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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Perera, N. Rajapakse, A.D. |
| Copyright Year | 1986 |
| Abstract | This paper presents the development and hardware implementation of a classification scheme to distinguish the transients originated by faults from other types of transients. In the proposed scheme, a set of Hidden Markov Model-based classifiers is employed to recognize the fault transients. Input features for the classifiers are the energy contained in wavelet coefficients of the measured current waveforms. A laboratory prototype of the fault recognition system was implemented on a floating-point digital-signal-processor (DSP)-based hardware platform. The classification system was tested using the transient signals generated by a real-time waveform playback unit. The test waveforms were generated by simulating an actual extra-high-voltage transmission system on an electromagnetic transient simulation program. The operation of the classification system was further verified using waveforms obtained from an actual fault recorder. The performance of the classifier was investigated under different practical scenarios, such as current transformer saturation, measurement noise, and lightning faults. |
| Sponsorship | IEEE Power Engineering Society |
| Starting Page | 40 |
| Ending Page | 52 |
| Page Count | 13 |
| File Size | 2078810 |
| File Format | |
| ISSN | 08858977 |
| Volume Number | 27 |
| Issue Number | 1 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-01-01 |
| Publisher Place | U.S.A. |
| Access Restriction | One Nation One Subscription (ONOS) |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Hidden Markov models Transient analysis Real time systems Hardware Discrete wavelet transforms transient classifier Discrete wavelet transform (DWT) hidden Marko Model (HMM) protection relaying real-time implementation |
| Content Type | Text |
| Resource Type | Article |
| Subject | Energy Engineering and Power Technology Electrical and Electronic Engineering |
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