Presentation | 2004/10/15 Mechanical Condition Monitoring of Vacuum Circuit Breakers Using Artificial Neural Network(Session 5 : Contactactors & Circuit Breakers) Yongpeng Meng, Shenli Jia, Mingzhe Rong, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The vibration signature collected on the framework of the vacuum circuit breaker is decomposed into individual frequency bands using the algorithm of wavelet packets. Main signal energy in these bands is extracted to form the condition eigenvectors. For specific condition classification, the concept of credibility is introduced in this paper. A new recognition algorithm based on the Radial Basis Function (RBF) neural network is proposed and applied to the monitoring of vacuum circuit breakers. Multiple experiments under different conditions verify that the new algorithm can recognize not only the known conditions but also a new condition of the breakers. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Vibration signature / Wavelet packets / Credibility / Neural network / Vacuum circuit breaker |
Paper # | EMD2004-72 |
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Committee | EMD |
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Conference Date | 2004/10/15(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Electromechanical Devices (EMD) |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Mechanical Condition Monitoring of Vacuum Circuit Breakers Using Artificial Neural Network(Session 5 : Contactactors & Circuit Breakers) |
Sub Title (in English) | |
Keyword(1) | Vibration signature |
Keyword(2) | Wavelet packets |
Keyword(3) | Credibility |
Keyword(4) | Neural network |
Keyword(5) | Vacuum circuit breaker |
1st Author's Name | Yongpeng Meng |
1st Author's Affiliation | State Key Laboratory of Electrical Insulation for Power Equipment, Xi'an Jiaotong University() |
2nd Author's Name | Shenli Jia |
2nd Author's Affiliation | State Key Laboratory of Electrical Insulation for Power Equipment, Xi'an Jiaotong University |
3rd Author's Name | Mingzhe Rong |
3rd Author's Affiliation | State Key Laboratory of Electrical Insulation for Power Equipment, Xi'an Jiaotong University |
Date | 2004/10/15 |
Paper # | EMD2004-72 |
Volume (vol) | vol.104 |
Number (no) | 356 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |