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Reduced Dimension Based Two-Dimensional DOA Estimation with Full DOFs for Generalized Co-Prime Planar Arrays
Fenggang Sun1, Peng Lan2, Guowei Zhang3
1College of Information Science and Engineering, Shandong Agricultural University, Tai'an 271018, China. sunfg@sdau.edu.cn.
This study introduces a novel method for 2D direction-of-arrival (DOA) estimation in generalized co-prime planar arrays. The approach significantly reduces computational complexity while maintaining high estimation performance and utilizing full array information.
Area of Science:
- Signal Processing
- Array Signal Processing
- Electromagnetics
Background:
- Two-dimensional (2D) direction-of-arrival (DOA) estimation is crucial for various applications.
- Traditional methods like Multiple Signal Classification (MUSIC) offer high performance but are computationally intensive due to 2D spectral searches.
- Generalized co-prime planar arrays present unique challenges for DOA estimation.
Purpose of the Study:
- To develop a computationally efficient method for 2D DOA estimation in generalized co-prime planar arrays.
- To overcome the high computational burden associated with conventional MUSIC-based algorithms.
- To maintain or improve estimation accuracy while reducing complexity.
Main Methods:
- A novel reduced-dimension partial spectral search estimation method is proposed.
- The 2D DOA estimation problem is transformed into a 1D problem, compressing the search region.
- An iterative approach is introduced to further reduce computational complexity and enhance performance.
Main Results:
- The proposed method achieves substantially reduced computational complexity compared to existing state-of-the-art techniques.
- Improved estimation performance is demonstrated through simulation results.
- The method effectively utilizes the full information from the entire array without loss of degrees-of-freedom.
Conclusions:
- The developed reduced-dimension partial spectral search method offers a significant advancement in 2D DOA estimation.
- The proposed iterative approach provides a practical solution for complex array processing scenarios.
- This work presents a computationally efficient and high-performance alternative for DOA estimation with generalized co-prime planar arrays.
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