Motor misalignment detection based on hidden markov model

被引:0
作者
Wongsuwan, Tichate [1 ]
Tangamchit, Poj [1 ]
Prapanavarat, Cherdchai [2 ]
Pusayatanont, Mongkol [3 ]
机构
[1] King Monguts Univ Technol Thonburi, Control Syst & Instrumentat Engn Dept, Bangkok, Thailand
[2] King Monguts Univ Technol Thonburi, Dept Elect Engn, Bangkok, Thailand
[3] Ubonrachatani Univ, Dept Elect Engn, Ubonrachatani, Thailand
来源
2006 INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES,VOLS 1-3 | 2006年
关键词
motor misalignment; HiddenMarkov model; wavelet transform; feature vector;
D O I
暂无
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
This paper purpose a fault detection technique in three-phase induction motors based on Hidden Markov Model (HMM). This technique detects misalignment of motor's shaft by using HMM recognition of stator's current using Cepstral coefficients as feature vectors. We divided the amount misalignment into six group levels. In each level, we trained the HMM with a set of data that represents each level of misalignment, the experiments indicated 83.34 % recognition rate.
引用
收藏
页码:472 / +
页数:2
相关论文
共 14 条
[1]  
AHKUPUTRA V, 1998, CIRC SYST 1998 IEEE
[2]  
[Anonymous], 1997, A Wavelet Tour of Signal Processing
[3]  
BALLANG M, 2004, P 27 EL ENG C EECON, P181
[4]  
Benbouzid M. E. H., 2000, IEEE T IND ELECT, V47
[5]  
BENBOUZID MEH, P 1997 INT C MAINT R, V1
[6]  
DORELL DG, 1995, IEEE EL MACH DRIV 11, V412, P151
[7]  
FILIPPETTI F, 1994, IEEE IND APPLIC SOC, P95, DOI 10.1109/IAS.1994.345493
[8]   Recent advances of Thai speech recognition in Thailand [J].
Jitapunkul, S ;
Luksaneeyanawin, S ;
Ahkuputra, V ;
Maneenoi, E ;
Kasuriya, S ;
Amornkul, P .
APCCAS '98 - IEEE ASIA-PACIFIC CONFERENCE ON CIRCUITS AND SYSTEMS: MICROELECTRONICS AND INTEGRATING SYSTEMS, 1998, :173-176
[9]   Condition monitoring and fault diagnosis of electrical motors - A review [J].
Nandi, S ;
Toliyat, HA ;
Li, XD .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2005, 20 (04) :719-729
[10]  
PAN KC, 1985, IEEE T ACOUST SPEECH, V33, P546