A Hybrid Least-Squares GA Based Algorithm for Harmlonic Estimation
Harmonic estimation in a distorted signal along with additive noise has been an area of interest for researchers in many disciplines of science and engineering. This paper presents a new algorithm to estimate the harmonics in power systems using genetic algorithms (GA). The harmonic estimation probl...
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| Published in | IEEE power engineering review Vol. 22; no. 8; p. 67 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
New York
IEEE
01.08.2002
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0272-1724 1558-1705 |
| DOI | 10.1109/MPER.2002.4312505 |
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| Abstract | Harmonic estimation in a distorted signal along with additive noise has been an area of interest for researchers in many disciplines of science and engineering. This paper presents a new algorithm to estimate the harmonics in power systems using genetic algorithms (GA). The harmonic estimation problem is linear in amplitude and nonlinear in phase. The proposed hybrid algorithm takes advantage of this structure and iterates between linear least-squares amplitude estimation and the nonlinear GA-based phase estimation. Improvement in both convergence for solution as well as processing time is demonstrated from this algorithm. |
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| AbstractList | Harmonic estimation in a distorted signal along with additive noise has been an area of interest for researchers in many disciplines of science and engineering. This paper presents a new algorithm to estimate the harmonics in power systems using genetic algorithms (GA). The harmonic estimation problem is linear in amplitude and nonlinear in phase. The proposed hybrid algorithm takes advantage of this structure and iterates between linear least-squares amplitude estimation and the nonlinear GA-based phase estimation. Improvement in both convergence for solution as well as processing time is demonstrated from this algorithm. |
| Author | Bettayeb, M. Qidwai, U. |
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| SubjectTerms | Algorithms Amplitude estimation Amplitudes Convergence Distortion Genetic algorithms harmonic estimation Harmonics hybrid algorithm Hybrid power systems least squares Least squares method Load flow Nonlinearity Performance analysis performance index Phase estimation Power system harmonics Power system modeling Stability Voltage |
| Title | A Hybrid Least-Squares GA Based Algorithm for Harmlonic Estimation |
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