A Method for Utility Harmonic Impedance Estimation Based on Constrained Complex Independent Component Analysis
| Autor: | Zixuan Zheng, Xian Zheng, Ying Wang, Xianyong Xiao, Shuangting Xu |
|---|---|
| Jazyk: | angličtina |
| Rok vydání: | 2018 |
| Předmět: |
Control and Optimization
Field (physics) Computer science 020209 energy Energy Engineering and Power Technology 02 engineering and technology Signal lcsh:Technology Matrix (mathematics) Local optimum Control theory 0202 electrical engineering electronic engineering information engineering Electrical and Electronic Engineering Engineering (miscellaneous) Electrical impedance harmonic contribution power quality harmonic impedance constrained complex independent component analysis Renewable Energy Sustainability and the Environment lcsh:T Independent component analysis Norton's theorem Harmonic Energy (miscellaneous) |
| Zdroj: | Energies, Vol 11, Iss 9, p 2247 (2018) Energies; Volume 11; Issue 9; Pages: 2247 |
| ISSN: | 1996-1073 |
| Popis: | Utility harmonic impedance is an important parameter for harmonic mitigation. In this paper, a method for utility harmonic impedance estimation method based on constrained independent component analysis is proposed. The conventional impedance estimation method based on ComplexICA has two major problems: the algorithm is not suitable for separating weak and strong source mixed signals, and lots of sample data should be provided to avoid converging on a local optimum. To solve the two problems, the prior information of the utility harmonic source is added to the objective function of ComplexICA; in this paper, the measurement data at PCC when the load is shutdown are chosen as the prior information. Then the utility harmonic source signal can be recovered and the separated matrix can be obtained effectively. The connection between the utility harmonic source, utility harmonic impedance and the data at PCC are established using Norton equivalent circuit, and then the separation matrix is used to calculate utility harmonic impedance. The performance and feasibility of the proposed method are verified by the computer simulation and field test. Compared with the current ComplexICA method, the proposed method is more adaptive to changes in the background harmonic and the calculation result is more stable. |
| Databáze: | OpenAIRE |
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