateh Benchabane, Abderezak Guettaf, Khaled Yahia & Mohamed Sahraoui. (2018) Experimental investigation on induction motors inter-turns short-circuit and broken rotor bars faults diagnosis through the discrete wavelet transformExperimentelle Untersuchung von Windungsschlüssen und Stabbrüchen an Asynchronmaschinen mittels diskreter Wavelet-Transformation. e & i Elektrotechnik und Informationstechnik 135:2, pages 187-194.
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Mohamed Yazid Kaikaa & loubna Boudjlida. (2018) Detection of Combined Faults in Squirrel Cage Induction Motors. European Mechanical Science 2:1, pages 9-16.
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Estefania Artigao, Andres Honrubia-Escribano & Emilio Gomez-Lazaro. (2018) Current signature analysis to monitor DFIG wind turbine generators: A case study. Renewable Energy 116, pages 5-14.
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Francesca Cipollini, Luca Oneto, Andrea Coraddu, Stefano Savio & Davide Anguita. (2018) Unintrusive Monitoring of Induction Motors Bearings via Deep Learning on Stator Currents. Procedia Computer Science 144, pages 42-51.
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M. Mazzoleni, Y. Maccarana, F. Previdi, G. Pispola, M. Nardi, F. Perni & S. Toro. (2017) Development of a reliable electro-mechanical actuator for primary control surfaces in small aircrafts. Development of a reliable electro-mechanical actuator for primary control surfaces in small aircrafts.
Jawad Faiz & Ehsan Mazaheri-Tehrani. (2017) Demagnetization Modeling and Fault Diagnosing Techniques in Permanent Magnet Machines Under Stationary and Nonstationary Conditions: An Overview. IEEE Transactions on Industry Applications 53:3, pages 2772-2785.
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Danilo Granda ,Wilbert G. Aguilar, Diego Arcos-Aviles & Danny Sotomayor. (2017) Broken Bar Diagnosis for Squirrel Cage Induction Motors Using Frequency Analysis Based on MCSA and Continuous Wavelet Transform. Mathematical and Computational Applications 22:2, pages 30.
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Mehmet BAYRAK, Nduwayezu ERİC & Ahmet KÜÇÜKER. (2016) RÜZGAR TÜRBİNLERİNDE MEKANİK DENGESİZLİK ARIZALARININ ELEKTRİKSEL ÖLÇÜMLERDEN TESPİT EDİLMESİ. Gazi Üniversitesi Mühendislik-Mimarlık Fakültesi Dergisi 31:3, pages 687-694.
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M. Bourogaoui, H. Ben Attia Sethom & I. Slama Belkhodja. (2016) Speed/position sensor fault tolerant control in adjustable speed drives – A review. ISA Transactions 64, pages 269-284.
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Mohammed Obaid Mustafa, Damiano Varagnolo, George Nikolakopoulos & Thomas Gustafsson. (2016) Detecting broken rotor bars in induction motors with model-based support vector classifiers. Control Engineering Practice 52, pages 15-23.
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Raj Kumar Roy, Arunava Chatterjee & Debashis Chatterjee. (2016) A current signature based stator main winding fault detection technique for single-phase induction machine. A current signature based stator main winding fault detection technique for single-phase induction machine.
Somsak Stapornirun, Chanwit Tangsiriworakul & Chalermchat Manop. Fault detection and protection of three-phase induction motor using Eigen based analysis. Fault detection and protection of three-phase induction motor using Eigen based analysis.
Subrata Karmakar, Surajit Chattopadhyay, Madhuchhanda Mitra & Samarjit SenguptaSubrata Karmakar, Surajit Chattopadhyay, Madhuchhanda Mitra & Samarjit Sengupta. 2016. Induction Motor Fault Diagnosis. Induction Motor Fault Diagnosis 29 55 .
Chilaka Ranga & Ashwani Kumar Chandel. (2015) Advanced tool based condition monitoring of induction machines by using LabVIEW — A review. Advanced tool based condition monitoring of induction machines by using LabVIEW — A review.
Mansour Ojaghi & Naser Yazdandoost. (2015) Oil-Whirl Fault Modeling, Simulation, and Detection in Sleeve Bearings of Squirrel Cage Induction Motors. IEEE Transactions on Energy Conversion 30:4, pages 1537-1545.
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Uzoma A. Orji, Zachary Remscrim, Christopher Schantz, John Donnal, James Paris, Mark Gillman, Kawin Surakitbovorn, Steven B. Leeb & James L. Kirtley. (2015) Non‐intrusive induction motor speed detection. IET Electric Power Applications 9:5, pages 388-396.
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Diego Pascual. 2015. Artificial Intelligence Tools. Artificial Intelligence Tools 415 474 .
J. Burriel-Valencia, A. Sapena-Bano, M. Pineda-Sanchez & J. Martinez-Roman. (2015) Multilayer Park's vector approach, a method for fault detection on induction motors. Multilayer Park's vector approach, a method for fault detection on induction motors.
Mi-Ching Tsai, Shao-Kai Lin & Sheng-He Wang. (2015) Condition monitoring of BLDC motor drive systems by Hilbert Huang Transform. Condition monitoring of BLDC motor drive systems by Hilbert Huang Transform.
Nabil Ngote, Said Guedira, Mohammed Ouassaid & Mohamed Cherkaoui. (2015) Comparison of wavelet-functions for induction-motor rotor fault detection based on the hybrid “Time Synchronous Averaging - Discrete Wavelet Transform” approach. Comparison of wavelet-functions for induction-motor rotor fault detection based on the hybrid “Time Synchronous Averaging - Discrete Wavelet Transform” approach.
Konstantinos Gyftakis, Jose Antonino-Daviu, Raul Garcia-Hernandez, Malcolm McCulloch, David Howey & Antonio Cardoso. (2015) Comparative Experimental Investigation of the Broken Bar Fault Detectability in Induction Motors. IEEE Transactions on Industry Applications, pages 1-1.
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Zeynel Deprem & A. Cetin. (2015) Cross-term-free time–frequency distribution reconstruction via lifted projections. IEEE Transactions on Aerospace and Electronic Systems 51:1, pages 479-491.
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Marco Capasso, Stefano Savio, Pierluigi Firpo & Gianluca Parisi. (2015) Railway Transportation Efficiency Improvement: Loco Health Assessment by Time Domain Data Analysis to Support Condition Based Maintenance Implementation. Transportation Research Procedia 6, pages 424-433.
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J. Burriel Valencia, M. Pineda Sanchez, J. Martinez Roman, R. Puche Panadero & A. Sapena Bano. (2014) Study of Performance of Several Techniques of Fault Diagnosis for Induction Motors in Steady-State with SVM Learning Algorithms. Study of Performance of Several Techniques of Fault Diagnosis for Induction Motors in Steady-State with SVM Learning Algorithms.
Partha S. Bhowmik, Mangal Prakash & Sourav Pradhan. (2014) A novel neuro-classifier using Multiscale Permutation Entropy for motor fault diagnosis. A novel neuro-classifier using Multiscale Permutation Entropy for motor fault diagnosis.
D. Foito, J. Maia, V. Fernão Pires & J.F. Martins. (2014) Fault diagnosis in six-phase induction motor using a current trajectory mass center. Measurement 51, pages 164-173.
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Jeevanand Seshadrinath, Bhim Singh & Bijaya Ketan Panigrahi. (2014) Investigation of Vibration Signatures for Multiple Fault Diagnosis in Variable Frequency Drives Using Complex Wavelets. IEEE Transactions on Power Electronics 29:2, pages 936-945.
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Mansour Ojaghi & Nasser Yazdandoost. (2014) Winding function approach to simulate induction motors under sleeve bearing fault. Winding function approach to simulate induction motors under sleeve bearing fault.
S Bindu & Vinod V Thomas. (2014) Diagnoses of internal faults of three phase squirrel cage induction motor — A review. Diagnoses of internal faults of three phase squirrel cage induction motor — A review.
Ahmet Kucuker & Mehmet Bayrak. (2013) Detection of Mechanical Imbalances of Induction Motors with Instantaneous Power Signature Analysis. Journal of Electrical Engineering and Technology 8:5, pages 1116-1121.
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Mohammad Yousefi kia, Mostafa Khedri, Hamid Reza Najafi & Mohammad Ali Shamsi Nejad. (2013) Hybrid modelling of doubly fed induction generators with inter‐turn stator fault and its detection method using wavelet analysis. IET Generation, Transmission & Distribution 7:9, pages 982-990.
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Dragan Matic, Zeljko Kanovic, Dejan Reljic, Filip Kulic, Dura Oros & Veran Vasic. (2013) Broken bar detection using current analysis — A case study. Broken bar detection using current analysis — A case study.
A. E. Mabrouk, S. E. Zouzou, M. Sahraoui & S. Khelif. (2013) Discriminating time-varying loads and rotor cage fault in induction motors. Discriminating time-varying loads and rotor cage fault in induction motors.
H. Razik, M. El. K. Oumaamar & G. Clerc. (2013) A hybrid kangaroo algorithm to assess the state of health of electric motors. A hybrid kangaroo algorithm to assess the state of health of electric motors.
V. Fernão Pires, Manuel Kadivonga, J.F. Martins & A.J. Pires. (2013) Motor square current signature analysis for induction motor rotor diagnosis. Measurement 46:2, pages 942-948.
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Olivier Ondel, Emmanuel Boutleux, Eric Blanco & Guy Clerc. (2012) Coupling Pattern Recognition With State Estimation Using Kalman Filter for Fault Diagnosis. IEEE Transactions on Industrial Electronics 59:11, pages 4293-4300.
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J. Datta, S. Datta, Sumana Chowdhuri & Jitendranath Bera. (2012) GSM based condition reporting system for power station equipments. GSM based condition reporting system for power station equipments.
Sergio Toscani, Marco Faifer, Marco Rossi, Loredana Cristaldi & Massimo Lazzaroni. (2012) Effects of the Speed Loop on the Diagnosis of Rotor Faults in Induction Machines. IEEE Transactions on Instrumentation and Measurement 61:10, pages 2713-2722.
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M. Willig, T. J. E. Miller & I. Corral. (2012) Influence of source and power cord impedance on damping of flux variations induced by commutation in uncompensated universal motors. Influence of source and power cord impedance on damping of flux variations induced by commutation in uncompensated universal motors.
Ilhan Aydin, Mehmet Karakose & Erhan Akin. (2010) An adaptive artificial immune system for fault classification. Journal of Intelligent Manufacturing 23:5, pages 1489-1499.
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Dragan Mati?Filip Kuli?Manuel Pineda-S?nchez & Ilija Kamenko. (2012) Support vector machine classifier for diagnosis in electrical machines: Application to broken bar. Expert Systems with Applications 39:10, pages 8681-8689.
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Cheng-Chien Kuo. (2012) Discrimination of failure condition for wind turbines by Subtractive Clustering. Discrimination of failure condition for wind turbines by Subtractive Clustering.
Andrian Ceban, Remus Pusca & Raphaël Romary. (2012) Study of Rotor Faults in Induction Motors Using External Magnetic Field Analysis. IEEE Transactions on Industrial Electronics 59:5, pages 2082-2093.
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V. Fernao Pires, T. G. Amaral, D. Foito, R. Fiser, V. Ambrozicand & J. F. Martins. (2012) Rotor fault diagnosis in induction motors using S-Transform. Rotor fault diagnosis in induction motors using S-Transform.
Teng-Fa Taso & Cheng-Chien Kuo. (2012) Application of the Hilbert-Huang Transform with Fractal Feature Enhancement for Failure Types Classification of Wind Turbines. Application of the Hilbert-Huang Transform with Fractal Feature Enhancement for Failure Types Classification of Wind Turbines.
K. Yahia, A. J. M. Cardoso, S. E. Zouzou & S. Gueddidi. (2012) Broken rotor bars diagnosis in an induction motor fed from a frequency converter: experimental research. International Journal of System Assurance Engineering and Management 3:1, pages 40-46.
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Jinia Datta (Das)Sumana Chowdhuri, Jitendranath Bera & Gautam Sarkar. (2012) Remote monitoring of different electrical parameters of multi-machine system using PC. Measurement 45:1, pages 118-125.
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Xiangjun Wang & Fang Fang. (2011) Rotor broken-bar fault detection using a combined method of MUSIC and orthogonal projection. Rotor broken-bar fault detection using a combined method of MUSIC and orthogonal projection.
W. Laala, S. Guedini & S. Zouzou. (2011) Novel approach for diagnosis and detection of broken bar in induction motor at low slip using fuzzy logic. Novel approach for diagnosis and detection of broken bar in induction motor at low slip using fuzzy logic.
M. E. K. Oumaamar, H. Razik, A. Rezzoug, H. Chemali & A. Khezzar. (2011) Experimental investigation of new indices of broken rotor bar in induction motor. Experimental investigation of new indices of broken rotor bar in induction motor.
Lebaroud Abdesselam & Clerc Guy. (2011) Study of Rotor Asymmetry Effects of an Induction Machine by Finite Element Method. Journal of Electrical Engineering and Technology 6:3, pages 342-349.
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Dragan Matic, Filip Kulic, Vincente Climente-Alarcon & Ruben Puche-Panadero. (2010) Artificial neural networks broken rotor bars induction motor fault detection. Artificial neural networks broken rotor bars induction motor fault detection.
F. Karami, J. Poshtan & M. Poshtan. (2010) Model-based fault detection in induction Motors. Model-based fault detection in induction Motors.
L. Cristaldi, M. Faifer, L. Piegari, M. Rossi & S. Toscani. (2010) Rotor fault detection in field oriented controlled induction machines. Rotor fault detection in field oriented controlled induction machines.
M. Karakose, I. Aydin & E. Akin. (2010) The intelligent fault diagnosis frameworks based on fuzzy integral. The intelligent fault diagnosis frameworks based on fuzzy integral.
Loredana Cristaldi, Marco Faifer, Marco Rossi, Sergio Toscani & Massimo Lazzaroni. (2010) Condition based maintenance through electrical signature analysis: a case study. Condition based maintenance through electrical signature analysis: a case study.
V. Fern?o Pires, J.F. Martins & A.J. Pires. (2010) Eigenvector/eigenvalue analysis of a 3D current referential fault detection and diagnosis of an induction motor. Energy Conversion and Management 51:5, pages 901-907.
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Farzaneh Karami, Javad Poshtan & Majid Poshtan. (2010) Detection of broken rotor bars in induction motors using nonlinear Kalman filters. ISA Transactions 49:2, pages 189-195.
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Uzoma A. Orji, Zachary Remscrim, Christopher Laughman, Steven B. Leeb, Warit Wichakool, Christopher Schantz, Robert Cox, James Paris, James L. Kirtley & Les K. Norford. (2010) Fault detection and diagnostics for non-intrusive monitoring using motor harmonics. Fault detection and diagnostics for non-intrusive monitoring using motor harmonics.
T. SENGULER, E. KARATOPRAK & S. SEKER. (2010) A New MLP Approach for the Detection of the Incipient Bearing Damage. Advances in Electrical and Computer Engineering 10:3, pages 34-39.
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S.E. Zouzou, W. Laala, S. Guedidi & M. Sahraoui. (2009) A Fuzzy Logic Approach for the Diagnosis of Rotor Faults in Squirrel Cage Induction Motors. A Fuzzy Logic Approach for the Diagnosis of Rotor Faults in Squirrel Cage Induction Motors.
A. Khezzar, M.Y. Kaikaa, M. El Kamel Oumaamar, M. Boucherma & H. Razik. (2009) On the Use of Slot Harmonics as a Potential Indicator of Rotor Bar Breakage in the Induction Machine. IEEE Transactions on Industrial Electronics 56:11, pages 4592-4605.
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M. E. K. Oumaamar, H. Razik & A. Khezzar. (2009) Experimental investigation of stator current signature in defective induction motor. Experimental investigation of stator current signature in defective induction motor.
Claudio Bianchini, Emanuele Fornasiero, Torben N. Matzen, Nicola Bianchi & Alberto Bellini. (2009) Stator fault detection for multi-phase machines with multiple reference frames transformation. Stator fault detection for multi-phase machines with multiple reference frames transformation.
V. Fernao Pires, Tito G. Amaral & J. F. Martins. (2009) Stator winding fault diagnosis in induction motors using the dq current trajectory mass center. Stator winding fault diagnosis in induction motors using the dq current trajectory mass center.
Achmad Widodo, Bo-Suk Yang, Dong-Sik Gu & Byeong-Keun Choi. (2009) Intelligent fault diagnosis system of induction motor based on transient current signal. Mechatronics 19:5, pages 680-689.
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Mario Eltabach & Hani Hamdan. (2009) Induction motor fault detection by spectral principal components analysis of the supply currents. Induction motor fault detection by spectral principal components analysis of the supply currents.
O. Ondel, G. Clerc, E. Boutleux & E. Blanco. (2009) Fault Detection and Diagnosis in a Set “Inverter–Induction Machine” Through Multidimensional Membership Function and Pattern Recognition. IEEE Transactions on Energy Conversion 24:2, pages 431-441.
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A. Lebaroud & G. Clerc. (2009) Accurate diagnosis of induction machine faults using optimal time–frequency representations. Engineering Applications of Artificial Intelligence 22:4-5, pages 815-822.
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L. Cristaldi, M. Faifer, M. Lazzaroni & S. Toscani. (2009) An Inverter-Fed Induction Motor Diagnostic Tool Based on Time-Domain Current Analysis. IEEE Transactions on Instrumentation and Measurement 58:5, pages 1454-1461.
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Loredana Cristaldi, Marco Faifer, Sergio Toscani & Massimo Lazzaroni. (2009) An on-board device for condition based maintenance on inverted fed induction machines. An on-board device for condition based maintenance on inverted fed induction machines.
Nicola Bianchi & Emanuele Fornasiero. (2009) Space vector harmonic analysis of a five-phase PM motor including asymmetries. Space vector harmonic analysis of a five-phase PM motor including asymmetries.
Mario Eltabach, Jerome Antoni, Galyna Shanina, Sophie Sieg-Zieba & Xavier Carniel. (2009) Broken rotor bars detection by a new non-invasive diagnostic procedure. Mechanical Systems and Signal Processing 23:4, pages 1398-1412.
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Alberto Bellini. (2009) Quad Demodulation: A Time-Domain Diagnostic Method for Induction Machines. IEEE Transactions on Industry Applications 45:2, pages 712-719.
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H. Razik, H. Henao & R. Carlson. (2009) An induction machine model including interbar currents for studying performances during transients and steady state. Electric Power Systems Research 79:1, pages 181-189.
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A. Bellini, F. Filippetti, C. Tassoni & G.-A. Capolino. (2008) Advances in Diagnostic Techniques for Induction Machines. IEEE Transactions on Industrial Electronics 55:12, pages 4109-4126.
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H. Razik, R. Andriamalala, M.B.R. Correa & E.R.C. da Silva. (2008) A complex spectral analysis of the stator current dedicated to the defects monitoring of squirrel cage induction motors. A complex spectral analysis of the stator current dedicated to the defects monitoring of squirrel cage induction motors.
C. Bianchini, E. Fornasiero, T.N. Matzen, N. Bianchi & A. Bellini. (2008) Fault detection of a five-phase Permanent-Magnet machine. Fault detection of a five-phase Permanent-Magnet machine.
M. Sahraoui, A. Ghoggal, S.E. Zouzou & M.E. Benbouzid. (2008) Dynamic eccentricity in squirrel cage induction motors – Simulation and analytical study of its spectral signatures on stator currents. Simulation Modelling Practice and Theory 16:9, pages 1503-1513.
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O. Bottauscio, M. Chiampi, C. Concari, C. Tassoni & M. Zucca. (2008) From the ideal to the real induction machine: Modelling approach and experimental validation. Journal of Magnetism and Magnetic Materials 320:20, pages e901-e906.
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O. Ondel, E. Boutleux, G. Clerc & E. Blanco. (2008) FDI based on pattern recognition using Kalman prediction: Application to an induction machine. Engineering Applications of Artificial Intelligence 21:7, pages 961-973.
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T. Senguler, E. Karatoprak, S. Seker & R. Caglar. (2008) ICA and wavelet packet decomposition approaches for monitoring the incipient bearing damage in electrical motors. ICA and wavelet packet decomposition approaches for monitoring the incipient bearing damage in electrical motors.
A. Lebaroud & G. Clerc. (2008) Diagnosis of induction motor faults using instantaneous frequency signature analysis. Diagnosis of induction motor faults using instantaneous frequency signature analysis.
Fernando M. Janeiro, J. F. Martins, V. Fernao Pires, Pedro M. Ramos & A. J. Pires. (2008) Induction Motor Broken Bars Online Detection. Induction Motor Broken Bars Online Detection.
L. Cristaldi, M. Faifer, M. Lazzaroni & S. Toscani. (2008) A VI Based Tool for Inverter fed Induction Motor Diagnostic. A VI Based Tool for Inverter fed Induction Motor Diagnostic.
Wiehan Roux, Ronald Harley & Thomas Habetler. (2008) Detecting faults in rotors of PM drives. IEEE Industry Applications Magazine 14:2, pages 23-31.
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Satish Rajagopalan, JosÉ A. Restrepo, JosÉ M. Aller, Thomas G. Habetler & Ronald G. Harley. (2008) Nonstationary Motor Fault Detection Using Recent Quadratic Time–Frequency Representations. IEEE Transactions on Industry Applications 44:3, pages 735-744.
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