Measuring precise radial velocities on individual spectral lines. I. Validation of the method and application to mitigate stellar activity
arXiv:1809.01548 · doi:10.1051/0004-6361/201833795
Abstract
Stellar activity is the main limitation to the detection of Earth-twins using the RV technique. Despite many efforts in trying to mitigate the effect of stellar activity using empirical and statistical techniques, it seems that we are facing an obstacle that will be extremely difficult to overcome using current techniques. In this paper, we investigate a novel approach to derive precise RVs considering the wealth of information present in high-resolution spectra. This new method consists in building a master spectrum from all observations and measure the RVs of each spectral line in a spectrum relative to it. When analysing several spectra, the final product is the RVs of each line as a function of time. We demonstrate on three stars intensively observed with HARPS that our new method gives RVs that are extremely similar to the ones derived from the HARPS data reduction software. Our new approach to derive RVs demonstrates that the non-stability of daily HARPS wavelength solution induces night-to-night RV offsets with an standard deviation of 0.4 m/s, and we propose a solution to correct for this systematic. Finally, and this is probably the most astrophysically relevant result of this paper, we demonstrate that some spectral lines are strongly affected by stellar activity while others are not. By measuring the RVs on two carefully selected subsample of spectral lines, we demonstrate that we can boost by a factor of 2 or mitigate by a factor of 1.6 the red noise induced by stellar activity in the 2010 RVs of Alpha Cen B. By measuring the RVs of each spectral line, we are able to reach the same RV precision as other approved techniques. In addition, this new approach allows to demonstrate that each line is differently affected by stellar activity. Preliminary results show that studying in details the behaviour of each spectral line is probably the key to overcome stellar activity.
arXiv comment14 pages (plus 8 pages of Appendix), 17 figures, 1 table, Accepted for publication in A&A. Version 2: typo corrected in Equation 1
References in corpus (41)
- A terrestrial planet candidate in a temperate orbit around Proxima Centauri
- No planet for HD 166435
- The CORALIE survey for southern extra-solar planets VII. Two short-period Saturnian companions to HD108147 and HD168746
- Planets and Stellar Activity: Hide and Seek in the CoRoT-7 system
- A Gaussian process framework for modelling stellar activity signals in radial velocity data
- An extrasolar planetary system with three Neptune-mass planets
- The HARPS-TERRA project I. Description of the algorithms, performance and new measurements on a few remarkable stars observed by HARPS
- Stellar Activity Masquerading as Planets in the Habitable Zone of the M dwarf Gliese 581
- The HARPS search for Earth-like planets in the habitable zone: I -- Very low-mass planets around HD20794, HD85512 and HD192310
- Using the Sun to estimate Earth-like planets detection capabilities II. Impact of plages
- Planetary detection limits taking into account stellar noise. I. Observational strategies to reduce stellar oscillation and granulation effects
- SOAP 2.0: A tool to estimate the photometric and radial velocity variations induced by stellar spots and plages
- The HARPS search for southern extra-solar planets. X. A m sin i = 11 Mearth planet around the nearby spotted M dwarf GJ 674
- The HARPS survey for southern extra-solar planets II. A 14 Earth-masses exoplanet around mu Arae
- Search for exoplanets with the radial-velocity technique: quantitative diagnostics of stellar activity
- The fundamental definition of 'radial velocity'
- A multi-site campaign to measure solar-like oscillations in Procyon. I. Observations, Data Reduction and Slow Variations
- The acoustic spectrum of alpha Cen A
- Planetary detection limits taking into account stellar noise. II. Effect of stellar spot groups on radial-velocities
- Habitable-zone super-Earth candidate in a six-planet system around the K2.5V star HD 40307
- The HARPS search for southern extra-solar planets. XXX. Planetary systems around stars with solar-like magnetic cycles and short-term activity variation
- The IAG solar flux atlas: Accurate wavelengths and absolute convective blueshift in standard solar spectra
- Calibrating echelle spectrographs with Fabry-Perot etalons
- Color difference makes a difference: four planet candidates around tau Ceti
- The HARPS search for southern extra-solar planets XXXV. Planetary systems and stellar activity of the M dwarfs GJ 3293, GJ 3341, and GJ 3543
- Solar-like oscillations in the G8 V star tau Ceti
- Using the Sun to estimate Earth-like planets detection capabilities. V. Parameterizing the impact of solar activity components on radial velocities
- Variability of stellar granulation and convective blueshift with spectral type and magnetic activity. I. K and G main sequence stars
- Characterization of a spurious one-year signal in HARPS data
- The HARPS search for southern extra-solar planets. XLIII. A compact system of four super-Earth planets orbiting HD 215152
- The Spectrum of Thorium from 250 nm to 5500 nm: Ritz Wavelengths and Optimized Energy Levels
- Insights on the Spectral Signatures of Stellar Activity and Planets from PCA
- New Methods for Finding Activity-Sensitive Spectral Lines: Combined Visual Identification and an Automated Pipeline Find a Set of 40 Activity Indicators
- Detecting the spin-orbit misalignment of the super-Earth 55 Cnc e
- The Changing Face of Centauri B: Probing plage and stellar activity in K-dwarfs
- Impact of micro-telluric lines on precise radial velocities and its correction
- Variations of the solar granulation motions with height using the GOLF/SoHO experiment
- Stellar Surface Magneto-Convection as a Source of Astrophysical Noise. I. Multi-component Parameterisation of Absorption Line Profiles
- Estimating the p-mode frequencies of the solar twin 18 Sco
- Deriving stellar inclination of slow rotators using stellar activity
- Improving Exoplanet Detection Power: Multivariate Gaussian Process Models for Stellar Activity
Cited by in corpus (117)
- A public HARPS radial velocity database corrected for systematic errors
- Three years of Sun-as-a-star radial-velocity observations on the approach to solar minimum
- Neutral Iron Emission Lines From The Day-side Of KELT-9b -- The GAPS Programme With HARPS-N At TNG XX
- Three Years of HARPS-N High-Resolution Spectroscopy and Precise Radial Velocity Data for the Sun
- Revisiting Proxima with ESPRESSO
- Line-by-line velocity measurements, an outlier-resistant method for precision velocimetry
- Measuring precise radial velocities on individual spectral lines : II. Dependance of stellar activity signal on line depth
- The First Habitable Zone Earth-sized Planet from TESS. I: Validation of the TOI-700 System
- Separating planetary reflex Doppler shifts from stellar variability in the wavelength domain
- APERO: A PipelinE to Reduce Observations -- Demonstration with SPIRou
- The CARMENES search for exoplanets around M dwarfs. Radial velocities and activity indicators from cross-correlation functions with weighted binary masks
- YARARA: Significant improvement of RV precision through post-processing of spectral time-series
- Diving Beneath the Sea of Stellar Activity: Chromatic Radial Velocities of the Young AU Mic Planetary System
- How magnetic activity alters what we learn from stellar spectra
- The Rossiter-McLaughlin effect Revolutions: An ultra-short period planet and a warm mini-Neptune on perpendicular orbits
- RASSINE: Interactive tool for normalising stellar spectra I. Description and performance of the code
- An Extreme Precision Radial Velocity Pipeline: First Radial Velocities from EXPRES
- The EXPRES Stellar Signals Project II. State of the Field in Disentangling Photospheric Velocities
- Convective blueshifts in the solar atmosphere: III. High-accuracy observations of spectral lines in the visible
- Wobble: A Data-driven Analysis Technique for Time-series Stellar Spectra
- A census of Coronal Mass Ejections on solar-like stars
- Measuring precise radial velocities on individual spectral lines. III. Dependence of stellar activity signal on line formation temperature
- Statistical methods for exoplanet detection with radial velocities
- Observing the Sun as a star: Design and early results from the NEID solar feed
- YARARA V2: Reaching sub m/s precision over a decade using PCA on line-by-line RVs
- Decoding the radial velocity variations of HD41248 with ESPRESSO
- Stellar activity correction using PCA decomposition of shells
- Stellar signal components seen in HARPS and HARPS-N solar radial velocities
- TOI-1759 b: a transiting sub-Neptune around a low mass star characterized with SPIRou and TESS
- The CARMENES search for exoplanets around M dwarfs: Stable radial-velocity variations at the rotation period of AD~Leonis -- A test case study of current limitations to treating stellar activity
- Target Prioritization and Observing Strategies for the NEID Earth Twin Survey
- Detection Limits of Low-mass, Long-period Exoplanets Using Gaussian Processes Applied to HARPS-N Solar RVs
- Radial velocity photon limits for the dwarf stars of spectral classes F--M
- A novel framework for semi-Bayesian radial velocities through template matching
- A robust, template-free approach to precise radial velocity extraction
- Modeling the Echelle Spectra Continuum with Alpha Shapes and Local Regression Fitting
- Precision Millimeter Astrometry of the Centauri AB System
- New wavelength calibration of the HARPS spectrograph
- Search for nearby Earth analogs I. 15 planet candidates found in PFS data
- A comparative study of two X2.2 and X9.3 solar flares observed with HARPS-N: Reconciling Sun-as-a-star spectroscopy and high-spatial resolution solar observations in the context of the solar-stellar connection
- Activity time series of old stars from late F to early K. II. Radial velocity jitter and exoplanet detectability
- Impact of Correlated Noise on the Mass Precision of Earth-analog Planets in Radial Velocity Surveys
- A HARPS-N mass for the elusive Kepler-37d: a case study in disentangling stellar activity and planetary signals
- Impact of stellar flares on the chemical composition and transmission spectra of gaseous exoplanets orbiting M dwarfs
- Long-term stellar activity variations and their effect on radial-velocity measurements
- Measuring precise radial velocities and cross-correlation function line-profile variations using a Skew Normal density
- Thermal-light heterodyne spectroscopy with frequency comb calibration
- The spectral impact of magnetic activity on disk-integrated HARPS-N solar observations: exploring new activity indicators
- The Chemical Nature of the Young 120-Myr-old Nearby Pisces-Eridanus Stellar Stream Flowing through the Galactic Disk
- The Mantis Network I: A standard grid of templates and masks for cross-correlation analyses of ultra-hot Jupiter transmission spectra
- Mitigating stellar activity jitter with different line lists for least-squares deconvolution: analysis of a parametric and a randomised line selection
- : a data-driven approach to correct for systematics in RV data -- Application to SPIRou data of the planet-hosting M dwarf GJ 251
- Rotational modulation of spectroscopic Zeeman signatures in low-mass stars
- 3D magneto-hydrodynamical simulations of stellar convective noise for improved exoplanet detection. I. Case of regularly sampled radial velocity observations
- TOI-4010: A System of Three Large Short-Period Planets With a Massive Long-Period Companion
- Activity and telluric contamination in HARPS observations of Alpha Centauri B
- Spatially resolved spectroscopy across stellar surfaces. V. Observational prospects: Toward Earth-like exoplanet detection
- Testing the Spectroscopic Extraction of Suppression of Convective Blueshift
- Radial-velocity jitter of stars as a function of observational timescale and stellar age
- The CARMENES search for exoplanets around M dwarfs Detection of a mini-Neptune around LSPM J2116+0234 and refinement of orbital parameters of a super-Earth around GJ 686 (BD+18 3421)
- A limit on variations in the fine-structure constant from spectra of nearby Sun-like stars
- Characterization of chromospheric activity based on Sun-as-a-star spectral and disk-resolved activity indices
- A warm super-Neptune around the G-dwarf star TOI-1710 revealed with TESS, SOPHIE and HARPS-N
- Simulations for Planning Next-Generation Exoplanet Radial Velocity Surveys
- Activity time series of old stars from late F to early K VI. Exoplanet mass characterisation and detectability in radial velocity
- Improving Earth-like planet detection in radial velocity using deep learning
- An Interpretable Machine Learning Framework for Modeling High-Resolution Spectroscopic Data
- Multi-Mask Least-Squares Deconvolution: Extracting RVs using tailored masks
- The death of Vulcan: NEID reveals the planet candidate orbiting HD 26965 is stellar activity
- Spectral Line Depth Variability in Radial Velocity Spectra
- EXPRES. II. Searching for Planets Around Active Stars: A Case Study of HD 101501
- Revisiting the multi-planetary system of the nearby star HD 20794: Confirmation of a low-mass planet in the habitable zone of a nearby G-dwarf
- Diving into the planetary system of Proxima with NIRPS -- Breaking the metre per second barrier in the infrared
- Into the Depths: a new activity metric for high-precision radial velocity measurements based on line depth variations
- Accounting for stellar activity signals in radial-velocity data by using Change Point Detection techniques
- GRASS II: Simulations of Potential Granulation Noise Mitigation Methods
- Probing Galactic variations in the fine-structure constant using solar twin stars: systematic errors
- The Measured Impact of Chromatic Atmospheric Effects on Barycentric Corrections: Results from the EXtreme PREcision Spectrograph
- TOI-1055 b: Neptunian planet characterised with HARPS, TESS, and CHEOPS
- The CARMENES search for exoplanets around M dwarfs. Line-by-line sensitivity to activity in M dwarfs
- A systematic bias in template-based RV extraction algorithms
- Solar Photospheric Spectrum Microvariability I. Theoretical searches for proxies of radial-velocity jittering
- Identifying Exoplanets with Deep Learning. IV. Removing Stellar Activity Signals from Radial Velocity Measurements Using Neural Networks
- A Stellar Activity F-statistic for Exoplanet Surveys (SAFE)
- Correlations between laboratory line lists for FeH, CrH, and NiH and M-star spectra collected with ESPaDOnS and SPIRou
- Quiet Please: Detrending Radial Velocity Variations from Stellar Activity with a Physically Motivated Spot Model
- Spectroscopic Transit Search: a self-calibrating method for detecting planets around bright stars
- DMPP-3: confirmation of short-period S-type planet(s) in a compact eccentric binary star system, and warnings about long-period RV planet detections
- Chromaticity of stellar activity in radial velocities : Anti-correlated families of lines on the M dwarf EV Lac with SPIRou and SOPHIE
- Precise and efficient modeling of stellar-activity-affected solar spectra using SOAP-GPU
- Probing Galactic variations in the fine-structure constant using solar twin stars: methodology and results
- Gl 725A b: a potential super-Earth detected with SOPHIE and SPIRou in an M dwarf binary system at 3.5 pc
- Using Doppler Imaging to model stellar activity and search for planets around Sun-like stars
- TOI-3288 b and TOI-4666 b: two gas giants transiting low-mass stars characterised by NIRPS
- The Interpolation Constraint in the RV Analysis of M-Dwarfs Using Empirical Templates
- Searching for Low-Mass Exoplanets Amid Stellar Variability with a Fixed Effects Linear Model of Line-by-Line Shape Changes
- TOI-2322: two transiting rocky planets close to the stellar rotation period and its first harmonic
- Semi-supervised standardized detection of extrasolar planets
- Deriving Iodine-free spectra for high-resolution echelle spectrographs
- TILARA: Template-Independent Line-by-line Algorithm for Radial velocity Analysis. I. Description of the code and application on a Sun-like star
- Discovery of a Nearby Habitable Zone Super-Earth Candidate Amenable to Direct Imaging
- The SPIRou Legacy Survey: near-infrared and optical radial velocity analysis of Gl 480 and Gl 382 using SPIRou, HARPS and CARMENES spectrographs
- Minimal Data Fidelity for Detection of Stellar Features or Companions
- Exploring the robustness of Keplerian signals to the removal of active and telluric features
- Time-resolved p-mode oscillations for subgiant HD 142091 with NEID at WIYN
- The SPIRou Legacy Survey: Detection of a nearby world orbiting in the habitable zone of Gl725B achieved by correcting strong telluric contamination in near-infrared radial velocities with WAPITI
- The RoPES project with HARPS and HARPS-N II. A third planet in the multi-planet system HD 176986
- Radial velocities: direct application of Pierre Connes' shift finding algorithm to Cross-Correlation Functions
- Astrometric exoplanet detection survives solar-like stellar contamination
- Solar photospheric spectrum microvariability III. Radial velocities and line profiles in magnetic active-region granulation
- Measuring masses of transiting Earth-like planets: first insights from the PLATO RV data challenge
- Towards understanding stellar variability at the sub m/s level: granulation-induced variability across the optical spectrum
- Discovery of a multi-planetary system orbiting the aged Sun-like star HD 224018
- Leveraging space-based data from the nearest Solar-type star to better understand stellar activity signatures in radial velocity data
- Friends and Foes: Conditional Occurrence Rates of Exoplanet Companions and their Impact on Radial Velocity Follow-up Surveys
- Granulation on a quiet K dwarf: HD 166620 I. Spectral signatures as a function of line-formation temperature
- Spectral Ratio Analysis: probing of a new suite of stellar activity indicators as a tool for astrophysical noise mitigation