Mass estimates of the young TOI-451 transiting planets: multidimensional Gaussian Process on stellar spectroscopic and photometric signals

Monthly Notices of the Royal Astronomical Society Oxford University Press 546:2 (2026) stag087

Authors:

Oscar Barragán, Manuel Mallorquín, Jorge Fernández-Fernández, Faith Hawthorn, Alix V Freckelton, Marina Lafarga, Michael Cretignier, Yoshi NE Eschen, Samuel Gill, Víctor JS Béjar, Nicolas Lodieu, Haochuan Yu, Thomas G Wilson, David Anderson, Ioannis Apergis, Matthew Battley, Edward M Bryant, Pía Cortés-Zuleta, Edward Gillen, James S Jenkins, Baptiste Klein, James McCormac, Annabella Meech, Erik Meier-Valdés, Suzanne Aigrain

Abstract:

The young TOI-451 planetary system, aged 125 Myr, provides a unique opportunity to test theories of planetary internal structures and atmospheric mass-loss through examination of its three transiting planets. We present an exhaustive photometric and spectroscopic follow-up to determine the orbital and physical properties of the system. We perform multidimensional Gaussian Process regression with the code pyaneti on spectroscopic time-series and NGTS/LCO light curves to disentangle the stellar and planetary signal in ESPRESSO radial velocities. We show how contemporaneous photometry serves as an activity indicator to inform RV modelling within a multidimensional Gaussian Processes framework. We argue that this can be exploited when spectroscopic observations are adversely affected by low signal-to-noise and/or poor sampling. We estimate the Doppler semi-amplitudes of , , and . This translates in 2 mass estimates for TOI-451 b and d of and ; as well as a mass upper limit for TOI-451 c of . The derived planetary properties suggest that planets c and d contain significant hydrogen-rich envelopes. The inferred parameters of TOI-451 b are consistent with either a rocky world that still retains a small hydrogen envelope or a water world. These insights make the TOI-451 system an ideal laboratory for future follow-up studies aimed at measuring atmospheric compositions, detecting atmospheric mass-loss signatures, and further exploring planetary formation and evolution processes.

Mass estimates of the young TOI-451 transiting planets: Multidimensional Gaussian Process on stellar spectroscopic and photometric signals

(2026)

Authors:

Oscar Barragán, Manuel Mallorquín, Jorge Fernández-Fernández, Faith Hawthorn, Alix V Freckelton, Marina Lafarga, Michael Cretignier, Yoshi NE Eschen, Samuel Gill, Víctor JS Béjar, Nicolas Lodieu, Haochuan Yu, Thomas G Wilson, David Anderson, Ioannis Apergis, Matthew Battley, Edward M Bryant, Pía Cortés-Zuleta, Edward Gillen, James S Jenkins, Baptiste Klein, James McCormac, Annabella Meech, Erik Meier-Valdés, Maximiliano Moyano, Annelies Mortier, Felipe Murgas, Louise D Nielsen, Suman Saha, Josà I Vines, Richard West, Peter J Wheatley, Suzanne Aigrain

Detecting and characterising exoplanets with HARPS-N

Proceedings of the International Astronomical Union Cambridge University Press 20:S393 (2026) 150-155

Authors:

K Rice, A Mortier, L Malavolta, F Pepe, A Cameron, A Ghedina, D Latham, S Udry, L Affer, S Aigrain, AS Bonomo, V Bourrier, LA Buchhave, H Cegla, P Cortes-Zuleta, R Cosentino, M Cretignier, M Damasso, X Dumusque, D Ehrenreich, AA John, B Klein, A Leleu, M Lopez-Morales, N O’Sullivan

Abstract:

Exoplanet follow-up with JWST requires precise masses and radii. HARPS-N is a high-resolution spectrograph on the Telescopio Nazionale Galileo (TNG), predominantly used to detect and characterize exoplanets using the radial velocity (RV) method. The HARPS-N Collaboration has been characterising exoplanets with HARPS-N for over a decade. In this short paper we highlight the contributions that the HARPS-N Collaboration has made to the characterisation of small exoplanets.

Exoplanet atmospheres at high spectral resolution

Chapter in Handbook of Exoplanets, Springer (2026) 1-38

Abstract:

The spectrum of an exoplanet reveals the physical, chemical, and biological processes that have shaped its history and govern its future. However, observations of exoplanet spectra are complicated by the overwhelming glare of their host stars. Here, we focus on high-resolution spectroscopy (HRS) (R∼5,000−140,000), which helps disentangle and isolate the exoplanet’s spectrum. HRS resolves molecular features into a dense forest of individual lines in a pattern that is unique for a given molecule. For close-in planets, the spectral lines undergo large Doppler shifts during the planet’s orbit, while the host star and Earth’s spectral features remain essentially stationary, enabling a velocity separation of the planet. For slower-moving, wide-orbit planets, HRS, aided by high contrast imaging, instead isolates their spectra using their spatial separation (high contrast spectroscopy; HCS). The planet’s spectral lines are compared with HRS model atmospheric spectra, typically using cross-correlation to sum their signals. It is essentially a form of fingerprinting for exoplanet atmospheres and works for both transiting and non-transiting planets. It measures their orbital velocity, true mass, and simultaneously characterizes their atmosphere. The unique sensitivity of HRS to the depth, shape, and position of the planet’s spectral lines allows it to measure atmospheric composition, structure, clouds, and dynamics, including day-to-night winds and equatorial jets, plus its rotation period and even its magnetic field. These are extracted using statistically robust log-likelihood frameworks and match space-based instruments in their precision. This chapter describes the HRS technique in detail and concludes with future prospects with Extremely Large Telescopes to identify biosignatures on nearby rocky worlds and map features in the atmospheres of giant exoplanets.

Transformational astrophysics and exoplanet science with Habitable Worlds Observatory's High Resolution Imager

(2025)

Authors:

Vincent Van Eylen, Richard Massey, Saeeda Awan, Jo Bartlett, Louisa Bradley, Andrei Bubutanu, Kan Chen, Andrew Coates, Mark Cropper, Ross Dobson, Fabiola Antonietta Gerosa, Emery Grahill-Bland, Leah Grant, Daisuke Kawata, Tom Kennedy, Minjae Kim, Adriana Adelina Mihailescu, Jan-Peter Muller, Georgios Nicolaou, Mathew Page, Paola Pinilla, Louisa Preston, Ted Pyne, Hamish Reid, Santiago Velez Salazar, Jason L Sanders, Giorgio Savini, Ralph Schoenrich, George Seabroke, Alan Smith, Philip J Smith, Nicolas Tessore, Marina Ventikos, Esa Vilenius, Francesca Waines, Silvia Zane, James Betts, Sownak Bose, Cyril Borgsom, Shaun Cole, Jessica E Doppel, Vincent Eke, Carlos Frenk, Leo WH Fung, Qiuhan He, Mathilde Jauzac, Owen Jessop, Zane Deon Lentz, Gavin Leroy, Simon Morris, Yuan Ren, Jurgen Schmoll, Ray Sharples, Fionagh Thomson, Maximilian von Wietersheim-Kramsta, Kai Wang, Stephane V Werner, Subhajit Sarkar, Jacob Kegerreis, James Kirk, Subhanjoy Mohanty, John Southworth, John Philip Stott, Ashley King, James W Nightingale, David Rosario, Paola Tiranti, Edward Gillen, Cynthia SK Ho, Christopher Watson, Andrzej Fludra, Chris Pearson, Yun-Hang Cho, Yu Tao, Joanna Barstow, James Bowen, Chris Castelli, Chiaki Crews, Angaraj Duara, Mark Fox-Powell, David Hall, Carole Haswell, Kit-Hung Mark Lee, Joan Requena, Anabel Romero, Jesper Skottfelt, Konstantin Stefanov, Olivia Jones, Sean McGee, Annelies Mortier, Graham P Smith, Amalie Stokholm, Amaury Triaud, Becky Alexis-Martin, Malcolm Bremer, Katy L Chubb, Joshua Ford, Ben Maughan, Daniel Valentine, Hannah Wakeford, Juan Paolo Lorenzo Gerardo Barrios, Chandan Bhat, Xander Byrne, Gregory Cooke, Natalie B Hogg, Nikku Madhusudhan, Maximilian Sommer, Sandro Tacchella, Georgios N Vassilakis, Nicholas Walton, Mark Wyatt, Manoj Joshi, Beth Biller, Mariangela Bonavita, Trent Dupuy, Aiza Kenzhebekova, Brian P Murphy, Vincent Okoth, Cyrielle Opitom, Larissa Palethorpe, Paul Palmer, Mia Belle Parkinson, Ken Rice, Sarah Rugheimer, Colin Snodgrass, Ben J Sutlieff, Souradeep Bhattacharya, Emma Curtis-Lake, Jan Forbrich, Darshan Kakkad, David J Lagattuta, Brian Ongeri Momanyi Bichang'a, Peter Scicluna, Richard Booth, Martin Barstow, Sarah Casewell, Leigh Fletcher, Anushka Sharma, Christopher J Conselice, Suzanne Aigrain, Jayne Birkby, Claire Guimond, Carly Howett, Mei Ting Mak, Richard Palin, Chris Pattison, Richard Robinson, Samantha Youles, Andrew Collier Cameron, Justin Read, David John Armstrong, David JA Brown, Mikkel N Lund, Andrew Robertson, Pierre-Olivier Lagage, Lígia F Coelho, Preethi R Karpoor, Enric Palle, Leen Decin, Denis Defrère, Kaustubh Hakim, Swara Ravindranath, Jason Rhodes, Marc Postman, Iain Neill Reid, Fabien Malbet, Amirnezam Amiri, Marrick Braam, Qiuhan He, Haakon Dahle, Angharad Weeks