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A Novel Wide-Band Directional MUSIC Algorithm Using the Strength Proportion.
Wencong Xu1, Bingshu Chen2, Yue Hu2
1Department of Automation, Shanghai Jiao Tong University, No. 800 Road Dongchuan, Shanghai 200240, China.
A new wideband directional multiple signal classification (Dir-MUSIC) algorithm, DirSP, improves partial discharge (PD) source localization accuracy in substations. This method enhances PD signal analysis across various frequencies, outperforming existing techniques.
Area of Science:
- Electrical Engineering
- Signal Processing
- Electromagnetics
Background:
- Partial discharge (PD) detection in substations is crucial for grid reliability.
- Existing directional multiple signal classification (Dir-MUSIC) algorithms struggle with the wideband nature of PD signals due to frequency-dependent antenna gain.
- Improved accuracy in PD source localization is needed for effective fault diagnosis.
Purpose of the Study:
- To discuss wideband Dir-MUSIC algorithms for PD source localization.
- To propose a novel wideband Dir-MUSIC algorithm, DirSP (Directional Signal Proportion), for enhanced accuracy.
- To evaluate the performance of DirSP against conventional methods in simulations and experiments.
Main Methods:
- The study discusses existing wideband Dir-MUSIC algorithms.
- A novel DirSP algorithm is proposed, which focuses PD signals at a specific frequency using strength proportion before applying Dir-MUSIC.
- Simulations and experimental validation using six sets of PD signal samples were conducted.
Main Results:
- The conventional Dir-MUSIC algorithm loses accuracy when antenna gain functions vary significantly across frequencies.
- The proposed DirSP algorithm demonstrates robust performance even with differing antenna gain functions.
- Experimental results show DirSP achieves a mean error and standard deviation of less than 4°, outperforming other methods.
Conclusions:
- The DirSP algorithm offers a significant improvement in the accuracy of wideband PD source localization compared to traditional methods.
- DirSP effectively addresses the challenges posed by frequency-dependent antenna gain in PD signal analysis.
- The proposed method is a valuable advancement for monitoring and diagnosing partial discharge activity in electrical substations.
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