Auto tuning of measurement weights in WLS state estimation
This paper describes an approach for choosing and updating measurement weights used in weighted least squares (WLS) state estimation. Since the weights are related to the measurement error variances, sample variances are estimated using historical data from previous measurement scans and the corresp...
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Published in | IEEE transactions on power systems Vol. 19; no. 4; pp. 2006 - 2013 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.11.2004
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
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Abstract | This paper describes an approach for choosing and updating measurement weights used in weighted least squares (WLS) state estimation. Since the weights are related to the measurement error variances, sample variances are estimated using historical data from previous measurement scans and the corresponding WLS estimation results. The proposed approach can be implemented as a one-time estimation function for off-line execution or as a recursive function for updating the measurement weights on-line. Simulated measurement data and state estimation results are used to test and verify the accuracy of the proposed method. The proposed method can be integrated into an existing WLS state estimator as an added feature. |
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AbstractList | This paper describes an approach for choosing and updating measurement weights used in weighted least squares (WLS) state estimation. Since the weights are related to the measurement error variances, sample variances are estimated using historical data from previous measurement scans and the corresponding WLS estimation results. The proposed approach can be implemented as a one-time estimation function for off-line execution or as a recursive function for updating the measurement weights on-line. Simulated measurement data and state estimation results are used to test and verify the accuracy of the proposed method. The proposed method can be integrated into an existing WLS state estimator as an added feature. |
Author | Shan Zhong Abur, A. |
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Cites_doi | 10.1007/978-1-4615-4999-4 10.1109/PTC.2001.964732 10.1109/TAC.1974.1100736 10.1109/TPWRD.1986.4308015 10.1109/59.207330 10.1109/PESS.2001.970064 10.1016/S0378-7796(98)00042-X 10.1109/TPAS.1981.316517 |
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Snippet | This paper describes an approach for choosing and updating measurement weights used in weighted least squares (WLS) state estimation. Since the weights are... |
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SubjectTerms | Auto tuning Automotive components Calibration Equations Error analysis Error correction Estimators Least squares approximation Least squares method Measurement errors measurement weights On-line systems Power system measurements Power system simulation power system state estimation random error variances Simulation State estimation Testing Tuning Weight measurement |
Title | Auto tuning of measurement weights in WLS state estimation |
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