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Three-Dimensional Microwave Imaging: Fast and Accurate Computations with Block Resolution Algorithms
Corentin Friedrich1,2, Sébastien Bourguignon1, Jérôme Idier1
1Laboratoire des Sciences du Numérique de Nantes, École Centrale de Nantes, 1 rue de la Noë, 44321 Nantes, France.
Sensors (Basel, Switzerland)
|November 7, 2020
Summary
This study introduces a faster microwave imaging reconstruction method using block inversion. The new approach significantly reduces computation time for complex imaging problems.
Area of Science:
- Electromagnetics and Applied Physics
- Computational Imaging
- Signal Processing
Background:
- Microwave imaging reconstruction involves computationally intensive calculations.
- Solving multiple high-dimensional linear systems is required for each cost function evaluation.
Purpose of the Study:
- To develop a more efficient computational strategy for microwave imaging reconstruction.
- To reduce the time complexity of gradient-based optimization algorithms in this field.
Main Methods:
- Implementation of a block inversion strategy utilizing the block-biconjugate gradient stabilized (BiCGStab) algorithm.
- Development of efficient implementations tailored for the microwave imaging context.
- Application of additive penalization and gradient-based optimization.
Main Results:
- Achieved computational time savings of up to a factor of two compared to standard sequential BiCGStab.
- Demonstrated enhanced performance for challenging reconstruction problems, including high-frequency illuminations and highly contrasted objects.
- Obtained satisfactory imaging estimates for objects in the Fresnel database.
Conclusions:
- The proposed block inversion strategy offers a significant computational advantage for microwave imaging.
- This method is particularly effective for complex and high-contrast imaging scenarios.
- The approach provides accurate reconstruction results for challenging objects.
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