Fault Detection and Diagnostics for Non-Intrusive Monitoring using Motor Harmonics

被引:13
|
作者
Orji, Uzoma A. [1 ]
Remscrim, Zachary [1 ]
Laughman, Christopher [1 ]
Leeb, Steven B. [1 ]
Wichakool, Warit [1 ]
Schantz, Christopher [1 ]
Cox, Robert [1 ]
Paris, James [1 ]
Kirtley, James L., Jr. [1 ]
Norford, Les K. [1 ]
机构
[1] MIT, Cambridge, MA 02139 USA
关键词
AIRGAP ECCENTRICITY; INDUCTION-MOTOR; ROTOR; SPECTRUM; BARS;
D O I
10.1109/APEC.2010.5433437
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Harmonic analysis of motor current has been used to track the speed of motors for sensorless control. Algorithms exist that track the speed of a motor given a dedicated stator current measurement, for example [1-5]. Harmonic analysis has also been applied for diagnostic detection of electro-mechanical faults such as damaged bearings and rotor eccentricity [6-17]. This paper demonstrates the utility of harmonic analysis for fault detection and diagnostics in non-intrusive monitoring applications, where multiple loads are tracked by a sensor monitoring only the aggregate utility service. An optimization routine is implemented to maintain accuracy of speed estimation while using shorter lengths of data.
引用
收藏
页码:1547 / 1554
页数:8
相关论文
共 50 条
  • [21] Non-intrusive tools for electric propulsion diagnostics
    Dancheva, Y.
    Pagano, D.
    Scaranzin, S.
    Mercatelli, R.
    Presi, M.
    Scortecci, F.
    Castellini, G.
    CEAS SPACE JOURNAL, 2022, 14 (01) : 19 - 30
  • [22] NIRVANA: A Non-Intrusive Black-Box Monitoring Framework for Rack-level Fault Detection
    Ciccotelli, Claudio
    Aniello, Leonardo
    Lombardi, Federico
    Montanari, Luca
    Querzoni, Leonardo
    Baldoni, Roberto
    2015 IEEE 21ST PACIFIC RIM INTERNATIONAL SYMPOSIUM ON DEPENDABLE COMPUTING (PRDC), 2015, : 11 - 20
  • [23] Arc fault detection and identification via non-intrusive current disaggregation
    Luan, Wenpeng
    Lin, Jianli
    Liu, Bo
    Zhao, Bochao
    ELECTRIC POWER SYSTEMS RESEARCH, 2022, 210
  • [24] NON-INTRUSIVE BATTERY HEALTH MONITORING
    Gajewski, Laurent
    Cenac-Morthe, Celine
    Carre, Aurore
    Simon, Patrice
    Taberna, Pierre-Louis
    11TH EUROPEAN SPACE POWER CONFERENCE, 2017, 16
  • [25] Remote Non-Intrusive Patient Monitoring
    O'Donoghue, John
    Herbert, John
    Stack, Paul
    SMART HOMES AND BEYOND, 2006, 19 : 180 - +
  • [26] Detection of unidentified appliances in non-intrusive load monitoring using siamese neural networks
    De Baets, Leen
    Develder, Chris
    Dhaene, Tom
    Deschrijver, Dirk
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2019, 104 : 645 - 653
  • [27] Non-Intrusive Load Monitoring: A Review
    Schirmer, Pascal A.
    Mporas, Iosif
    IEEE TRANSACTIONS ON SMART GRID, 2023, 14 (01) : 769 - 784
  • [28] A Survey on the Non-intrusive Load Monitoring
    Deng X.-P.
    Zhang G.-Q.
    Wei Q.-L.
    Peng W.
    Li C.-D.
    Zidonghua Xuebao/Acta Automatica Sinica, 2022, 48 (03): : 644 - 663
  • [29] Non-intrusive monitoring of software quality
    Boffoli, Nicola
    10TH EUROPEAN CONFERENCE ON SOFTWARE MAINTENANCE AND REENGINEERING, PROCEEDINGS, 2006, : 317 - +
  • [30] AN IMPROVED MOTOR REPLACEMENT STRATEGY USING NON-INTRUSIVE MOTOR EFFICIENCY ESTIMATION
    Dlamini, V.
    Bansal, R. C.
    Naidoo, R.
    PROCEEDINGS OF THE 2014 11TH INTERNATIONAL CONFERENCE ON THE INDUSTRIAL AND COMMERCIAL USE OF ENERGY (ICUE), 2014, : 107 - 114