An improved combination of Hilbert and Park transforms for fault detection and identification in three-phase induction motors
被引:59
作者:
Bacha, Khmais
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Higher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, TunisiaHigher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, Tunisia
Bacha, Khmais
[1
]
Ben Salem, Samira
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Higher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, TunisiaHigher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, Tunisia
Ben Salem, Samira
[1
]
Chaari, Abdelkader
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Higher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, TunisiaHigher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, Tunisia
Chaari, Abdelkader
[1
]
机构:
[1] Higher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, Tunisia
Fault diagnosis;
Hilbert transform;
Park transform;
Support vector machine;
DIAGNOSIS;
SECTION;
D O I:
10.1016/j.ijepes.2012.06.056
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
080906 [电磁信息功能材料与结构];
082806 [农业信息与电气工程];
摘要:
In this work we propose an original fault signature based on an improved combination of Hilbert and Park transforms. Starting from this combination we can release two fault signatures: Hilbert modulus current space vector (HMCSV) and Hilbert phase current space vector (HPCSV). These two signatures are subsequently analyzed using the classical fast Fourier transform (FFT). The effects of HMCSV and HPCSV spectrums are described and the related frequencies are determined. A comparative study is presented of the suggested signature (HPCSV) and the MCSA which is the signature more recently proposed in the literature. The proposed signature shows its effectiveness and its robustness in both electrical and mechanical fault detection. The magnitudes of spectral components relative to the studied faults are extracted in order to develop the input vector necessary for the pattern recognition tool based on support vector machine (SVM) approach with an aim of classifying automatically the various states of the induction motor. This approach was applied to a 1.1 kw induction motor under normal operation and with the following faults: unbalanced voltage, broken rotor bar, air-gap eccentricity and outer raceway ball bearing defect. (C) 2012 Elsevier Ltd. All rights reserved.
机构:
Higher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, TunisiaHigher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, Tunisia
Bacha, Khmais
;
Souahlia, Seifeddine
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Higher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, TunisiaHigher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, Tunisia
Souahlia, Seifeddine
;
Gossa, Moncef
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Higher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, TunisiaHigher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, Tunisia
机构:
Schneider Elect SA, F-92500 Rueil Malmaison, France
Lab Eletrotech Grenoble, F-38402 St Martin Dheres, FranceSchneider Elect SA, F-92500 Rueil Malmaison, France
Bloedt, Martin
;
Granjon, Pierre
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机构:
Inst Natl Polytech Grenoble, Gipsa Lab, F-38031 Grenoble, FranceSchneider Elect SA, F-92500 Rueil Malmaison, France
Granjon, Pierre
;
Raison, Bertrand
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机构:
Inst Natl Polytech Grenoble, Lab Geneie Elect Grenobe, F-38402 St Martin Dheres, FranceSchneider Elect SA, F-92500 Rueil Malmaison, France
Raison, Bertrand
;
Rostaing, Gilles
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机构:
Inst Natl Polytech Grenoble, Lab Geneie Elect Grenobe, F-38402 St Martin Dheres, FranceSchneider Elect SA, F-92500 Rueil Malmaison, France
机构:
Higher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, TunisiaHigher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, Tunisia
Bacha, Khmais
;
Souahlia, Seifeddine
论文数: 0引用数: 0
h-index: 0
机构:
Higher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, TunisiaHigher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, Tunisia
Souahlia, Seifeddine
;
Gossa, Moncef
论文数: 0引用数: 0
h-index: 0
机构:
Higher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, TunisiaHigher Sch Sci & Technol Tunis, Unit Res Control Monitoring & Reliabil Syst, Bab Menara 1008, Tunisia
机构:
Schneider Elect SA, F-92500 Rueil Malmaison, France
Lab Eletrotech Grenoble, F-38402 St Martin Dheres, FranceSchneider Elect SA, F-92500 Rueil Malmaison, France
Bloedt, Martin
;
Granjon, Pierre
论文数: 0引用数: 0
h-index: 0
机构:
Inst Natl Polytech Grenoble, Gipsa Lab, F-38031 Grenoble, FranceSchneider Elect SA, F-92500 Rueil Malmaison, France
Granjon, Pierre
;
Raison, Bertrand
论文数: 0引用数: 0
h-index: 0
机构:
Inst Natl Polytech Grenoble, Lab Geneie Elect Grenobe, F-38402 St Martin Dheres, FranceSchneider Elect SA, F-92500 Rueil Malmaison, France
Raison, Bertrand
;
Rostaing, Gilles
论文数: 0引用数: 0
h-index: 0
机构:
Inst Natl Polytech Grenoble, Lab Geneie Elect Grenobe, F-38402 St Martin Dheres, FranceSchneider Elect SA, F-92500 Rueil Malmaison, France