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Dir-MUSIC Algorithm for DOA Estimation of Partial Discharge Based on Signal Strength Represented by Antenna Gain
Wencong Xu1, Bingshu Chen2, Yandong Li2
1Department of Automation, Shanghai Jiao Tong University, No. 800 Road Dongchuan, Shanghai 200240, China.
A new directional algorithm (Dir-MUSIC) estimates partial discharge (PD) direction using signal strength, reducing complexity for smart grid inspection robots. This method enables accurate PD localization with miniaturized antenna arrays.
Area of Science:
- Electrical Engineering
- Signal Processing
- Smart Grid Technology
Background:
- Partial discharge (PD) detection is crucial for substation insulation monitoring in smart grids.
- Conventional PD direction of arrival (DOA) algorithms (beamforming, TDOA) require large arrays and high computation, limiting use on inspection robots.
Purpose of the Study:
- To develop a computationally efficient PD DOA algorithm suitable for inspection robots.
- To design a miniaturized antenna array for PD localization in substations.
Main Methods:
- Proposed a novel directional multiple signal classification (Dir-MUSIC) algorithm utilizing signal strength instead of time difference of arrival (TDOA).
- Derived the Dir-MUSIC algorithm based on array manifold characteristics.
- Designed and optimized a miniaturized directional spiral antenna circular array.
Main Results:
- Simulations demonstrated the Dir-MUSIC algorithm's reliable direction-finding performance with a six-element array.
- Evaluated the impact of signal-to-noise ratio (SNR) and array manifold errors on algorithm performance.
- Experimental validation achieved a PD direction-finding error of 3.39° using the designed spiral circular array.
Conclusions:
- The proposed Dir-MUSIC algorithm offers a reduced computational load and array size requirement for PD DOA estimation.
- The developed miniaturized antenna array and Dir-MUSIC algorithm effectively meet the needs of inspection robots for substation PD monitoring.
- This approach enhances the feasibility of real-time PD localization for smart grid equipment maintenance.
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