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Incorporating adaptive optics controls history in post-processing of ground-based coronagraph models
Pogorelyuk, Leonid; Delacroix, Christian; Orban De Xivry, Gilles et al.
2020In Schreiber, Laura (Ed.) Adaptive Optics Systems VII
 

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Keywords :
ADI; Deformable Mirrors; Electric Field; High-contrast imaging; Order Reduction; Post-processing; Adaptive optics control; Deformable mirrors; Estimation problem; Ground-based telescopes; Planet detection; Post processing; Systematic uncertainties; Temporal models; Electronic, Optical and Magnetic Materials; Condensed Matter Physics; Computer Science Applications; Applied Mathematics; Electrical and Electronic Engineering
Abstract :
[en] The planet detection thresholds of space-based coronagraphs are predicted to lie within an order of magnitude from their theoretical (shot-noise) limits. Ground-based telescopes, on the other hand, are limited by larger systematic uncertainties in the point spread function (PSF) of the residual light which rapidly fluctuates due to atmospheric turbulence. The PSF is affected by Adaptive Optics (AO) which reduce the intensity of the speckles but also make them less predictable. Although not a common practice, it is possible to take millisecond exposures of the so-called "frozen"speckles and record the history of AO controls, in which case the collected data resembles that of simulated space coronagraphs. In this work we use the HEEPS simulation of the EELT/METIS to assess the applicability of this newly-developed space-oriented approach to ground-based postprocessing. Unlike intensity-based algorithms, this method formulates the estimation problem in terms of the electric field of the speckles and therefore can incorporate controls history and various temporal models of the electric field variations. In our simulations, we artificially introduced small deformable mirror (DM) probes on top of AO controls, and achieved a post-processing error lower by a factor of 2 than that of Angular Differential Imaging (ADI). However, our attempt at incorporating the AO history without DM probes, has so far resulted in higher errors than ADI.
Disciplines :
Space science, astronomy & astrophysics
Author, co-author :
Pogorelyuk, Leonid;  Department of Aeronautics and Astronautics, Massachusetts Institute of Technology, Cambridge, United States
Delacroix, Christian  ;  Université de Liège - ULiège > Département d'astrophysique, géophysique et océanographie (AGO) > Planetary & Stellar systems Imaging Laboratory
Orban De Xivry, Gilles  ;  Université de Liège - ULiège > Unités de recherche interfacultaires > Space sciences, Technologies and Astrophysics Research (STAR)
Cahoy, Kerri L.;  Department of Aeronautics and Astronautics, Massachusetts Institute of Technology, Cambridge, United States
Jeremy Kasdin, N.;  University of San Francisco, College of Arts and Sciences, San Francisco, United States
Language :
English
Title :
Incorporating adaptive optics controls history in post-processing of ground-based coronagraph models
Publication date :
2020
Event name :
SPIE Astronomical Telescopes _ Instrumentation 2020
Event organizer :
SPIE
Event place :
Virtual, Online, Usa
Event date :
14-12-2020 => 22-12-2020
By request :
Yes
Audience :
International
Main work title :
Adaptive Optics Systems VII
Editor :
Schreiber, Laura
Publisher :
SPIE
ISBN/EAN :
978-1-5106-3683-5
European Projects :
H2020 - 819155 - EPIC - Earth-like Planet Imaging with Cognitive computing
Name of the research project :
EPIC
Funders :
ERC - European Research Council
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since 07 September 2022

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