$\require{mediawiki-texvc}$

연합인증

연합인증 가입 기관의 연구자들은 소속기관의 인증정보(ID와 암호)를 이용해 다른 대학, 연구기관, 서비스 공급자의 다양한 온라인 자원과 연구 데이터를 이용할 수 있습니다.

이는 여행자가 자국에서 발행 받은 여권으로 세계 각국을 자유롭게 여행할 수 있는 것과 같습니다.

연합인증으로 이용이 가능한 서비스는 NTIS, DataON, Edison, Kafe, Webinar 등이 있습니다.

한번의 인증절차만으로 연합인증 가입 서비스에 추가 로그인 없이 이용이 가능합니다.

다만, 연합인증을 위해서는 최초 1회만 인증 절차가 필요합니다. (회원이 아닐 경우 회원 가입이 필요합니다.)

연합인증 절차는 다음과 같습니다.

최초이용시에는
ScienceON에 로그인 → 연합인증 서비스 접속 → 로그인 (본인 확인 또는 회원가입) → 서비스 이용

그 이후에는
ScienceON 로그인 → 연합인증 서비스 접속 → 서비스 이용

연합인증을 활용하시면 KISTI가 제공하는 다양한 서비스를 편리하게 이용하실 수 있습니다.

[해외논문] A Diagnosis Method of Bearing and Stator Fault in Motor Using Rotating Sound Based on Deep Learning 원문보기

Energies, v.14 no.5, 2021년, pp.1319 -   

Nakamura, Hisahide (Research and Development Division, TOENEC Corporation, 1-79, Takiharu-cho, Minami-ku, Nagoya 457-0819, Japan) ,  Asano, Keisuke (Department of Electrical and Mechanical Engineering, Nagoya Institute of Technology, Gokiso-cho, Showa-ku, Nagoya 466-8555, Japan) ,  Usuda, Seiran (Department of Electrical and Mechanical Engineering, Nagoya Institute of Technology, Gokiso-cho, Showa-ku, Nagoya 466-8555, Japan) ,  Mizuno, Yukio (Department of Electrical and Mechanical Engineering, Nagoya Institute of Technology, Gokiso-cho, Showa-ku, Nagoya 466-8555, Japan)

Abstract AI-Helper 아이콘AI-Helper

Various industrial fields use motors as key power sources, and their importance is increasing. In motor manufacturing, various tests are conducted for each motor before shipping. The no-load test is one such test, in which, for instance, the current flowing into the motor and temperature of the bear...

참고문헌 (27)

  1. 10.1109/TIA.1985.349533 Motor Reliability Working Group (1985). Report of Large Motor Reliability Survey of Industrial and Commercial Installation, Part II. IEEE Trans. Ind. Appl., 21, 865-872. 

  2. Zhou Incipient Bearing Fault Detection via Motor Stator Current Noise Cancellation Using Wiener Filter IEEE Trans. Ind. Appl. 2009 10.1109/TIA.2009.2023566 45 1309 

  3. 10.1109/ICElMach.2012.6350231 Delgado, M., Cirrincione, G., Garcia, A., Ortega, J.A., and Henao, H. (2012, January 2-5). A novel condition monitoring scheme for bearing faults based on curvilinear component analysis and hierarchical neural networks. Proceedings of the 2012 XXth International Conference on Electrical Machines, Marseille, France. 

  4. Prieto Bearing fault diagnosis by a novel condition-monitoring scheme based on statistical-time features and neural networks IEEE Trans. Ind. Electron. 2013 10.1109/TIE.2012.2219838 60 3398 

  5. Jin Motor Bearing Fault Diagnosis Using Trace Ratio Linear Discriminant Analysis IEEE Trans. Ind. Electron. 2014 10.1109/TIE.2013.2273471 61 2441 

  6. Seshadrinath Investigation of Vibration Signatures for Multiple Fault Diagnosis in Variable Frequency Drives Using Complex Wavelets IEEE Trans. Power Electron. 2014 10.1109/TPEL.2013.2257869 29 936 

  7. Wang Bearing fault diagnosis of Direct-Drive Wind Turbines Using Multiscale Filtering Spectrum IEEE Trans. Ind. Appl. 2017 10.1109/TIA.2017.2650142 53 3029 

  8. Multifault Diagnosis Method Applied to an Electric Machine Based on High-Dimensional Feature Reduction IEEE Trans. Ind. Appl. 2016 53 3086 

  9. 10.3390/en14030712 Ewert, P., Orlowska-Kowalska, T., and Jankowska, K. (2021). Effectiveness Analysis of PMSM Motor Rolling Bearing Fault Detections Based on Vibration Analysis and Shallow Neural Networks. Energies, 14. 

  10. Lau Detection of motor bearing outer raceway detect by wavelet packet transformed motor current signature analysis IEEE Trans. Instrum. Meas. 2010 10.1109/TIM.2010.2045927 59 2683 

  11. Frosini Stator Current and Motor Efficiency as Indicators for Different Types of Bearing Faults in Induction Motors IEEE Trans. Ind. Electron. 2010 10.1109/TIE.2009.2026770 57 244 

  12. Leite Detection of Localized Bearing Faults in Induction Machines by Spectral Kurtosis and Envelope Analysis of Stator Current IEEE Trans. Indu. Electron. 2015 10.1109/TIE.2014.2345330 62 1855 

  13. Boudinar Induction Motor Bearing Fault Analysis Using a Root-MUSIC Method IEEE Trans. Ind. Appl. 2016 10.1109/TIA.2016.2581143 52 3851 

  14. Pandarakone Distinct Fault Analysis of Induction Motor Bearing Using Frequency Spectrum Determination and Support Vector Machine IEEE Trans. Ind. Appl. 2016 10.1109/TIA.2016.2639453 53 3049 

  15. Pandarakone Evaluating the Progression and Orientation of Scratches on Outer-Raceway Bearing Using a Pattern Recognition Method IEEE Trans. Ind. Electron. 2018 10.1109/TIE.2018.2833025 66 1307 

  16. Kang Time-Varying and Multiresolution Envelope Analysis and Discriminative Feature Analysis for Bearing Fault Diagnosis IEEE Trans. Ind. Electron. 2015 10.1109/TIE.2015.2460242 62 7749 

  17. Hamadache Rotor Speed-Based Bearing Fault Diagnosis (RSB-BFD) Under Variable Speed and Constant Load IEEE Trans. Ind. Electron. 2015 10.1109/TIE.2015.2416673 62 6486 

  18. Geiman, J. (2021, January 13). DC Step-Voltage and Surge Testing Motors. Available online: https://www.efficientplantmag.com/2007/03/dc-step-voltage-and-surge-testing-of-motors/. 

  19. Yang Online Stator Turn Fault Detection for Inverter-Fed Electric Machines Using Neutral Point Voltages Difference IEEE Trans. Ind. Appl. 2016 10.1109/TIA.2016.2582821 52 4039 

  20. Bouzid An Efficient Simplified Physical Faulty Model of a Permanent Magnet Synchronous Generator Dedicated to Stator Fault Diagnosis Part II: Automatic Stator Fault Diagnosis IEEE Trans. Ind. Appl. 2017 10.1109/TIA.2017.2661841 53 2762 

  21. Pandarakone Online Slight Inter-Turn Short-Circuit Fault Diagnosis Using the Distortion Ratio of Load Current in a Low-Voltage Induction Motor IEEJ J. Ind. Appl. 2018 7 473 

  22. Saleh Phaselet-Based Method for Detecting Electric Faults in 3ϕ Induction Motor Drives-Part I: Analysis and Development IEEE Trans. Ind. Appl. 2017 10.1109/TIA.2016.2608945 53 2976 

  23. Irhoumah Detection of the Stator Winding Inter-Turn Faults in Asynchronous and Synchronous Machines Through the Correlation Between Harmonics of the Voltage of Two Magnetic Flux Sensors IEEE Trans. Ind. Appl. 2019 10.1109/TIA.2019.2899560 55 2682 

  24. Gyftakis Dielectric Characteristics of Electric Vehicle Traction Motor Winding Insulation Under Thermal Aging IEEE Trans. Ind. Appl. 2016 52 1398 

  25. Sumislawska The Impact of Thermal Degradation on Properties of Electrical Machine Winding Insulation Material IEEE Trans. Ind. Appl. 2016 10.1109/TIA.2016.2544745 52 2951 

  26. Mizusawa Fundamental Study on Impact Sound Generated from Plates Colliding Spherical Bodies Proc. Jpn. Soc. Civil Eng. 2004 766 47 

  27. Hochreiter Long Short-Term Memory Neural Comput. 1997 10.1162/neco.1997.9.8.1735 9 1735 

활용도 분석정보

상세보기
다운로드
내보내기

활용도 Top5 논문

해당 논문의 주제분야에서 활용도가 높은 상위 5개 콘텐츠를 보여줍니다.
더보기 버튼을 클릭하시면 더 많은 관련자료를 살펴볼 수 있습니다.

관련 콘텐츠

오픈액세스(OA) 유형

GOLD

오픈액세스 학술지에 출판된 논문

저작권 관리 안내
섹션별 컨텐츠 바로가기

AI-Helper ※ AI-Helper는 오픈소스 모델을 사용합니다.

AI-Helper 아이콘
AI-Helper
안녕하세요, AI-Helper입니다. 좌측 "선택된 텍스트"에서 텍스트를 선택하여 요약, 번역, 용어설명을 실행하세요.
※ AI-Helper는 부적절한 답변을 할 수 있습니다.

선택된 텍스트

맨위로