Multiobjective optimization for scattering mitigation and scattering screen reconstruction in VLBI observations of the Galactic Center
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| Main Authors: | , , , , , |
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| Format: | Preprint |
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2025
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| _version_ | 1866909659245314048 |
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| author | Mus, Alejandro Toscano, Teresa Müller, Hendrik Zhao, Guang-Yao Lobanov, Andrei Goddi, Ciriaco |
| author_facet | Mus, Alejandro Toscano, Teresa Müller, Hendrik Zhao, Guang-Yao Lobanov, Andrei Goddi, Ciriaco |
| contents | Imaging reconstruction of interferometric data is a hard ill-posed inverse problem. Its difficulty is increased when observing the Galactic Center, which is obscured by a scattering screen. This is because the scattering breaks the one-to-one correspondence between images and visibilities. Solving the scattering problem is one of the biggest challenges in radio imaging of the Galactic Center. In this work we present a novel strategy to mitigate its effect and constrain the screen itself using multiobjective optimization. We exploit the potential of evolutionary algorithms to describe the optimization landscape to recover the intrinsic source structure and the scattering screen affecting the data. We successfully recover both the screen and the source in a wide range of simulated cases, including the speed of a moving screen at 230 GHz. Particularly, we can recover a ring structure in scattered data at 86 GHz. Our analysis demonstrates the huge potential that recent advancements in imaging and optimization algorithms offer to recover image structures, even in weakly constrained and degenerated, possibly multi-modal settings. The successful reconstruction of the scattering screen opens the window to event horizon scale works on the Galactic Center at 86G Hz up to 116 GHz, and the study of the scattering screen itself. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2504_16257 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Multiobjective optimization for scattering mitigation and scattering screen reconstruction in VLBI observations of the Galactic Center Mus, Alejandro Toscano, Teresa Müller, Hendrik Zhao, Guang-Yao Lobanov, Andrei Goddi, Ciriaco Instrumentation and Methods for Astrophysics Astrophysics of Galaxies Optimization and Control Imaging reconstruction of interferometric data is a hard ill-posed inverse problem. Its difficulty is increased when observing the Galactic Center, which is obscured by a scattering screen. This is because the scattering breaks the one-to-one correspondence between images and visibilities. Solving the scattering problem is one of the biggest challenges in radio imaging of the Galactic Center. In this work we present a novel strategy to mitigate its effect and constrain the screen itself using multiobjective optimization. We exploit the potential of evolutionary algorithms to describe the optimization landscape to recover the intrinsic source structure and the scattering screen affecting the data. We successfully recover both the screen and the source in a wide range of simulated cases, including the speed of a moving screen at 230 GHz. Particularly, we can recover a ring structure in scattered data at 86 GHz. Our analysis demonstrates the huge potential that recent advancements in imaging and optimization algorithms offer to recover image structures, even in weakly constrained and degenerated, possibly multi-modal settings. The successful reconstruction of the scattering screen opens the window to event horizon scale works on the Galactic Center at 86G Hz up to 116 GHz, and the study of the scattering screen itself. |
| title | Multiobjective optimization for scattering mitigation and scattering screen reconstruction in VLBI observations of the Galactic Center |
| topic | Instrumentation and Methods for Astrophysics Astrophysics of Galaxies Optimization and Control |
| url | https://arxiv.org/abs/2504.16257 |