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Compressive Sensing Based Design of Sparse Tripole Arrays.
Matthew Hawes1, Wei Liu2, Lyudmila Mihaylova3
1Department of Automatic Control and Systems Engineering, University of Sheffield, Sheffield S1 3JD, UK. m.hawes@sheffield.ac.uk.
This study introduces a new method for designing sparse tripole antenna arrays using Compressive Sensing (CS). The approach ensures antenna locations are truly sparse, enabling efficient array design with fewer elements than traditional methods.
Area of Science:
- Electromagnetics and Antenna Theory
- Signal Processing
- Array Signal Processing
Background:
- Tripole antenna arrays offer full polarization measurement capabilities.
- Designing sparse arrays is crucial for efficiency and reduced element count.
- Compressive Sensing (CS) provides a framework for sparse recovery.
Purpose of the Study:
- To formulate the design of sparse linear tripole arrays as an optimization problem.
- To develop a method ensuring complete tripoles are minimized at each location, achieving true sparsity.
- To verify the effectiveness of the proposed design methods through examples.
Main Methods:
- Formulation of the sparse tripole array design problem using Compressive Sensing (CS).
- Application of modified l1 norm minimization for simultaneous weight coefficient minimization.
- Utilization of iteratively reweighted minimization techniques for guaranteed sparsity.
Main Results:
- A novel optimization framework for sparse tripole array design.
- Demonstration of achieving a reference pattern with fewer tripoles compared to Uniform Linear Arrays (ULAs).
- Validation of the proposed methods through design examples.
Conclusions:
- The proposed Compressive Sensing-based approach effectively designs sparse tripole arrays.
- The method achieves true sparsity by minimizing complete tripoles, not individual dipoles.
- Sparse tripole arrays offer a more efficient alternative to ULAs for achieving desired radiation patterns.
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