Multi‐harmonic sources location based on sparse component analysis and complex independent component analysis
Open Access
- 10 July 2020
- journal article
- research article
- Published by Institution of Engineering and Technology (IET) in IET Generation, Transmission & Distribution
- Vol. 14 (19) , 4195-4206
Abstract
With the large‐scale deployment of power electronic equipment, harmonic sources in the power system are gradually increasing. Traditional harmonic source location methods are inaccurate and they usually require prior information of the location, which is difficult to obtain. This study presents a novel method of harmonic source location that can use less prior information to accurately locate the location of harmonic sources. First, a linear screening criterion is constructed using sparse component analysis. Then, the source signals separated by complex independent component analysis are filtered by linear and non‐Gaussian secondary screening, improving the accuracy of source signals and mixing matrix. Finally, the precise location of the harmonic is obtained by matching the mixing matrix with the columns of the matrix, which related to the system topology. Three IEEE systems are used to validate the proposed method. The simulation results show the high accuracy of the proposed method in the harmonic source location.Keywords
This publication has 20 references indexed in Scilit:
- Several Sufficient Conditions for Harmonic Source Identification in Power SystemsIEEE Transactions on Power Delivery, 2018
- On Harmonic State Estimation of Power System With Uncertain Network ParametersIEEE Transactions on Power Systems, 2013
- Harmonic state estimation through optimal monitoring systemsIEEE Transactions on Smart Grid, 2013
- Summary of Distributed Resources Impact on Power Delivery SystemsIEEE Transactions on Power Delivery, 2008
- On the Measurement of Power-Quality Indexes for Harmonic Distortion in the Presence of CapacitorsIEEE Transactions on Instrumentation and Measurement, 2007
- Genetic Algorithm-Based Meter Placement for Static Estimation of Harmonic SourcesIEEE Transactions on Power Delivery, 2005
- Error Analysis in Static Harmonic State Estimation: A Statistical ApproachIEEE Transactions on Power Delivery, 2005
- A “Critical Impedance”-Based Method for Identifying Harmonic SourcesIEEE Transactions on Power Delivery, 2004
- A hybrid nonlinear-least squares estimation of harmonic signal levels in power systemsIEEE Transactions on Power Delivery, 1991
- Identification of harmonic sources by a state estimation techniqueIEEE Transactions on Power Delivery, 1989