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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Han, L. Peters, J.F. |
| Copyright Year | 2002 |
| Description | Author affiliation: Dept. of Electr. & Comput. Eng., Manitoba Univ., Winnipeg, Man., Canada (Han, L.; Peters, J.F.) |
| Abstract | Searching for global minima is difficult and is still considered an unsolved problem in the study of optimization algorithms. In this paper, a heuristic method for searching for global minima relative to high voltage (HV) AC error is discussed. This heuristic method is important in the design of a HV power fault classification system such as the one described by L. Han et al. (1999). In this system signals, AC voltage error and 6 pulse signals etc., are preprocessed in feature information needed to calibrate a neural network for fault type classification. The feature information is ranged into low, medium or high distributions. Each partition should be optimized according to a criterion, namely, forcing the data points from the same type of fault to fall into the same range. Based on the AC error signals and associated fault-type, a 2-dimensional optimization problem with inequality constraints can be set up. To optimize the partition, we apply the new global minimum/maximum search algorithm. The comparison with the traditional bracketed interval method is discussed and this new method's simulation result is provided. |
| Sponsorship | Dept. Electr. & Comput. Eng. Faculty of Graduate Studies Faculty of Eng. TRLabs Internet Innovation Centre NRC Inst. Biodiagnostics APEGM IEEE Winnipeg Sec. IEEE Canada & IEEE Manitoba Hydro Vansco Electron. Bristol Aerosp. Nygard Int. Norsat |
| Starting Page | 776 |
| Ending Page | 781 |
| File Size | 527021 |
| Page Count | 6 |
| File Format | |
| ISBN | 0780375149 |
| ISSN | 08407789 |
| DOI | 10.1109/CCECE.2002.1013040 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2002-05-12 |
| Publisher Place | Canada |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Voltage Computer errors Power system faults Valves Power system simulation Design optimization Power engineering and energy Neural networks Constraint optimization Partitioning algorithms |
| Content Type | Text |
| Resource Type | Article |
| Subject | Electrical and Electronic Engineering Hardware and Architecture |
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