J/A+A/674/A61   Line-by-line sensitivity to activity in M dwarf (Lafarga+, 2023)
The CARMENES search for exoplanets around M dwarfs.
Line-by-line sensitivity to activity in M dwarfs.
    Lafarga M., Ribas I., Zechmeister M., Reiners A., Lopez-Gallifa A.,
    Montes D., Quirrenbach A., Amado P.J., Caballero J.A., Azzaro M.,
    Bejar V.J.S., Hatzes A.P., Henning T., Jeffers S.V., Kaminski A.,
    Kurster M., Schofer P., Schweitzer A., Tabernero H.M., Zapatero Osorio M.R.
    <Astron. Astrophys. 674, A61 (2023)>
    =2023A&A...674A..61L 2023A&A...674A..61L        (SIMBAD/NED BibCode)
ADC_Keywords: Stars, late-type ; Stars, M-type ; Spectroscopy
Keywords: techniques: spectroscopic - techniques: radial velocities -
          stars: late-type - stars: low-mass - stars: activity - stars: rotation
Abstract:
    Radial velocities (RVs) measured from high-resolution stellar spectra
    are routinely used to detect and characterise orbiting exoplanet
    companions. The different lines present in stellar spectra are created
    by several species, which are non-uniformly affected by stellar
    variability features such as spots or faculae. Stellar variability
    distorts the shape of the spectral absorption lines from which precise
    RVs are measured, posing one of the main problems in the study of
    exoplanets. In this work we aim to study how the spectral lines
    present in M dwarfs are independently impacted by stellar activity. We
    use CARMENES optical spectra of six active early- and mid-type M
    dwarfs to compute line-by-line RVs and study their correlation with
    several well-studied proxies of stellar activity. We are able to
    classify spectral lines based on their sensitivity to activity in five
    M dwarfs displaying high levels of stellar activity. We further use
    this line classification to compute RVs with activity-sensitive lines
    and less sensitive lines, enhancing or mitigating stellar activity
    effects in the RV time series. For specific sets of the least
    activity-sensitive lines, the RV scatter decreases by ∼2 to 5 times
    the initial one, depending on the star. Finally, we compare these
    lines in the different stars analysed, finding the sensitivity to
    activity to vary from star to star. Despite the high density of lines
    and blends present in M dwarf stellar spectra, we find that a
    line-by-line approach is able to deliver precise RVs. Line-by-line RVs
    are also sensitive to stellar activity effects, and allow for an
    accurate selection of activity- insensitive lines to mitigate activity
    effects in RV. However, we find stellar activity effects to vary in
    the same insensitive lines from star to star.
Description:
    Tables containing information about the sensitivity to activity of the
    different lines, one table for each of the six stars studied in this
    work. Each table includes the central wavelength of the line as
    measured in the spectral template used, the scatter of the line RV,
    and the Pearson's correlation coefficient R obtained for the
    correlation between the line RV and the three activity indicators
    considered (i.e. three different R values, one per indicator). We note
    that even though we use the term line, these 'lines' correspond to
    minima in the spectrum and are the result of blends of true atomic
    lines or features in molecular bands.
File Summary:
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 FileName      Lrecl  Records   Explanations
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ReadMe            80        .   This file
stars.dat         49        6   List of studied stars
j05019.dat        53     2054   Line data for J05019+011
j07446.dat        53     2161   Line data for J07446+035
j10196.dat        53     2152   Line data for J10196+198
j11201.dat        53     1683   Line data for J11201-104
j15218.dat        53     1696   Line data for J15218+209
j22468.dat        53     2115   Line data for J22468+443
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See also:
  J/A+A/636/A36 : CARMENES M dwarfs absolute radial velocities (Lafarga+, 2020)
Byte-by-byte Description of file: stars.dat
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   Bytes Format Units   Label     Explanations
--------------------------------------------------------------------------------
   1- 10  A10   ---     Name      Name
  12- 13  I2    h       RAh       Right ascension (J2000)
  15- 16  I2    min     RAm       Right ascension (J2000)
  18- 24  F7.4  s       RAs       Right ascension (J2000)
      26  A1    ---     DE-       Declination sign (J2000)
  27- 28  I2    deg     DEd       Declination (J2000)
  30- 31  I2    arcmin  DEm       Declination (J2000)
  33- 38  F6.3  arcsec  DEs       Declination (J2000)
  40- 49  A10   ---     FileName  File with line data
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Byte-by-byte Description of file: j*.dat
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   Bytes Format Units   Label      Explanations
--------------------------------------------------------------------------------
   1- 11  F11.6 A       lambdac    Line central wavelength in template
  13- 23  F11.6 m/s     sRV        Line RV weighted standard deviation
  25- 33  F9.6  ---     Rccfbis    ?=- Pearson's correlation coefficient R
                                    between line RV and CCF BIS (1)
  35- 43  F9.6  ---     Rccfrvnzp  ?=- Pearson's correlation coefficient R
                                    between line RV and CCF RV
  45- 53  F9.6  ---     Rservalcrx ?=- Pearson's correlation coefficient R
                                    between line RV and SERVAL CRX (2)
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Note (1): CCF BIS refers to the bisector inverse slope from the CCF computed as
          described in Lafarga et al. (2020A&A...636A..36L 2020A&A...636A..36L, Cat. J/A+A/636/A36)
Note (2): SERVAL CRX refers to the chromatic index computed as described in
          Zechmeister et al. (2018A&A...609A..12Z 2018A&A...609A..12Z).
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Acknowledgements:
    Marina Lafarga, lafarga(at)ice.cat
References:
     Lafarga, Ribas, Lovis, et al. 2020A&A...636A..36L 2020A&A...636A..36L, Cat. J/A+A/636/A36
      The CARMENES search for exoplanets around M dwarfs. Radial velocities and
      activity indicators from cross-correlation functions with weighted binary
      masks
   Zechmeister, Reiners, Amado, et al. 2018A&A...609A..12Z 2018A&A...609A..12Z
      Spectrum radial velocity analyser (SERVAL). High-precision radial
      velocities and two alternative spectral indicators
(End)                                        Patricia Vannier [CDS]  13-Feb-2023