Thermographic Fault Diagnosis of Ventilation in BLDC Motors

被引:74
作者
Glowacz, Adam [1 ]
机构
[1] AGH Univ Sci & Technol, Dept Automat Control & Robot, Fac Elect Engn Automat Comp Sci & Biomed Engn, Aleja Adama Mickiewicza 30, PL-30059 Krakow, Poland
关键词
thermographic; infrared; BLDC motor; image processing; fault diagnosis;
D O I
10.3390/s21217245
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Thermographic fault diagnosis of ventilation in BLDC (brushless DC) motors is described. The following states of BLDC motors were analyzed: a healthy BLDC motor running at 1450 rpm, a healthy BLDC motor at 2100 rpm, blocked ventilation of the BLDC motor at 1450 rpm, blocked ventilation of the BLDC motor at 2100 rpm, healthy clipper, and blocked ventilation of the clipper. A feature extraction method called the Common Part of Arithmetic Mean of Thermographic Images (CPoAMoTI) was proposed. Test thermal images were analyzed successfully. The developed method, CPoAMoTI is useful for industry and society. Electric cars, trains, fans, clippers, computers, cordless power tools can be diagnosed using the developed method.
引用
收藏
页数:16
相关论文
共 26 条
[1]   Three-phase induction motor fault detection based on thermal image segmentation [J].
Al-Musawi, Ammar K. ;
Anayi, Fatih ;
Packianather, Michael .
INFRARED PHYSICS & TECHNOLOGY, 2020, 104
[2]   Recent Industrial Applications of Infrared Thermography: A Review [J].
Alfredo Osornio-Rios, Roque ;
Alfonso Antonino-Daviu, Jose ;
de Jesus Romero-Troncoso, Rene .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2019, 15 (02) :615-625
[3]   A Review of Artificial Intelligence Methods for Condition Monitoring and Fault Diagnosis of Rolling Element Bearings for Induction Motor [J].
AlShorman, Omar ;
Irfan, Muhammad ;
Saad, Nordin ;
Zhen, D. ;
Haider, Noman ;
Glowacz, Adam ;
AlShorman, Ahmad .
SHOCK AND VIBRATION, 2020, 2020
[4]   Infrared Thermography-Based Fault Diagnosis of Induction Motor Bearings Using Machine Learning [J].
Choudhary, Anurag ;
Goyal, Deepam ;
Letha, Shimi Sudha .
IEEE SENSORS JOURNAL, 2021, 21 (02) :1727-1734
[5]   RETRACTED: Detection and classification of mechanical faults of three phase induction motor via pixels analysis of thermal image and adaptive neuro-fuzzy inference system (Retracted Article) [J].
Devarajan, Gunapriya ;
Chinnusamy, Muniraj ;
Kaliappan, Lakshmi .
JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 12 (05) :4619-4630
[6]   Fault Diagnosis of Wafer Acceptance Test and Chip Probing Between Front-End-of-Line and Back-End-of-Line Processes [J].
Fan, Shu-Kai S. ;
Cheng, Chun-Wei ;
Tsai, Du-Ming .
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2022, 19 (04) :3068-3082
[7]   Fault diagnosis of electric impact drills using thermal imaging [J].
Glowacz, Adam .
MEASUREMENT, 2021, 171
[8]   Diagnosis of the three-phase induction motor using thermal imaging [J].
Glowacz, Adam ;
Glowacz, Zygfryd .
INFRARED PHYSICS & TECHNOLOGY, 2017, 81 :7-16
[10]   Fault diagnosis of synchronous hydraulic motor based on acoustic signals [J].
Hou, Jiaoyi ;
Sun, Hongyu ;
Xu, Aoyu ;
Gong, Yongjun ;
Ning, Dayong .
ADVANCES IN MECHANICAL ENGINEERING, 2020, 12 (04)