Mitigating stellar activity jitter with different line lists for least-squares deconvolution: analysis of a parametric and a randomised line selection

Stellar activity limits the radial velocity search and characterisation of exoplanets, as it introduces spurious jitter in the data sets and prevents the correct retrieval of a planetary signal. This is key for M dwarfs, considering that they manifest high activity levels and are primary targets for...

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Main Authors: Bellotti, Stefano, Petit, Pascal, Morin, Julien, Hussain, Gaitee, Folsom, Colin, Carmona, Andres, Delfosse, Xavier, Moutou, Claire
Format: Article in Journal/Newspaper
Language:unknown
Published: arXiv 2021
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Online Access:https://dx.doi.org/10.48550/arxiv.2110.10633
https://arxiv.org/abs/2110.10633
id ftdatacite:10.48550/arxiv.2110.10633
record_format openpolar
spelling ftdatacite:10.48550/arxiv.2110.10633 2023-05-15T18:50:52+02:00 Mitigating stellar activity jitter with different line lists for least-squares deconvolution: analysis of a parametric and a randomised line selection Bellotti, Stefano Petit, Pascal Morin, Julien Hussain, Gaitee Folsom, Colin Carmona, Andres Delfosse, Xavier Moutou, Claire 2021 https://dx.doi.org/10.48550/arxiv.2110.10633 https://arxiv.org/abs/2110.10633 unknown arXiv https://dx.doi.org/10.1051/0004-6361/202141812 Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 CC-BY Earth and Planetary Astrophysics astro-ph.EP Solar and Stellar Astrophysics astro-ph.SR FOS Physical sciences article-journal Article ScholarlyArticle Text 2021 ftdatacite https://doi.org/10.48550/arxiv.2110.10633 https://doi.org/10.1051/0004-6361/202141812 2022-03-10T13:54:43Z Stellar activity limits the radial velocity search and characterisation of exoplanets, as it introduces spurious jitter in the data sets and prevents the correct retrieval of a planetary signal. This is key for M dwarfs, considering that they manifest high activity levels and are primary targets for present and future searches of habitable Earth-like planets. Effective filtering of activity is crucial to achieve the sensitivity required for small planet detections. Here, we analyse the impact of selecting different line lists for least-squares deconvolution on the dispersion in our RV data sets, to identify the line list that most effectively reduces the jitter. We employ optical observations of the active M dwarf EV Lac collected with ESPaDOnS and NARVAL, and study two line selection approaches: a parametric one based on line properties and a randomised algorithm that samples the line combination space. We test the latter further to find the line list that singles out the activity signal from other sources of noise, and on AD Leo and DS Leo to examine its consistency at mitigating jitter for different activity levels. The analysis is complemented with planetary injection tests. The parametric selection yields a RV RMS reduction of less than 10%, while the randomised selection a systematic >50% improvement, regardless of the activity level of the star examined. Furthermore, if activity is the dominant source of noise, this approach allows the construction of lists containing mainly activity-sensitive lines, which could be used to enhance the rotational modulation of the resulting data sets and determine the stellar rotation period more robustly. Finally, the output line lists allow the recovery of a synthetic planet (0.3-0.6 MJup on a 10 d orbit) in the presence of both moderate (20 m/s semi-amplitude) and high (200 m/s) activity levels, without affecting the planet signal substantially. : 17 pages, 16 figures, 4 tables Article in Journal/Newspaper narval narval DataCite Metadata Store (German National Library of Science and Technology)
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language unknown
topic Earth and Planetary Astrophysics astro-ph.EP
Solar and Stellar Astrophysics astro-ph.SR
FOS Physical sciences
spellingShingle Earth and Planetary Astrophysics astro-ph.EP
Solar and Stellar Astrophysics astro-ph.SR
FOS Physical sciences
Bellotti, Stefano
Petit, Pascal
Morin, Julien
Hussain, Gaitee
Folsom, Colin
Carmona, Andres
Delfosse, Xavier
Moutou, Claire
Mitigating stellar activity jitter with different line lists for least-squares deconvolution: analysis of a parametric and a randomised line selection
topic_facet Earth and Planetary Astrophysics astro-ph.EP
Solar and Stellar Astrophysics astro-ph.SR
FOS Physical sciences
description Stellar activity limits the radial velocity search and characterisation of exoplanets, as it introduces spurious jitter in the data sets and prevents the correct retrieval of a planetary signal. This is key for M dwarfs, considering that they manifest high activity levels and are primary targets for present and future searches of habitable Earth-like planets. Effective filtering of activity is crucial to achieve the sensitivity required for small planet detections. Here, we analyse the impact of selecting different line lists for least-squares deconvolution on the dispersion in our RV data sets, to identify the line list that most effectively reduces the jitter. We employ optical observations of the active M dwarf EV Lac collected with ESPaDOnS and NARVAL, and study two line selection approaches: a parametric one based on line properties and a randomised algorithm that samples the line combination space. We test the latter further to find the line list that singles out the activity signal from other sources of noise, and on AD Leo and DS Leo to examine its consistency at mitigating jitter for different activity levels. The analysis is complemented with planetary injection tests. The parametric selection yields a RV RMS reduction of less than 10%, while the randomised selection a systematic >50% improvement, regardless of the activity level of the star examined. Furthermore, if activity is the dominant source of noise, this approach allows the construction of lists containing mainly activity-sensitive lines, which could be used to enhance the rotational modulation of the resulting data sets and determine the stellar rotation period more robustly. Finally, the output line lists allow the recovery of a synthetic planet (0.3-0.6 MJup on a 10 d orbit) in the presence of both moderate (20 m/s semi-amplitude) and high (200 m/s) activity levels, without affecting the planet signal substantially. : 17 pages, 16 figures, 4 tables
format Article in Journal/Newspaper
author Bellotti, Stefano
Petit, Pascal
Morin, Julien
Hussain, Gaitee
Folsom, Colin
Carmona, Andres
Delfosse, Xavier
Moutou, Claire
author_facet Bellotti, Stefano
Petit, Pascal
Morin, Julien
Hussain, Gaitee
Folsom, Colin
Carmona, Andres
Delfosse, Xavier
Moutou, Claire
author_sort Bellotti, Stefano
title Mitigating stellar activity jitter with different line lists for least-squares deconvolution: analysis of a parametric and a randomised line selection
title_short Mitigating stellar activity jitter with different line lists for least-squares deconvolution: analysis of a parametric and a randomised line selection
title_full Mitigating stellar activity jitter with different line lists for least-squares deconvolution: analysis of a parametric and a randomised line selection
title_fullStr Mitigating stellar activity jitter with different line lists for least-squares deconvolution: analysis of a parametric and a randomised line selection
title_full_unstemmed Mitigating stellar activity jitter with different line lists for least-squares deconvolution: analysis of a parametric and a randomised line selection
title_sort mitigating stellar activity jitter with different line lists for least-squares deconvolution: analysis of a parametric and a randomised line selection
publisher arXiv
publishDate 2021
url https://dx.doi.org/10.48550/arxiv.2110.10633
https://arxiv.org/abs/2110.10633
genre narval
narval
genre_facet narval
narval
op_relation https://dx.doi.org/10.1051/0004-6361/202141812
op_rights Creative Commons Attribution 4.0 International
https://creativecommons.org/licenses/by/4.0/legalcode
cc-by-4.0
op_rightsnorm CC-BY
op_doi https://doi.org/10.48550/arxiv.2110.10633
https://doi.org/10.1051/0004-6361/202141812
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