Line-by-line velocity measurements, an outlier-resistant method for precision velocimetry
arXiv:2207.13524 · doi:10.3847/1538-3881/ac7ce6
Abstract
We present a new algorithm for precision radial velocity (pRV) measurements, a line-by-line (LBL) approach designed to handle outlying spectral information in a simple but efficient manner. The effectiveness of the LBL method is demonstrated on two datasets, one obtained with SPIRou on Barnard's star, and the other with HARPS on Proxima Centauri. In the near-infrared, the LBL provides a framework for m/s-level accuracy in pRV measurements despite the challenges associated with telluric absorption and sky emission lines. We confirm with SPIRou measurements spanning 2.7 years that the candidate super-Earth on a 233-day orbit around Barnard's star is an artifact due to a combination of time-sampling and activity. The LBL analysis of the Proxima Centauri HARPS post-upgrade data alone easily recovers the Proxima b signal and also provides a 2-sigma detection of the recently confirmed 5-day Proxima d planet, but argues against the presence of the candidate Proxima c with a period of 1900 days. We provide evidence that the Proxima c signal is associated with small, unaccounted systematic effects affecting the HARPS-TERRA template matching RV extraction method for long-period signals. Finally, the LBL framework provides a very effective activity indicator, akin to the full width at half maximum derived from the cross-correlation function, from which we infer a rotation period of days for Proxima.
Accepted for publication in AJ
References in corpus (22)
- Array Programming with NumPy
- New evolutionary models for pre-main sequence and main sequence low-mass stars down to the hydrogen-burning limit
- A terrestrial planet candidate in a temperate orbit around Proxima Centauri
- Molecfit: A general tool for telluric absorption correction. I. Method and application to ESO instruments
- How to Constrain Your M Dwarf: measuring effective temperature, bolometric luminosity, mass, and radius
- Spectrum radial velocity analyser (SERVAL). High-precision radial velocities and two alternative spectral indicators
- emcee v3: A Python ensemble sampling toolkit for affine-invariant MCMC
- Inferring probabilistic stellar rotation periods using Gaussian processes
- Magnetic Cycles and Rotation Periods of Late Type Stars from photometric time series
- SPIRou: nIR velocimetry & spectropolarimetry at the CFHT
- A candidate short-period sub-Earth orbiting Proxima Centauri
- Revisiting Proxima with ESPRESSO
- Optical, UV, and X-Ray Evidence for a 7-Year Stellar Cycle in Proxima Centauri
- Measuring precise radial velocities on individual spectral lines : II. Dependance of stellar activity signal on line depth
- A Versatile Technique to Enable sub-milli-Kelvin Instrument Stability for Precise Radial Velocity Measurements: Tests with the Habitable-zone Planet Finder
- The large-scale magnetic field of Proxima Centauri near activity maximum
- Telluric-line subtraction in high-accuracy velocimetry: a PCA-based approach
- TOI-1278 B: SPIRou unveils a rare Brown Dwarf Companion in Close-In Orbit around an M dwarf
- TOI-1759 b: a transiting sub-Neptune around a low mass star characterized with SPIRou and TESS
- The SPIRou wavelength calibration for precise radial velocities in the near infrared
- TESS discovery of a sub-Neptune orbiting a mid-M dwarf TOI-2136
- Searching for the near infrared counterpart of Proxima c using multi-epoch high contrast SPHERE data at VLT
Cited by in corpus (53)
- APERO: A PipelinE to Reduce Observations -- Demonstration with SPIRou
- The magnetic field and multiple planets of the young dwarf AU~Mic
- TOI-1452 b: SPIRou and TESS reveal a super-Earth in a temperate orbit transiting an M4 dwarf
- Homogeneous search for helium in the atmosphere of 11 gas giant exoplanets with SPIRou
- The SPIRou Legacy Survey Rotation period of quiet M dwarfs from circular polarization in near-infrared spectral lines: I. The SPIRou APERO analysis
- NIRPS joining HARPS at ESO 3.6 m. On-sky performance and science objectives
- Monitoring the young planet host V1298 Tau with SPIRou: planetary system and evolving large-scale magnetic field
- A sub-Earth-mass planet orbiting Barnard's star
- The CARMENES search for exoplanets around M dwarfs. Telluric absorption corrected high S/N optical and near-infrared template spectra of 382 M dwarf stars
- : a data-driven approach to correct for systematics in RV data -- Application to SPIRou data of the planet-hosting M dwarf GJ 251
- Optical and near-infrared stellar activity characterization of the early M dwarf Gl~205 with SOPHIE and SPIRou
- Revisiting Radial Velocity Measurements of the K2-18 System with the Line-by-Line Framework
- A massive hot Jupiter orbiting a metal-rich early-M star discovered in the TESS full frame images
- Radial velocity homogeneous analysis of M dwarfs observed with HARPS I. Exoplanet detection and candidates
- Diving into the planetary system of Proxima with NIRPS -- Breaking the metre per second barrier in the infrared
- A transiting giant planet in orbit around a 0.2-solar-mass host star
- The CARMENES search for exoplanets around M dwarfs. Line-by-line sensitivity to activity in M dwarfs
- A sub-Neptune planet around TOI-1695 discovered and characterized with SPIRou and TESS
- The Solar Neighborhood LI: A Variability Survey of Nearby M Dwarfs with Planets from Months to Decades with TESS and the CTIO/SMARTS 0.9 m Telescope
- Characterisation of TOI-406 as showcase of the THIRSTEE program: A 2-planet system straddling the M-dwarf density gap
- A systematic bias in template-based RV extraction algorithms
- Solar photospheric spectrum microvariability II. Observed relations to magnetic activity and radial-velocity modulation
- Correlations between laboratory line lists for FeH, CrH, and NiH and M-star spectra collected with ESPaDOnS and SPIRou
- NIRPS detection of delayed atmospheric escape from the warm and misaligned Saturn-mass exoplanet WASP-69b
- NIRPS and TESS reveal a peculiar system around the M dwarf TOI-756: A transiting sub-Neptune and a cold eccentric giant
- Gl 725A b: a potential super-Earth detected with SOPHIE and SPIRou in an M dwarf binary system at 3.5 pc
- Chromaticity of stellar activity in radial velocities : Anti-correlated families of lines on the M dwarf EV Lac with SPIRou and SOPHIE
- TOI-3288 b and TOI-4666 b: two gas giants transiting low-mass stars characterised by NIRPS
- A New Brown Dwarf Orbiting an M star and An Investigation on the Eccentricity Distribution of Transiting Long-Period Brown Dwarfs
- TOI-3568 b: a super-Neptune in the sub-Jovian desert
- Characterizing planetary systems with SPIRou: a temperate sub-Neptune exoplanet orbiting the nearby fully-convective star GJ 1289 and a candidate around GJ 3378
- The Interpolation Constraint in the RV Analysis of M-Dwarfs Using Empirical Templates
- Characterizing planetary systems with SPIRou: Detection of a sub-Neptune in a 6-day period orbit around the M dwarf Gl 410
- HADES RV Programme with HARPS-N at TNG. XVI. A super-Earth in the habitable zone of the GJ 3998 multi-planet system
- The GAPS Programme at TNG. LIX. A characterisation study of the 300 Myr old multi-planetary system orbiting the star BD+40 2790 (TOI-2076)
- Super-Earth masses and stellar abundances from NIRPS reveal tentative evidence for water-rich formation around M dwarfs
- TOI-2322: two transiting rocky planets close to the stellar rotation period and its first harmonic
- Quantifying thermal water dissociation in the dayside photosphere of WASP-121 b using NIRPS
- ASTRA: A Python Package for Cross-Instrument Stellar and Telluric Template Construction
- 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
- Predicting the Dominant Formation Mechanism of Multi-Planetary Systems
- Densities of small planets around the M dwarfs TOI-4336 A and TOI-4342 with ESPRESSO: Three sub-Neptunes, one super-Earth, and a Neptune-mass candidate
- An Adolescent and Near-Resonant Planetary System Near the End of Photoevaporation
- Confirmation of the hot super-Neptune TOI-672 b with NIRPS and HARPS and Insights into the Neptunian desert around M dwarfs
- TOI-4552 b: A new ultra-short period rocky world revealed by NIRPS and TESS
- 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
- Radial velocities: direct application of Pierre Connes' shift finding algorithm to Cross-Correlation Functions
- Solar photospheric spectrum microvariability III. Radial velocities and line profiles in magnetic active-region granulation
- Upside down: GJ3090 b the first retrograde exoplanet around an M dwarf detected with NIRPS
- NIRPS tightens the mass estimate of GJ 3090 b and detects a planet near the stellar rotation period
- Near-IR and optical radial velocities of the active M dwarf star Gl 388 (AD Leo) with SPIRou at CFHT and SOPHIE at OHP: A 2.23 day rotation period and no evidence for a corotating planet