LAPSE:2023.17464
Published Article
LAPSE:2023.17464
Research on Dynamic Modeling of KF Algorithm for Detecting Distorted AC Signal
Haoyao Nie, Xiaohua Nie
March 6, 2023
Abstract
Kalman filter (KF) is often based on two models, which are phase angle vector (PAV) model and orthogonal vector (OV) model, in the application of distorted grid AC signal detection. However, these two models lack rigorous and detailed derivation from the principle of dynamic modeling. This paper presents a phase angle vector dynamic (PAVD) model and an orthogonal vector dynamic (OVD) model, which are combined with Kalman filter for detecting distorted grid AC signal. They reveal that the state noise covariance of the dynamic model−based KF is related to the sampling cycle, and overcome the defect of more detecting error for conventional model−based KF. Experiment and evaluation results show that the proposed KF algorithms are reasonable and effective. Therefore, this paper contributes a guiding significance for the application of KF algorithm in harmonic detection.
Keywords
distorted AC signal, Kalman filter, orthogonal vector dynamic model, phase angle dynamic model, sampling cycle, state noise covariance
Suggested Citation
Nie H, Nie X. Research on Dynamic Modeling of KF Algorithm for Detecting Distorted AC Signal. (2023). LAPSE:2023.17464
Author Affiliations
Nie H: School of Economics and Management, Nanchang University, Nanchang 330031, China; I.H. Asper School of Business, University of Manitoba, Winnipeg, MB R3T 5V4, Canada
Nie X: Department of Energy and Electrical Engineering, Nanchang University, Nanchang 330031, China [ORCID]
Journal Name
Energies
Volume
14
Issue
23
First Page
8175
Year
2021
Publication Date
2021-12-06
ISSN
1996-1073
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Original Submission
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PII: en14238175, Publication Type: Journal Article
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https://doi.org/10.3390/en14238175
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