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Reweighted Off-Grid Sparse Spectrum Fitting for DOA Estimation in Sensor Array with Unknown Mutual Coupling
Liangliang Li1, Xianpeng Wang1, Xiang Lan1
1State Key Laboratory of Marine Resource Utilization in South China Sea, School of Information and Communication Engineering, Hainan University, Haikou 570228, China.
This study introduces a new method for direction-of-arrival (DOA) estimation in sensor arrays with unknown mutual coupling. The reweighted off-grid Sparse Spectrum Fitting (Re-OGSpSF) approach achieves high-precision, continuous DOA estimation efficiently.
Area of Science:
- Signal Processing
- Array Signal Processing
- Electromagnetics
Background:
- Direction-of-arrival (DOA) estimation is crucial for sensor array applications.
- Unknown mutual coupling between sensors significantly degrades traditional DOA estimation performance.
- Existing off-grid DOA estimation methods using sparse recovery are limited, especially under mutual coupling.
Purpose of the Study:
- To investigate off-grid DOA estimation in sensor arrays with unknown mutual coupling.
- To develop a novel and robust DOA estimation algorithm for challenging environments.
- To enhance the accuracy and efficiency of direction finding techniques.
Main Methods:
- A reweighted off-grid Sparse Spectrum Fitting (Re-OGSpSF) approach is proposed.
- An undisturbed array output is formed using a selection matrix to mitigate mutual coupling effects.
- A refined off-grid SpSF model integrates an off-grid error term, and a weighted matrix enhances sparsity.
Main Results:
- The Re-OGSpSF method effectively removes unknown mutual coupling effects.
- High-precision continuous DOA estimation is achieved through off-grid representation and reweighted strategies.
- The proposed method demonstrates superior performance and efficiency compared to existing techniques in simulations.
Conclusions:
- The developed Re-OGSpSF approach provides a robust solution for off-grid DOA estimation under unknown mutual coupling.
- The method offers significant advantages for real-time direction finding applications.
- Simulation results confirm the effectiveness and superiority of the proposed technique.
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