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11institutetext: Laboratório Nacional de Astrofísica, Rua Estados Unidos 154, 37504-364, Itajubá - MG, Brazil, 11email: [email protected] 22institutetext: Institut d’Astrophysique de Paris, CNRS, UMR 7095, Sorbonne Université, 98 bis bd Arago, 75014 Paris, France 33institutetext: Observatoire de Haute Provence, St Michel l’Observatoire, France 44institutetext: Université Grenoble Alpes, CNRS, IPAG, 414 rue de la Piscine, 38400 St-Martin d’Hères, France 55institutetext: Aix Marseille Univ, CNRS, CNES, LAM, 38 rue Frédéric Joliot-Curie, 13388 Marseille, France 66institutetext: Instituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, 4150-762 Porto, Portugal 77institutetext: Departamento de Física e Astronomia, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre, 4169-007 Porto, Portugal 88institutetext: LESIA, Observatoire de Paris, Université PSL, CNRS, Sorbonne Université, Université Paris Cité, 5 place Jules Janssen, 92195 Meudon, France 99institutetext: Université de Toulouse, CNRS, IRAP, 14 avenue Belin, 31400 Toulouse, France 1010institutetext: Center for Astrophysics | Harvard & Smithsonian, 60 Garden Street, Cambridge, MA 02138, USA 1111institutetext: Hazelwood Observatory, Victoria, Australia 1212institutetext: Department of Physics and Astronomy, Vanderbilt University, Nashville, TN 37235, USA 1313institutetext: Department of Physics, Engineering and Astronomy, Stephen F. Austin State University, 1936 North St, Nacogdoches, TX 75962, USA 1414institutetext: Cerro Tololo Inter-American Observatory, Casilla 603, La Serena, Chile 1515institutetext: Department of Physics and Astronomy, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-3255, USA 1616institutetext: Astrophysics Group, University of Exeter, Exeter EX4 2QL, UK 1717institutetext: Department of Astrophysical Sciences, Princeton University, Princeton, NJ 08544, USA 1818institutetext: SETI Institute, Mountain View, CA 94043 USA/NASA Ames Research Center, Moffett Field, CA 94035 USA 1919institutetext: NASA Exoplanet Science Institute, Caltech IPAC, 1200 E. California Blvd., Pasadena, CA 91125, USA 2020institutetext: NASA Ames Research Center, Moffett Field, CA 94035, USA

TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.

E. Martioli TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    G. Hébrard TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    L. de Almeida TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    N. Heidari TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    D. Lorenzo-Oliveira TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    F. Kiefer TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    J. M. Almenara TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    A. Bieryla TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    I. Boisse TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    X. Bonfils TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    C. Briceño TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    K. A. Collins TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    P. Cortés-Zuleta TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    S. Dalal TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    M. Deleuil TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    X. Delfosse TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    O. Demangeon TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    J. D. Eastman TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    T. Forveille TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    E. Furlan TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    S. B. Howell TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    S. Hoyer TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    J. M. Jenkins TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    D. W. Latham TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    N. Law TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    A. W. Mann TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    C. Moutou TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    N. C. Santos TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    S. G. Sousa TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    K. G. Stassun TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    C. Stockdale TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    G. Torres TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    J. D. Twicken TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    J. N. Winn TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.    C. Ziegler TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.TOI-1736 and TOI-2141: two systems including sub-Neptunes around solar analogs revealed by TESS and SOPHIEthanks: Based on observations collected with the SOPHIE spectrograph on the 1.93 m telescope at the Observatoire de Haute-Provence (CNRS), France.
(Received; accepted)

Planetary systems around solar analogs inform us about how planets form and evolve in Solar System-like environments. We report the detection and characterization of two planetary systems around the solar analogs TOI-1736 and TOI-2141 using TESS photometry data and spectroscopic data obtained with the SOPHIE instrument on the 1.93 m telescope at the Observatoire de Haute-Provence (OHP). We performed a detailed spectroscopic analysis of these systems to obtain the precise radial velocities (RV) and physical properties of their host stars. TOI-1736 and TOI-2141 each host a transiting sub-Neptune with radii of 2.44±0.182.44\pm 0.18 R and 3.05±0.233.05\pm 0.23 R, orbital periods of 7.073088(7)7.073088(7) d and 18.26157(6)18.26157(6) d, and masses of 12.8±1.812.8\pm 1.8 M and 24±424\pm 4 M, respectively. TOI-1736 shows long-term RV variations that are consistent with a two-planet solution plus a linear trend of 0.177-0.177 m s-1 d-1. We measured an RV semi-amplitude of 201.1±0.7201.1\pm 0.7 m s-1 for the outer companion, TOI-1736 c, implying a projected mass of mcsini=8.09±0.20m_{c}\sin{i}=8.09\pm 0.20 MJup. From the GAIA DR3 astrometric excess noise, we constrained the mass of TOI-1736 c at 8.70.6+1.58.7^{+1.5}_{-0.6} MJup. This planet is in an orbit of 570.2±0.6570.2\pm 0.6 d with an eccentricity of 0.362±0.0030.362\pm 0.003 and a semi-major axis of 1.381±0.0171.381\pm 0.017 au, where it receives a flux of 0.71±0.080.71\pm 0.08 times the bolometric flux incident on Earth, making it an interesting case of a supergiant planet that has settled into an eccentric orbit in the habitable zone of a solar analog. Our analysis of the mass-radius relation for the transiting sub-Neptunes shows that both TOI-1736 b and TOI-2141 b likely have an Earth-like dense rocky core and a water-rich envelope.

Key Words.:
stars: planetary systems – stars: individual: TOI-1736, TOI-2141 – stars: solar-type – techniques: photometric, radial velocity

1 Introduction

Studying solar analogs is a way to understand the evolution of stars similar to our Sun. Although the physical and evolutionary stellar characteristics of solar analogs are relatively well studied, the formation and evolution of planetary systems around these stars still lack observational constraints.

The Sun being the nearest and most studied star, where the most accurate stellar properties can be obtained, provides a way to benchmark measurements of distant stars that have similar physical properties. This fact favors a specific class of stars called solar analogs, defined as those stars that have physical properties within a certain range of solar values. Soderblom & King (1998) defined a solar analog to be a main sequence star with an effective temperature between 5278 K and 6278 K, a metallicity within the range ±0.3\pm 0.3 dex, and it must not have a close stellar companion (arbitrarily defined with an orbital period of less than ten days).

The motivation to study solar analogs lies in the fact that stellar properties can be obtained with a greater precision since the Sun can be used as a reference (e.g., Bedell et al., 2014; Ramírez et al., 2014). Consequently, the uncertainties of the physical parameters of exoplanets can be significantly reduced for the solar analogs, which makes them interesting laboratories to understand the physics of planetary systems. In addition, stellar abundances can be obtained with greater accuracy, which informs us about the chemical composition of the environment where the planets formed. As a result, chemical clocks (e.g., da Silva et al., 2012) can provide better age diagnoses that can be used to validate the isochronal ages. This can also improve, for example, the constraints in exoplanet interior structure models based on the abundance of refractory elements (Fe, Mg, and Si) of the host star (Dorn et al., 2015; Adibekyan et al., 2021). Ultimately, studying planets around solar analogs also makes our knowledge of the conditions for the development of life less uncertain.

The Transiting Exoplanet Survey Satellite (TESS, Ricker et al., 2015) has identified more than 6000 candidate exoplanets (Guerrero et al., 2021). The transit method is efficient to detect close-in planets. Long-term radial velocity (RV) programs, such as the one carried out with the SOPHIE instrument at the Observatoire Haute-Provence, can establish the nature of candidate planets identified by TESS and can also detect additional non-transiting companions. We have identified two exoplanet candidates detected by TESS around the solar analogs TOI-1736 (TIC 408618999) and TOI-2141 (TIC 287256467). These planet candidates were identified as a TESS object of interest (TOI), which presented recurrent transit-like events in their light curves (Jenkins, 2002; Jenkins et al., 2010). Our RV follow-up with SOPHIE characterizes the nature of these two planets and detects at least two additional companions in the system TOI-1736. This paper presents the detection and characterization of both systems, where we performed a detailed analysis of their spectra to obtain a refined characterization of the host stars. The stellar parameters are summarized in Table 1. We combined the TESS and RV data to characterize all planets in both systems. Finally, we present an analysis of the internal structure and possible compositions of the innermost planets.

Table 1: Summary of the stellar parameters of TOI-1736 and TOI-2141.
Parameter TOI-1736 TOI-2141 Ref.
ID (TYC) 4313-01054-1 1540-497-1
ID (TIC) 408618999 287256467
RA (hh:mm:ss.ss) 02:53:44.4053447688 17:15:02.9060957472 1
Dec (dd:mm:ss.ss) +69:06:05.066418744 +18:20:26.764729476 1
Epoch (ICRS) J2000 J2000 1
proper motion in RA, μα\mu_{\alpha} (mas yr-1) 46.468±0.011-46.468\pm 0.011 52.229±0.01352.229\pm 0.013 1
proper motion in Dec, μδ\mu_{\delta} (mas yr-1) 14.490±0.015-14.490\pm 0.015 98.286±0.015-98.286\pm 0.015 1
parallax, pp (mas) 11.343±0.01511.343\pm 0.015 12.957±0.01512.957\pm 0.015 1
distance (pc) 88.9±0.388.9\pm 0.3 77.7±0.277.7\pm 0.2 1
B (mag) 9.64±0.039.64\pm 0.03 10.13±0.0510.13\pm 0.05 2
V (mag) 8.953±0.0028.953\pm 0.002 9.46±0.0039.46\pm 0.003 2
TESS T (mag) 8.330±0.0068.330\pm 0.006 8.897±0.0068.897\pm 0.006 2
GAIA G (mag) 8.77969±0.000188.77969\pm 0.00018 9.34408±0.000219.34408\pm 0.00021 1
2MASS J (mag) 7.69±0.027.69\pm 0.02 8.27±0.028.27\pm 0.02 3
2MASS H (mag) 7.42±0.057.42\pm 0.05 7.92±0.037.92\pm 0.03 3
2MASS K (mag) 7.28±0.027.28\pm 0.02 7.87±0.027.87\pm 0.02 3
WISE 1 (mag) 7.23±0.047.23\pm 0.04 7.84±0.037.84\pm 0.03 4
WISE 2 (mag) 7.30±0.027.30\pm 0.02 7.90±0.027.90\pm 0.02 4
WISE 3 (mag) 7.28±0.027.28\pm 0.02 7.88±0.027.88\pm 0.02 4
WISE 4 (mag) 7.24±0.117.24\pm 0.11 7.76±0.147.76\pm 0.14 4
effective temperature, TeffT_{\rm eff} (K) 5807±465807\pm 46 5659±485659\pm 48 this work
surface gravity,logg\log g (dex) 4.35±0.044.35\pm 0.04 4.42±0.044.42\pm 0.04 this work
Fe metallicity, [Fe/H][{\rm Fe}/{\rm H}] (dex) 0.138±0.0140.138\pm 0.014 0.120±0.013-0.120\pm 0.013 this work
turbulence velocity, ν\nu (km/s) 1.10±0.021.10\pm 0.02 0.83±0.020.83\pm 0.02 this work
bolometric flux, FbolF_{\rm bol} (10910^{-9} erg s-1 cm2{}^{-}2) 6.37±0.056.37\pm 0.05 4.65±0.114.65\pm 0.11 this work
star mass, MM_{\star} (M) 1.08±0.041.08\pm 0.04 0.94±0.020.94\pm 0.02 this work
star radius, RR_{\star} (R) 1.15±0.081.15\pm 0.08 0.98±0.060.98\pm 0.06 this work
luminosity, logL/L\log{L_{\star}/L_{\odot}} 0.25±0.060.25\pm 0.06 0.05±0.06-0.05\pm 0.06 this work
activity index, logRHK\log{\rm R^{\prime}}_{\rm HK} 5.010.22+0.14-5.01^{+0.14}_{-0.22} 4.780.12+0.10-4.78^{+0.10}_{-0.12} this work
rotation velocity, vrotsiniv_{\rm rot}\sin{i_{\star}} (km s-1) 4.0±0.64.0\pm 0.6 2.7±0.62.7\pm 0.6 this work
rotation period, ProtP_{\rm rot} (d) 28±528\pm 5 21±521\pm 5 this work (5)
age (Gyr) 4.9±1.34.9\pm 1.3 6.4±1.86.4\pm 1.8 this work
\tablebib

(1) Gaia Collaboration (2020); (2) EXOFOP-TESS website111https://exofop.ipac.caltech.edu ; (3) Cutri et al. (2003); (4) Wright et al. (2010); (5) rotation periods are estimated from activity-rotation empirical relation as detailed in Section 3.6.

2 Observations

2.1 TESS photometry

The TESS mission observed TOI-1736 with a cadence of 2 minutes in Sectors 18, 19, and 25, and with a cadence of 20 seconds in Sectors 52, 58, and 59. TOI-2141 was observed with a cadence of 2 minutes in Sectors 25, 26, and 52. Table 2 shows the log of TESS observations for these two objects. We obtained the TESS data products from the Mikulski Archive for Space Telescopes (MAST)222mast.stsci.edu, where we used the Presearch Data Conditioning (PDC) flux time series (Smith et al., 2012; Stumpe et al., 2012, 2014) processed by the TESS Science Processing Operations Center (SPOC) pipeline (Jenkins et al., 2016) versions listed in Table 2.

Table 2: Log of TESS observations of TOI-1736 and TOI-2141.
OBJECT TSTART (UTC) TSTOP (UTC) Duration (d) Cadence Sector Cycle Camera SPOC version
TOI-1736 2019-Nov-02 2019-Nov-27 24.4 2 min 18 2 2 4.0.29-20200410
TOI-1736 2019-Nov-27 2019-Dec-24 25.1 2 min 19 2 2 4.0.30-20200415
TOI-1736 2020-May-13 2020-Jun-08 25.7 2 min 25 2 4 4.0.36-20200520
TOI-1736 2022-May-18 2022-Jun-13 24.4 20 s 52 4 4 5.0.72-20220608
TOI-1736 2022-Oct-29 2022-Nov-26 27.7 20 s 58 5 2 5.0.78-20221129
TOI-1736 2022-Nov-26 2022-Dec-23 26.4 20 s 59 5 2 5.0.79-20221214
TOI-2141 2020-May-13 2020-Jun-08 25.7 2 min 25 2 1 4.0.36-20200520
TOI-2141 2020-Jun-08 2020-Jul-04 24.9 2 min 26 2 1 5.0.3-20200718
TOI-2141 2022-May-18 2022-Jun-13 24.4 2 min 52 4 1 5.0.72-20220608

The SPOC searches light curves for transiting planets with an adaptive, noise-compensating matched filter (Jenkins, 2002; Jenkins et al., 2010, 2020). The transit signatures of each candidate are fitted with an initial limb-darkened transit model (Li et al., 2019) and subjected to a suite of diagnostic tests (Twicken et al., 2018), all available in the TESS SPOC data validation reports (DVR). The DVR for TOI-1736 reports a candidate planet, hereafter TOI-1736 b, with an estimated radius of R=p3.0±1.1{}_{\rm p}=3.0\pm 1.1 R and an orbital period of P=7.07307(1)=7.07307(1) d. The difference image centroid offsets locate the source of the transit signal within 4.4±4.14.4\pm 4.1 arcsec of the target star. The TESS Science Office (TSO) issued an alert for TOI 1736.01 on 27 February 2020 based on the DVR associated with the combined light curve for Sectors 18-19 (Guerrero et al., 2021).

The DVR for TOI-2141 reports two candidates, but only one passed validation tests. The unvalidated events have a periodicity of 30.6 d and are likely due to contamination by scattered light. We also note that the odd and even depth test supports a single strong feature folded on top of a much weaker and much less convincing transit-like feature for these events. The validated candidate planet, hereafter TOI-2141 b, has an estimated radius of R=p3.2±0.3{}_{\rm p}=3.2\pm 0.3 R and an orbital period of P=18.26159(7)=18.26159(7) d. The centroid offsets localize the source of the transit signal within 1.7±6.31.7\pm 6.3 arcsec. The transit signature was first identified in the SPOC search of the Sector 26 light curve, and an alert for TOI 2141.01 was issued by TSO on 7 August 2020. Therefore, both TOI-1736 and TOI-2141 systems host at least one close-in transiting planet candidate with a size consistent with a sub-Neptune. Figures 1 and 2 depict the TESS photometry data for both respective objects.

Refer to caption
Figure 1: TESS light curve of TOI-1736. The gray points show the TESS photometry data normalized by the median flux of each sector. The black points show the same data binned by the weighted average with bin sizes of 0.1 d. The red line shows the baseline GP model that was fitted to the binned data multiplied by the best-fit transit model for TOI-1736 b. The red triangles show the predicted central time of TOI-1736 b transits.
Refer to caption
Figure 2: TESS light curve of TOI-2141. The blue points show the TESS photometry data around the transits of TOI-2141 b. The red line shows the baseline GP model that was fitted to the binned data multiplied by the best-fit transit model for TOI-2141 b. The red triangles show the predicted central time of TOI-2141 b transits.

2.2 LCOGT 1 m NEB Search

The TESS pixel scale is 21\sim 21\arcsec pixel-1, and photometric apertures typically extend out to roughly 1 arcminute, which generally results in multiple stars blending in the TESS aperture. To attempt to determine the true source of the TESS detection, we conducted ground-based photometric follow-up observations of the field around TOI-1736 as part of the TESS Follow-up Observing Program333https://tess.mit.edu/followup Sub Group 1 (TFOP; Collins, 2019).

We observed a full predicted transit window of TOI-1736 b in Pan-STARRS zz-short band using the Las Cumbres Observatory Global Telescope (LCOGT; Brown et al., 2013) 1.0 m network node at McDonald Observatory on UTC 2020 August 28. If the event detected in the TESS data is indeed on-target, the shallow SPOC reported depth of 380 ppm would not generally be detectable in ground-based observations. Instead, we slightly saturated TOI-1736 to enable the extraction of light curves of nearby fainter stars to attempt to rule out or identify nearby eclipsing binaries (NEBs) as potential sources of the TESS detection. The 1 m telescopes are equipped with 4096×40964096\times 4096 SINISTRO cameras having an image scale of 0.3890\aas@@fstack{\prime\prime}389 per pixel, resulting in a 26×2626\arcmin\times 26\arcmin field of view. The images were calibrated by the standard LCOGT BANZAI pipeline (McCully et al., 2018), and photometric data were extracted using AstroImageJ (Collins et al., 2017).

To account for possible contamination from the wings of neighboring star point spread functions (PSFs), we searched for NEBs in all known Gaia DR3 and TICv8 nearby stars out to 2.52\aas@@fstack{\prime}5 from TOI-1736 that are possibly bright enough in the TESS band to produce the TESS detection (assuming a 100% eclipse and 100% contamination of the TESS aperture). To attempt to account for possible delta-magnitude differences between the TESS band and the follow-up filter band, we checked stars that are an extra 0.5 magnitudes fainter in TESS-band than needed. We find that the RMS of each of the light curves of the 24 stars matching our criteria is more than a factor of 5 smaller than the expected NEB depth in the respective star. We then visually inspected each neighboring star’s light curve to ensure no obvious eclipse-like signal. All of our follow-up light curves and supporting results are available on the EXOFOP-TESS website444https://exofop.ipac.caltech.edu/tess/target.php?id=408618999. Through our process of elimination, we find that the TESS signal must be occurring in TOI-1736 relative to known Gaia DR3 and TICv8 stars.

2.3 High contrast imaging

High-angular-resolution observations can probe close companions within 1.2\sim 1.2 arcsec that can create a false positive transit signal if that companion is an eclipsing binary, and which dilute the transit signal and thus yield underestimated planet radii (Ciardi et al., 2015). TOI-1736 was observed on October 19, 2021, by the ‘Alopeke dual-channel speckle imaging instrument on Gemini-N (PI: Howell) with a pixel scale of 0.01 arcsec/pixel and a full width at half maximum (FWHM) resolution of 0.02 arcsec. ‘Alopeke provided simultaneous speckle imaging at 562 and 832 nm. The data were processed with the speckle pipeline (Howell et al., 2011), which yielded the 5-sigma sensitivity curves shown in Figure 3. These observations provide a contrast at an angular separation of 0.5 arcsec of 4.2 mag at 562 nm and 6.4 mag at 832 nm. Figure 3 also shows the reconstructed image at 832 nm and its Fourier transform, which shows fringes in the power spectrum, evidence of a stellar companion to TOI-1736. The best-fit binary model for the power spectrum gives a companion at an angular separation of 0.093±0.0020.093\pm 0.002 arcsec and position angle of 26.5±1.026.5\pm 1.0 deg with a magnitude difference from the primary of Δmag=2.43±0.15\Delta{\rm mag}=2.43\pm 0.15 at 832 nm.

Refer to caption
Figure 3: Contrast ratio of TOI-1736 as a function of angular separation at 562 nm (blue line) and at 832 nm (red line) obtained from the ‘Alopeke/Gemini speckle imaging observations. The small panels show the reconstructed speckle image (right subpanel) and its power spectrum in Fourier space (left subpanel). The power spectrum shows fringes that match a binary model.

TOI-2141 was observed on April 25, 2021, with the 4.1-m SOAR telescope in speckle imaging. These observations provide a contrast of 5 mag at an angular separation of 1.0 arcsec in the I-band (Figure 4). These observations did not reveal any evidence of close stellar companions to TOI-2141.

Refer to caption
Figure 4: Contrast ratio of TOI-2141 as a function of angular separation at I-band obtained on the 4.1-m SOAR speckle imaging observations.

2.4 SOPHIE spectroscopy

2.4.1 Observations

SOPHIE is a high-resolution fiber-fed, cross-dispersed échelle spectrograph mounted on the 1.93-m telescope at the Observatoire de Haute-Provence (OHP) (Perruchot et al., 2008; Bouchy et al., 2013). It covers a wavelength domain from 387.2 nm to 694.3 nm across 39 spectral orders. We observed TOI-1736 and TOI-2141 under a program dedicated to an RV follow-up of transiting candidates (e.g., König et al., 2022; Moutou et al., 2021; Hébrard et al., 2020), where we obtained 152 spectra of TOI-1736 between 2020-08-20 and 2023-03-11 with an average peak signal-to-noise ratio (S/N) per pixel at 550 nm of 70, and 90 spectra of TOI-2141 between 2021-02-25 and 2022-09-18 with an average peak S/N of 55. Both targets have been observed in the high spectral resolution mode (HR mode, R=75000) of SOPHIE. Tables LABEL:tab:sophiervstoi1736 and LABEL:tab:sophiervstoi2141 present more information about these observations.

2.4.2 Data reduction by the DRS

Our data have been reduced by the SOPHIE Data Reduction Software (DRS, Bouchy et al., 2009), excluding the seven first (redder) spectral orders due to their low S/N. Five spectra of TOI-1736 were not used due to their low overall S/N (below 40). The DRS automatically extracts and calibrates the spectra and computes the RV using the cross-correlation function (CCF) between the spectra and a G2-type empirical weighted numerical mask. The DRS also uses the CCF data to deliver stellar activity indicators, such as the CCF FWHM and the bisector span (BIS).

In order to improve the accuracy of SOPHIE measurements, we used the optimized procedures presented by Heidari et al. (2022) and Heidari et al. (in prep). This includes in particular: (1) CCD charge transfer inefficiency correction (Bouchy et al., 2013); (2) correction for the moonlight contamination using the simultaneous sky spectrum obtained from the second SOPHIE fiber aperture (e.g., Pollacco et al., 2008; Hébrard et al., 2008); (3) RV constant master correction for instrumental long-term drifts (Courcol et al., 2015); and (4) correction of the instrumental short-term drifts thanks to the frequently measured drifts interpolated at the precise time of each observation.

2.4.3 The CCF analysis by sophie-toolkit

In addition to the DRS reduction, we implemented an independent CCF analysis using the methodology described in Martioli et al. (2022), where we developed the Python package sophie-toolkit555https://github.com/edermartioli/sophie to obtain the RVs and other CCF quantities from a set of reduced SOPHIE spectra (both in the e2ds or s1d formats provided by the DRS). Our CCF approach is fundamentally the same as that applied by the DRS and therefore it should produce equivalent results. We compared the RVs from both CCF analyses, and despite some systematic effects in a small fraction of the data, they mostly agree within the error bars. As explained in Section 2.4.2, the DRS implements additional procedures to optimize the RV measurements in the SOPHIE data, which ultimately provide more accurate RVs. Thus, in our analysis, we adopted the DRS RVs.

The analysis performed by sophie-toolkit was originally designed for near-infrared observations with the SPIRou spectrograph (Donati et al., 2020), where it implements some processing steps that are aimed at mitigating the strong effects of telluric contamination and detector artifacts. Such analysis is more robust to systematics and improves some results when applied to the SOPHIE optical spectrum, where the aforementioned effects are much less significant, but still present in the data. An important step that is applied in our tool is an iterative registration of the spectra, both in flux and wavelength domains, to match each observation to a high S/N template stacked spectrum (“template” hereafter). Registration is done by shifting the spectra to the same topocentric frame using the precise RV values obtained from the CCF analysis and by scaling the fluxes using an order-by-order least squares fit to a third-order polynomial (see Martioli et al., 2022). This reduces residual systematic errors between observations, providing a differential measurement of each spectrum with respect to the template. This procedure also provides the dispersion in flux for each spectral element along the time series, which allows us to estimate statistical errors and assign proper weights to the data before performing measurements such as CCFs, RVs, and spectral indices. In addition to the CCF and RV data, sophie-toolkit provides other important products, such as the template spectrum, obtained from the median stack of all spectra in the time series. This product is saved in FITS format to store both the template and all other registered spectra. The most relevant activity indicators are also calculated and saved in a time series product, as detailed in Section 3.6. The Appendix A presents the final RV data (from the DRS) together with the corresponding spectral quantities obtained in our analysis using the sophie-toolkit package, all compiled in Tables LABEL:tab:sophiervstoi1736 and LABEL:tab:sophiervstoi2141.

2.5 TRES spectroscopy

For spectroscopic reconnaissance, we obtained four spectra of TOI-1736 and two spectra of TOI-2141 using the 1.5 m Tillinghast Reflector Echelle Spectrograph (TRES; Fűrész et al., 2008) located at the Fred Lawrence Whipple Observatory (FLWO) in Arizona. The spectra for TOI-1736 and TOI-2141 were obtained between March 3 - October 4, 2020, and between August 17 - October 20, 2020. TRES is a fiber-fed echelle spectrograph with a wavelength range of 390-910 nm and a resolving power of R=44,000. Spectra were extracted and reduced as described in Buchhave et al. (2010).

3 Stellar characterization

We carried out an analysis of the spectral and photometric data of both systems to derive the host stars’ properties as is detailed in the next sections. A summary of the final star parameters is presented in the Table 1.

3.1 Spectral energy distribution analysis

We performed an analysis of the broadband spectral energy distribution (SED) of both stars including the Gaia Early Data Release 3 parallaxes (with no systematic offset applied; see, e.g., Stassun & Torres, 2021) in order to determine an empirical measurement of the stellar radius, following the procedures described in Stassun & Torres (2016), Stassun et al. (2017), and Stassun et al. (2018).

We performed a fit using NextGen stellar atmosphere models (Hauschildt et al., 1999), with the effective temperature (TeffT_{\rm eff}), metallicity ([Fe/H]), and extinction (AVA_{V}) as free parameters. The surface gravity (logg\log g) has little influence on the broadband SED.

As a test to investigate whether the companion to TOI-1736 detected by the high contrast imaging results presented in Section 2.3 is real, we first fit a single-component model to the SED, as shown in the top panel of Figure 5, where we obtained a reduced χ2\chi^{2} of 1.1, with the best-fit parameters Teff=5800±75T_{\rm eff}=5800\pm 75 K, [Fe/H]=0.2±0.10.2\pm 0.1, and AV=0.15±0.03A_{V}=0.15\pm 0.03. According to the tool Stilism666https://stilism.obspm.fr/ (Lallement et al., 2014), the expected extinction for the distance of 90\sim 90 pc, galactic latitude and longitude from TOI-1736 is AV=0.003A_{V}=0.003 mag, therefore an abnormal reddening (or an infrared excess flux) was detected in our model. Then we consider a two-component stellar model to fit the SED of TOI-1736, assuming that the secondary has the same extinction (AV=0.003A_{V}=0.003) and metallicity as the primary. The bottom panel of Figure 5 shows these results, which give a χ2\chi^{2} of 1.0 with the same fit parameters for the primary and Teff=4800±200T_{\rm eff}=4800\pm 200 K for the secondary. Hence, the SED of TOI-1736 provides additional support to the binary hypothesis. For TOI-2141, we adopt a single-component model as illustrated in Figure 6, which gives a reduced χ2\chi^{2} of 1.3 and the best fit parameters Teff=5750±75T_{\rm eff}=5750\pm 75 K, [Fe/H]=0.1±0.1-0.1\pm 0.1, and AV=0.06±0.04A_{V}=0.06\pm 0.04.

Integrating the SED model gives the bolometric flux on Earth (FbolF_{\rm bol}), which can be combined with the TeffT_{\rm eff} and the Gaia parallax to derive the stellar radius. For TOI-1736, the single component model gives a radius of R=1.390±0.037R_{\star}=1.390\pm 0.037 R and the two-component model gives a 3σ3\sigma smaller radius of R=1.241±0.032R_{\star}=1.241\pm 0.032 R for the primary and R=0.748±0.073R_{\star}=0.748\pm 0.073 R for the secondary. For TOI-2141, we obtained a radius of R=0.938±0.027R_{\star}=0.938\pm 0.027 R. Using the mass-radius relations of Torres et al. (2010), we calculate the stellar masses of 1.15±0.071.15\pm 0.07 M for TOI-1736 and 0.98±0.060.98\pm 0.06 M for TOI-2141.

Refer to caption
Figure 5: SED fit analysis for TOI-1736. The upper panel shows results assuming a single stellar component and the lower panel shows results assuming two stellar components. The red symbols represent the observed photometric measurements, whereas the horizontal bars represent the effective passband width. The blue symbols are the model fluxes from the best-fit NextGen atmosphere model (black and gray lines). The lower panel also shows the model for the primary component (cyan line) and the secondary component (red line), separately. The insets display our model (black curve) and the observed absolute flux-calibrated Gaia spectrum (gray swathe).
Refer to caption
Figure 6: SED fit analysis for TOI-2141. Red symbols represent the observed photometric measurements, whereas the horizontal bars represent the effective width of the passband. Blue symbols are the model fluxes from the best-fit NextGen atmosphere model (black). The inset displays our model (black curve) alongside the observed absolute flux-calibrated Gaia spectrum (gray swathe).

3.2 Standard analysis of SOPHIE spectra

To obtain the stellar parameters from the SOPHIE data, we constructed an average spectrum for both stars, using all SOPHIE spectra that were unaffected by the Moon’s pollution, and performed a standard spectral analysis on them. The average spectra of TOI-1736 and TOI-2141 have an S/N at 649 nm of 1100 and 850, respectively. We use the methods presented in Santos et al. (2004) and Sousa et al. (2008) to derive the effective temperatures TeffT_{\rm eff}, the surface gravities logg\log g, and the metallicities [Fe/H]{\rm[Fe/H]}. Using these spectroscopic parameters as input, the stellar masses were derived from the Torres et al. (2010) calibration with a correction following Santos et al. (2013). The errors were calculated from 10,000 random realizations of the stellar parameters within their error bars and assuming Gaussian distributions. The parameters obtained from this analysis are presented in Table 4 labeled as “standard.”

3.3 Spectroscopic parameters from TRES spectra

We use the reduced TRES spectra to obtain the stellar parameters using the Stellar Parameter Classification tool (SPC; Buchhave et al., 2012). In short, SPC correlates each observed spectrum against a grid of synthetic spectra based on Kurucz (Kurucz, 1992) atmospheric models and derives the effective temperature, surface gravity, metallicity, and rotational velocity of the star. The parameters obtained from this analysis are presented in Table 4.

3.4 Strictly differential analysis of SOPHIE spectra

We take advantage of the spectroscopic similarity between our targets and the Sun to apply a strictly differential analysis to determine atmospheric parameters and elemental abundances (e.g., Ramírez et al., 2014; Bedell et al., 2014). The differential analysis in such cases can potentially mitigate the Fe I/II excitation-ionization balance internal errors caused by possible differences in the micro-physics prescriptions, in the local determination of the continuum, or in the equivalent width (EW) measurements. Our reference solar spectrum was obtained from observations of the Moon with SOPHIE on 2023-04-01 with an S/N of 245 at 649 nm, maintaining the same instrumental configuration as the one used to observe the scientific targets.

We perform a line-by-line analysis with respect to the solar spectrum, which is based on the following steps. Given a narrow spectral range around each selected line, we normalize the stellar and solar spectrum using the same local continuum regions and then fit a Gaussian function to the solar line profiles, computing all resulting parameters (e.g., line depth, centroid, FWHM, and continuum offset). Then, we repeat the line fitting procedure for the locally normalized stellar spectrum, now fixing the continuum offset and line region information obtained from the respective solar spectrum. We employ the ionization-excitation equilibrium method where we adopted a line list from Meléndez et al. (2014), which contains excitation potentials, oscillator strengths, laboratory loggf\log{gf} values, and hyperfine structure corrections777albeit it has a small impact on stellar abundances of solar analogs, in the Y II lines we corrected for this effect.. We included iron-peak, s- and alpha-capture elements, such as Fe, Mg, Al, Si, Ti, Y, and Ca to perform this spectroscopic analysis.

In Figure 7 we show the relationship between the solar Fe I and Fe II EWs and those of TOI-1736 and TOI-2141. The low scatter (σEW12%\sigma{\rm EW}\sim 1-2\%) for both stars indicates that the differential spectroscopic equilibrium analysis with respect to the Sun is sufficiently precise for the determination of the stellar atmospheric parameters. While not an exact match to our Sun, exercising caution and maintaining a conservative approach in considering uncertainties is warranted.

Refer to caption
Figure 7: Comparison between solar and stellar EW measurements. TOI-1736 and TOI-2141 are shown in the top and bottom panels, respectively. The dashed black line is the 1:1 EWs ratio, and the solid black line is a linear fit based on the Fe I lines, represented by empty black circles. The red star symbols represent the Fe II lines, followed by their linear fit represented by the solid red line. The typical standard deviation of the average linear fit is around 0.10.2\sim 0.1-0.2 nm, which means 2\sim 2% in relative terms.

We use the code q2 (Ramírez et al., 2014) to model both the stellar and solar EWs of Fe I and Fe II from our line-by-line analysis. The input-relevant line data (e.g., oscillator strength, excitation potential, etc.) are also provided. The q2 was configured to employ the Kurucz ODFNEW model atmospheres (Castelli & Kurucz, 2003) and the 2019 version of the local thermodynamic equilibrium (LTE) code MOOG (Sneden, 1973; Sneden et al., 2012). The stellar parameters are obtained through an iterative convergence process, where q2 iterates until it finds: 1) no systematic dependence of the derived Fe I and Fe II abundances as a function of excitation potential and reduced EW, constraining the TeffT_{\rm eff} and micro-turbulence; 2) Fe I and Fe II yielding the same abundance value, constraining the logg\log{g}. Once convergence is achieved, the final atmospheric parameters are estimated together with their uncertainties, which include systematic errors, as detailed in Appendix B. For TOI-1736 we obtained Teff=5807±13T_{\rm eff}=5807\pm 13 K, logg=4.35±0.04\log{g}=4.35\pm 0.04 dex, [Fe/H]=+0.138±0.014[{\rm Fe}/{\rm H}]=+0.138\pm 0.014 dex, and vt=1.26±0.02v_{\rm t}=1.26\pm 0.02 km s-1. For TOI-2141 we obtained Teff=5659±12T_{\rm eff}=5659\pm 12 K, logg=4.42±0.04\log{g}=4.42\pm 0.04 dex, [Fe/H]=0.120±0.013[{\rm Fe}/{\rm H}]=-0.120\pm 0.013 dex, and vt=0.94±0.02v_{\rm t}=0.94\pm 0.02 km s-1.

Stellar elemental abundances are obtained by q2 using local thermodynamic equilibrium (LTE) model interpolations based on the previously derived atmospheric parameters. The adopted errors for each element account for the errors from atmospheric parameter measurements and the scatter from the line-to-line abundance estimates. Table 3 summarizes the abundances obtained in our analysis.

Table 3: Elemental abundances from our differential analysis.
Species TOI-1736 TOI-2141 Sun (Moon)aaaaaaFor comparison, we show the same abundances obtained for the solar spectrum from the observations of the Moon using the same methodology.
FeI 0.135±0.0100.135\pm 0.010 0.116±0.0010-0.116\pm 0.0010 +0.011±0.015+0.011\pm 0.015
FeII 0.137±0.0180.137\pm 0.018 0.121±0.012-0.121\pm 0.012 +0.010±0.014+0.010\pm 0.014
YII 0.158±0.0340.158\pm 0.034 0.165±0.013-0.165\pm 0.013 +0.013±0.024+0.013\pm 0.024
AlI 0.227±0.0130.227\pm 0.013 0.083±0.020-0.083\pm 0.020 +0.010±0.010+0.010\pm 0.010
MgI 0.147±0.0230.147\pm 0.023 0.051±0.019-0.051\pm 0.019 +0.014±0.013+0.014\pm 0.013
TiI 0.195±0.0130.195\pm 0.013 0.074±0.011-0.074\pm 0.011 +0.001±0.015+0.001\pm 0.015
TiII 0.177±0.0140.177\pm 0.014 0.094±0.013-0.094\pm 0.013 +0.002±0.017+0.002\pm 0.017
SiI 0.143±0.0110.143\pm 0.011 0.092±0.012-0.092\pm 0.012 +0.010±0.010+0.010\pm 0.010
CaI 0.168±0.0120.168\pm 0.012 0.100±0.011-0.100\pm 0.011 +0.008±0.016+0.008\pm 0.016
888

We performed an evolutionary analysis using the derived spectroscopic parameters (Teff, logg\log{g} and abundances), where we adopted the Yonsei-Yale evolutionary tracks (Yi et al., 2001; Demarque et al., 2004) that account for the contribution of the alpha enhancement elements to compute the ages, masses, and radii of TOI-1736 and TOI-2141. The derived atmospheric parameters are compared with those predicted by stellar models using the Bayesian framework described in Grieves et al. (2018) and Yana Galarza et al. (2021). Table 4 shows the derived values of stellar mass and radius and the derived ages are shown in Table 5.

3.5 Comparison between methods for determining stellar parameters

As we have employed different methods and used data from different instruments to obtain the stellar parameters, in this section we make a comparison between these results. At the time of writing, MacDougall et al. (2023) has also published independent results for the parameters of TOI-1736 (TeffT_{\rm eff} and [Fe/H][{\rm Fe}/{\rm H}]), which we also include here for comparison.

For TOI-1736, the mean values of TeffT_{\rm eff} range from 5636 to 5807 K, where the SED, standard, and solar diff. agree within 1σ1\,\sigma, whereas TRES and MacDougall et al. (2023) agree within 3σ3\,\sigma with respect to the other values. All surface gravity values also agree within 3σ3\,\sigma, although the solar diff. gives a higher value than other methods. The GAIA eDR3 trigonometric value is slightly more precise than the solar diff, but it can be contaminated by the close companion in the same way as the SED value. All metallicity values agree within 1σ1\,\sigma. For TOI-2141, all but the SED value of TeffT_{\rm eff} agree within 1σ1\,\sigma, and all agree within 2σ2\,\sigma. All surface gravity and metallicity values also agree within 1σ1\,\sigma. The parameters of this star are more similiar to our Sun, being poorer in metals and more active than normal for its age.

Different instruments/methods may have different offsets for derived parameters. For this reason, we performed an absolute calibration of our differential analysis of the SOPHIE data using other stars and the Sun as a reference (see Appendix B). Since the determination is more precise and since the other methods generally agree with it, we adopt the parameters of the solar differential analysis as final values. Star masses and radii are derived from spectroscopic parameters, so they carry more or less the same level of discordance as those discussed above. For consistency, we adopted the final mass and radius values as those obtained from the solar differential analysis. As pointed out by (Tayar et al., 2022), we recognize that even the differential analysis has systematic errors in the models of stellar evolution that were not taken into account in our analysis. Therefore, we use Tayar et al. (2022)’s methods 999https://github.com/zclaytor/kiauhoku/blob/v1.4.0/notebooks/model_offsets.ipynb to calculate the additional errors in stellar parameters due to systematic differences in the models, as shown in Table 4. We add these errors in quadrature to the uncertainties obtained by our differential analysis, giving a more realistic uncertainty in the final values.

Turbulence velocity and rotational velocity are two quantities that depend on the adopted model and can absorb some instrumental broadening. Thus, to avoid any bias toward a specific instrument/model, we adopted their mean values.

Table 4: Stellar parameters of TOI-1736 and TOI-2141 obtained from different methods.
Parameter TOI-1736 TOI-2141 Source
effective temperature, TeffT_{\rm eff} (K) 5800±755800\pm 75 5750±755750\pm 75 SED, Sect. 3.1
effective temperature, TeffT_{\rm eff} (K) 5750±705750\pm 70 5610±605610\pm 60 standard, Sect. 3.2
effective temperature, TeffT_{\rm eff} (K) 5672±505672\pm 50 5671±505671\pm 50 TRES spectra, Sect. 3.3
effective temperature, TeffT_{\rm eff} (K) 5807±135807\pm 13 5659±125659\pm 12 solar diff., Sect. 3.4
effective temperature, TeffT_{\rm eff} (K) 563686+795636^{+79}_{-86} MacDougall et al. (2023)
effective temperature model error, σT\sigma_{T} (K) 4444 4646 Tayar et al. (2022)
surface gravity,loggdr3\log g_{\rm dr3} (dex) 4.21±0.034.21\pm 0.03 4.42±0.034.42\pm 0.03 trigonometric, GAIA eDR3
surface gravity,logg\log g (dex) 4.10±0.124.10\pm 0.12 4.40±0.104.40\pm 0.10 standard, Sect. 3.2
surface gravity,logg\log g (dex) 4.26±0.104.26\pm 0.10 4.56±0.104.56\pm 0.10 TRES spectra, Sect. 3.3
surface gravity,logg\log g (dex) 4.35±0.044.35\pm 0.04 4.42±0.044.42\pm 0.04 solar diff., Sect. 3.4
surface gravity model error, σlogg\sigma_{\log g} (dex) 0.0200.020 0.0190.019 Tayar et al. (2022)
Fe metallicity, [Fe/H][{\rm Fe}/{\rm H}] (dex) 0.20±0.100.20\pm 0.10 0.10±0.10-0.10\pm 0.10 SED, Sect. 3.1
Fe metallicity, [Fe/H][{\rm Fe}/{\rm H}] (dex) 0.09±0.050.09\pm 0.05 0.17±0.05-0.17\pm 0.05 standard, Sect. 3.2
metallicity, [m/H][{\rm m}/{\rm H}] (dex) 0.14±0.080.14\pm 0.08 0.09±0.08-0.09\pm 0.08 TRES spectra, Sect. 3.3
Fe metallicity, [Fe/H][{\rm Fe}/{\rm H}] (dex) 0.138±0.0140.138\pm 0.014 0.120±0.013-0.120\pm 0.013 solar diff., Sect. 3.4
Fe metallicity, [Fe/H][{\rm Fe}/{\rm H}] (dex) 0.15±0.060.15\pm 0.06 MacDougall et al. (2023)
Fe metallicity model error, σ[Fe/H]\sigma_{\rm[Fe/H]} (dex) 0.00040.0004 0.00050.0005 Tayar et al. (2022)
star mass, MM_{\star} (M) 1.15±0.071.15\pm 0.07 0.98±0.060.98\pm 0.06 SED, Sect. 3.1
star mass, MM_{\star} (M) 1.07±0.021.07\pm 0.02 0.89±0.010.89\pm 0.01 standard, Sect. 3.2
star mass, MM_{\star} (M) 1.08±0.031.08\pm 0.03 0.938±0.0130.938\pm 0.013 solar diff., Sect. 3.4
star mass model error, σM\sigma_{M} (M) 0.0200.020 0.0210.021 Tayar et al. (2022)
star radius, RR_{\star} (R) 1.24±0.031.24\pm 0.03 0.94±0.030.94\pm 0.03 SED, Sect. 3.1
star radius, RR_{\star} (R) 1.43±0.051.43\pm 0.05 0.91±0.030.91\pm 0.03 standard, Sect. 3.2
star radius, RR_{\star} (R) 1.15±0.061.15\pm 0.06 0.98±0.040.98\pm 0.04 solar diff., Sect. 3.4
star radius model error, σR\sigma_{R} (R) 0.0480.048 0.0410.041 Tayar et al. (2022)
turbulence velocity, ν\nu (km/s) 0.94±0.030.94\pm 0.03 0.71±0.030.71\pm 0.03 standard, Sect. 3.2
turbulence velocity, ν\nu (km/s) 1.26±0.021.26\pm 0.02 0.94±0.020.94\pm 0.02 solar diff., Sect. 3.4
rotation velocity, vrotsiniv_{\rm rot}\sin{i_{\star}} (km s-1) 4.5±0.54.5\pm 0.5 2.7±0.52.7\pm 0.5 TRES spectra, Sect. 3.3
rotation velocity, vrotsiniv_{\rm rot}\sin{i_{\star}} (km s-1) 3.6±1.03.6\pm 1.0 2.7±1.02.7\pm 1.0 standard, Sect. 3.2

3.6 Stellar activity and rotation

The CCF analysis performed on the SOPHIE spectra provides three quantities that are sensitive to stellar activity: the FWHM, bisector span (BIS), and RVs (e.g., Queloz et al., 2001; Boisse et al., 2009), as shown in Appendix A. In addition, we measured two well-known spectral indices that are proxies for chromospheric and coronal activity, the S-index, which relies on the emissions in the cores of the H and K Ca II lines, and Hα\alpha (e.g., Cincunegui et al., 2007). In Appendix C we present the details of our measurements of the S-index and Hα\alpha from the SOPHIE spectra. In particular, we present a calibration of the S-index to the Mount-Wilson system. The temporal variability of these activity indicators can be used to identify systematic errors in the RVs caused by spurious signals of stellar activity, thus allowing to improve the determination of planetary orbits, as will be explored in Section 4.

We convert the Mount-Wilson S-index to the chromospheric activity index logRHK\log{\rm R^{\prime}}_{\rm HK} using the Czesla et al. (2019) recipe that includes the photospheric correction (e.g., Mittag et al., 2013), where we use the BVB-V values from the magnitudes listed in Table 1 and Teff from our analysis. The result was logRHK(BV)=4.940.25+0.15\log{\rm R^{\prime}}_{\rm HK}(B-V)=-4.94^{+0.15}_{-0.25} for TOI-1736 and logRHK(BV)=4.780.17+0.13\log{\rm R^{\prime}}_{\rm HK}(B-V)=-4.78^{+0.13}_{-0.17} for TOI-2141. Using the activity-rotation empirical calibration of Mamajek & Hillenbrand (2008) we obtained Prot=28±5P_{\rm rot}=28\pm 5 d for TOI-1736 and Prot=21±5P_{\rm rot}=21\pm 5 d for TOI-2141.

Also using the calibration of Mamajek & Hillenbrand (2008) we obtained gyrochronological ages of 4.61.3+1.74.6^{+1.7}_{-1.3} Gyr for TOI-1736 and 2.71.0+1.62.7^{+1.6}_{-1.0} Gyr for TOI-2141. Applying the age-chromospheric activity relation for solar analogs of Lorenzo-Oliveira et al. (2016) we estimated the ages in 5.41.1+1.45.4^{+1.4}_{-1.1} Gyr for TOI-1736 and 4.21.1+1.64.2^{+1.6}_{-1.1} Gyr for TOI-2141, which are consistent with those from gyrochronology. We adopted the activity ages as the latter, since Lorenzo-Oliveira et al. (2018) take mass and metallicity into account in their empirical relationship, proving to be more accurate for the range of parameters of our targets.

3.7 Stellar ages

Table 5 shows the derived age values of the evolutionary analysis of stellar parameters. As an additional check, we calculate the stellar ages from chemical clocks (e.g., da Silva et al., 2012; Tucci Maia et al., 2015; Delgado Mena et al., 2019). We calculated the yttrium abundance ratios ([Y/X], where X=Si I, Ti I, Ti II, or Al I) from the values reported in Table 3, where we estimated the stellar ages using the Delgado Mena et al. (2019) relations that account for Teff and [Fe/H] effects on chemical ages. The average calibration errors are about 1.4 Gyr and the impact of Teff-[Fe/H]-[YII/X] errors are respectively 0.5 and 0.3 Gyr for TOI-1736 and TOI-2141. The average chemical ages are shown in Table 5.

Lithium (Li) is also known to be a sensitive indicator of stellar evolution (e.g., Carlos et al., 2016; Lyubimkov, 2016). To obtain Li abundance, we performed a spectral synthesis analysis using the code iSpec101010https://www.blancocuaresma.com/s/iSpec (Blanco-Cuaresma et al., 2014; Blanco-Cuaresma, 2019) and the radiative transfer code MOOG(Sneden, 1973; Sneden et al., 2012), where we use the lines in the spectral range around Li from Meléndez et al. (2012). Figure 8 illustrates our results, where we show the SOPHIE spectra and the best-fit synthetic models for TOI-1736 and TOI-2141, and also for a solar spectrum obtained from observations of the Moon. We calculated a Li abundance for the solar spectrum of A(Li)=1.1±0.2{\rm A(Li)}=1.1\pm 0.2, which is consistent with the expected value for the Sun. For TOI-2141, our results are compatible with a null value, giving an upper limit of A(Li)<0.5<0.5. For TOI-1736, we obtained an abundance of A(Li)=1.56±0.16{\rm A(Li)}=1.56\pm 0.16. Using the relationship between A(Li) and age from Carlos et al. (2019) we obtained an age of 4.4±1.04.4\pm 1.0 Gyr for TOI-1736.

Refer to caption
Figure 8: Spectral synthesis analysis around the Li region to obtain an estimate of the Li abundance. The points show the SOPHIE spectra of TOI-1736 (in red), TOI-2141 (in green), and a solar spectrum (in blue) from observations of the Moon. The solid lines show the respective best-fit synthetic spectra obtained from our analysis.

All the different age determinations for both systems are presented in Table 5. There is general agreement between the ages of TOI-1736, which are in the range of 4-6 Gyr. For TOI-2141, both the chemical and evolutionary ages agree around 7.5 Gyr, which is consistent with the absence of Li, but the activity-derived age appears younger. For a final determination of the ages of both stars, we adopted the average values, where we added Tayar et al. (2022)’s model uncertainties in quadrature to the measured errors, as in Section 3.5, giving an age of 4.9±1.34.9\pm 1.3 Gyr for TOI-1736 and 6.4±1.86.4\pm 1.8 Gyr for TOI-2141.

Table 5: Stellar ages derived from different methods in our analysis.
Parameter TOI-1736 TOI-2141
¡Age¿ [Chem.; Gyr] 4.7±0.54.7\pm 0.5 7.5±0.37.5\pm 0.3
Age [Iso; Gyr] 5.10.9+0.75.1_{-0.9}^{+0.7} 7.5±1.67.5\pm 1.6
Age [Li; Gyr] 4.4±1.04.4\pm 1.0
Age [RHK{\rm R^{\prime}}_{\rm HK}; Gyr] 5.41.1+1.45.4^{+1.4}_{-1.1} 4.21.1+1.64.2^{+1.6}_{-1.1}
Age model error [Gyr] aaaaaaadditional error due to systematic differences in stellar evolution models from Tayar et al. (2022)’s method. 1.31.3 1.61.6
111111

4 Detection and characterization of the planetary systems

4.1 Analysis of TESS photometry data

To further characterize the transits detected by TESS, we analyzed the PDCSAP flux data by applying the methods described in Martioli et al. (2021), where we fit a transit model plus a baseline polynomial in selected windows around each transit in such a way that the window size is twice the duration of the transit and with a minimum of 300 data points. We selected windows for a total of 19 transits of TOI-1736 b and four transits of TOI-2141 b. Our transit model is calculated using the BATMAN toolkit (Kreidberg, 2015) and the posterior distribution of transit parameters is sampled using a Bayesian Monte Carlo Markov Chain (MCMC) framework with the package emcee (Foreman-Mackey et al., 2013). We use uninformative priors for the transit parameters, as presented in Table 12 of Appendix D, with initial values given by those reported in the TESS DVRs and assuming circular orbits.

We divided the TESS light curve by the best-fit transit model and binned the data by the weighted average with bin sizes of 0.1 d to fit a baseline flux using Gaussian processes (GP) regression with a quasi-periodic (QP) kernel as in Martioli et al. (2022). This kernel was chosen to detect a possible variability modulated by the star’s rotation period. The priors of the GP parameters are listed in Table 12 and the posteriors are listed in Table 13. We opted to fix the smoothing factor and decay time values at 0.1 and 10 days, respectively, as altering these values does not impact the other parameters. Unfortunately, the periodicities obtained in our analysis are not well constrained, and their values change significantly depending on the initial guess adopted for our GP model. The low level of intrinsic photometric variability in both targets, coupled with the rotation periods expected from stellar activity (16 – 32 days) being closely aligned with the TESS sector duration, strongly biases the detection of periodicity. This bias is primarily due to systematic variations that occur during TESS observations, particularly near the edges of each sector, where the amplitude of these variations is greater. While there may be some intrinsic stellar variability captured by TESS photometry, the GP model obtained here may account for both systematic and intrinsic stellar phenomena in unknown proportions.

Since the periodic kernel is not essential, the primary purpose of employing the GP in this analysis is for detrending. To ensure that the choice of GP does not impact the planet parameters, we conducted experiments using both a squared exponential (SE) kernel and a model without GP. The posterior distributions of key planet parameters (TcT_{c}, a/Ra/R_{\star}, PP, and Rp/RR_{p}/R_{\star}) are consistent within 1-sigma for all three choices of baseline model. The results of our best-fit transit models and GP analysis using a QP kernel are illustrated in Figures 1 and 2.

4.2 Radial velocities

The TOI-1736 RVs have a median value of -25408.95 m s-1 with an rms of 158 m s-1 and a median individual error of 2 m s-1. These RVs present a clear signal with an amplitude of hundreds of m s-1, as can be seen in Figure 13. An initial analysis of the generalized Lomb-Scargle (GLS) periodogram (Zechmeister & Kürster, 2009) of this data show that there is a dominating signal with periodicity around 570 d and a long-term linear trend was also detected by visual inspection. To detect the TESS candidate planet, TOI-1736.01, at a period of 7.073 d, we fit the SOPHIE RV data using the online tool Data & Analysis Center for Exoplanets (DACE121212https://dace.unige.ch), where we adopted a two-planet Keplerian model plus a linear trend. As illustrated in Figure 9, the GLS of the RVs after subtracting the linear trend and each planet’s orbit shows a strong peak at 7.0731 d and 570.07 d for the inner and outer planet, respectively. The former agrees well with the periodicity of the transits detected by TESS, showing the RV detection of the inner planet candidate, TOI-1736 b, and an outer giant planet, TOI-1736 c. Moreover, this confirms that transits detected by TESS occur in the primary star, as the dominant flux in the SOPHIE spectra comes from the primary and not from the K3 dwarf companion. As a way to test if the SOPHIE spectra are contaminated by the flux from the companion, we performed a CCF analysis using a K0, K5, or M0 masks, which should favor the detection of spectral lines of the cooler star. Those tests resulted in slightly noisier CCF with parameters in agreement as when using the G2 mask, showing that indeed, the flux contribution of the companion to the RV measurements in the SOPHIE spectra is negligible.

The TOI-2141 RVs have a median value of -19860.8 m s-1 with an rms of 7 m s-1 and a median individual error of 2.4 m s-1. The RVs of this object do not appear to have any long-term trends or variability. Figure 10 shows the GLS periodogram for this data, which shows the highest peak at a period of 18.259 d, again in agreement with the periodicity of the transits detected by TESS. This shows the detection of the planet candidate TOI-2141 b in our SOPHIE data. In the following sections, we present an analysis to characterize these two planetary systems.

Refer to caption
Figure 9: Generalized Lomb-Scargle periodogram for the TOI-1736 SOPHIE RVs. The top and bottom panels show the GLS for the SOPHIE RVs minus the linear trend and the fit orbits of planets c (top panel) and b (bottom panel).
Refer to caption
Figure 10: Generalized Lomb-Scargle periodogram for the TOI-2141 SOPHIE RVs. The blue dashed line shows the peak power at 18.3 d, which agrees with the period reported by TESS for TOI-2141 b.

For both systems, we found that there is no correlation between the RVs and the four stellar activity indicators: FWHM, BIS, Hα, and S-index. Therefore, the signals detected in RV are probably due to Doppler shift and not to scenarios that imply changes in the line profile, for example, blended binaries. We have also inspected possible correlations between the RV residuals (after subtracting the fit models) and activity indicators. Only BIS shows a slight correlation of 0.29 and 0.15 for TOI-1736 and TOI-2141, respectively. We tried to de-correlate the RVs as in Boisse et al. (2009), but this did not have a significant impact on the values of the fit parameters, so we preferred to keep the final analysis without applying this correction. In the Appendix C we show the time series of each activity indicator, an analysis of the GLS periodogram, and its correlations with the RV data.

4.3 Joint analysis of RVs and photometry to characterize the planets

To obtain the physical parameters of the planets, we perform a joint analysis of the photometry and RV data sets as in Martioli et al. (2022). We adopt the priors listed in Table 12 and the initial values are those obtained by the analysis performed on the SOPHIE RVs and TESS photometry data independently.

We first fit the RV orbits and transit models jointly using the scipy.optimize.leastsq optimization tool. Then, we use the same tool to fit the RV jitter, which is a term quadratically added to the RV errors. Finally, we explore the full range covered by the priors with a Bayesian MCMC that uses 50 random walkers, with 10000 iterations, discarding the first 3000 burn-in samples. The posterior distributions of sampled parameters are illustrated in Appendix D and the resulting best-fit parameters, obtained from the mode of the posterior and 1σ\sigma uncertainties (34% on each side of the central value) are given in Table 6. Some parameters converged to values close to the edge of their physical domains. For example, it happened for the orbital inclination (ib90i_{b}\sim 90 deg) and the linear limb-darkening coefficient (u00u_{0}\sim 0) for both transiting planets, TOI-1736 b and TOI-2141 b. We also adopted circular orbits (e=0e=0, ω=90\omega=90 deg) for both inner planets, as noncircular solutions resulted in higher values of the Bayesian Information Criterion (BIC), suggesting that our data cannot constrain the low values of the eccentricities of these planets.

Figures 12 and 11 illustrate the TESS photometry data for all transits detected by TESS and the best-fit transit models obtained by our joint analysis. Figure 13 and 14 illustrate the TOI-1736 RV data and the best-fit models that include the orbit of the two planets, TOI-1736 b and TOI-1736 c, and the linear trend. Figures 15 and 16 illustrate the RV data and best-fit model for TOI-2141.

Refer to caption
Figure 11: Transits of TOI-1736 b observed by TESS. The blue points show the TESS photometry data around the nineteen transits of TOI-1736 b, with the times relative to the central time of each transit. The red line shows the best-fit transit model and the green points show the residuals plus an arbitrary offset for better visualization.
Refer to caption
Figure 12: Transits of TOI-2141 b observed by TESS. The blue points show the TESS photometry data around the four transits of TOI-2141 b, with the times relative to the central time of each transit. The red line shows the best-fit transit model and the green points show the residuals plus an arbitrary offset for better visualization.
Refer to caption
Figure 13: TOI-1736 SOPHIE RVs. In the top panel, the red points show the SOPHIE RV data and the green line shows the best-fit model, including the orbits of TOI-1736 b and TOI-1736 c, plus a linear trend, which is also represented separately by the red dashed line. The bottom panel shows the residuals.
Refer to caption
Figure 14: TOI-1736 SOPHIE RVs in phase with the orbits of the planets. In the top panel, the gray points show the RVs phase-folded in the period of planet b, where the orbit of planet c and the linear trend have been subtracted. In the bottom panel, the gray points show the RVs phase-folded in the period of planet c, where the orbit of planet b and the linear trend has been subtracted. The red points show the binned data, where we use a bin size of 0.05 in units of orbital phase. The green lines represent the best-fit orbit model for each respective planet.
Refer to caption
Figure 15: TOI-2141 SOPHIE RVs. In the top panel, the red points show the SOPHIE RV data and the green line shows the best-fit model for the orbit of TOI-2141 b. The bottom panel shows the residuals.
Refer to caption
Figure 16: TOI-2141 SOPHIE RVs in phase with the orbit of the planet. The gray points show the RVs phase-folded in the period of planet TOI-2141 b, and the red points show the binned data, where we use a bin size of 0.05 in units of orbital phase. The green lines represent the best-fit orbit model for TOI-2141 b.
Table 6: Summary of the planetary parameters.
Parameter TOI-1736 b TOI-1736 c TOI-2141 b
time of conjunction, TcT_{c} (BJD) 2458792.7947±0.00082458792.7947\pm 0.0008 2455283±52455283\pm 5 2458992.5033±0.00172458992.5033\pm 0.0017
orbital period, PP (d) 7.073088(7)7.073088(7) 570.1±0.7570.1\pm 0.7 18.26157(6)18.26157(6)
eccentricity, ee <0.21<0.21 0.362±0.0030.362\pm 0.003 <0.21<0.21
argument of periastron, ω\omega (deg) 90 164.2±0.6164.2\pm 0.6 90
normalized semimajor axis, a/Ra/R_{\star} 13.41.8+0.513.4^{+0.5}_{-1.8} 258±18258\pm 18 399+439^{+4}_{-9}
semimajor axis, apa_{p} aaaaaasemi-major axis derived from the fit period and Kepler’s law. (au) 0.0740±0.00090.0740\pm 0.0009 1.381±0.0171.381\pm 0.017 0.1330±0.00090.1330\pm 0.0009
orbital inclination, ipi_{p} (deg) >87.3>87.3 6917+1569^{+15}_{-17} >89.0>89.0
transit duration, tdurt_{\rm dur} (h) 3.95±0.323.95\pm 0.32 4.9±0.44.9\pm 0.4
impact parameter, bb <0.4<0.4 <0.4<0.4
planet-to-star radius ratio, Rp/RR_{p}/R_{\star} 0.0206±0.00040.0206\pm 0.0004 0.0284±0.00120.0284\pm 0.0012
planet radius, RpR_{p} (RJup) 0.223±0.0160.223\pm 0.016 0.278±0.0210.278\pm 0.021
planet radius, RpR_{p} (RNep) 0.63±0.050.63\pm 0.05 0.79±0.060.79\pm 0.06
planet radius, RpR_{p} (R) 2.44±0.182.44\pm 0.18 3.05±0.233.05\pm 0.23
velocity semi-amplitude, KpK_{p} (m s-1) 4.1±0.64.1\pm 0.6 201.1±0.7201.1\pm 0.7 6.0±1.06.0\pm 1.0
planet mass, MpM_{p} (MJup) 0.040±0.0060.040\pm 0.006 8.70.6+1.58.7^{+1.5}_{-0.6} 0.075±0.0120.075\pm 0.012
planet mass, MpM_{p} (MNep) 0.75±0.110.75\pm 0.11 16111+28161^{+28}_{-11} 1.38±0.221.38\pm 0.22
planet mass, MpM_{p} (M) 12.8±1.812.8\pm 1.8 2.80.2+0.5×1032.8^{+0.5}_{-0.2}\times 10^{3} 24±424\pm 4
planet min. mass, MpsinipM_{p}\sin{i_{p}} (MJup) 8.09±0.208.09\pm 0.20
planet density, ρp\rho_{p} (g cm-3) 4.9±1.34.9\pm 1.3 4.6±1.34.6\pm 1.3
equilibrium temperature, TeqT_{\rm eq} bbbbbbassuming a uniform heat redistribution and an arbitrary geometric albedo of 0.1. (K) 1076±391076\pm 39 249±9249\pm 9 722±23722\pm 23
linear limb dark. coef., u0u_{0} 0.010.07+0.120.01^{+0.12}_{-0.07} 0.150.09+0.130.15^{+0.13}_{-0.09}
quadratic limb dark. coef., u1u_{1} 0.230.17+0.200.23^{+0.20}_{-0.17} 0.420.17+0.210.42^{+0.21}_{-0.17}
RV linear trend, α\alpha (m s-1 d-1) 0.17741424(18)-0.17741424(18) 0
RV jitter, σjitter\sigma_{\rm jitter} (m s-1) 5±35\pm 3 5±35\pm 3 6±46\pm 4
RMS of RV residuals (m s-1) 5.0 5.0 6.5
RMS of flux residuals (ppm) 941 630
131313

5 GAIA astrometry to constrain the mass of TOI-1736 c

The expected astrometric signal due to the orbit of the star TOI-1736 around the center of mass of the system can be estimated by the following equation:

a=pap(mpM),a_{\star}=pa_{p}\left(\frac{m_{p}}{M_{\star}}\right), (1)

where pp is the parallax in milli-arcseconds, apa_{p} is the semi-major axis of the planet’s orbit in au, mpm_{p} is the planet’s mass and MM_{\star} is the stellar mass. For TOI-1736 c, we estimate a=0.112±0.005a_{\star}=0.112\pm 0.005 mas. Here, we use the method Gaia Astrometric noise Simulation To derive Orbit iNclination (GASTON; Kiefer, 2019; Kiefer et al., 2019) to constrain, from GAIA DR3 (Gaia Collaboration et al., 2021) astrometric excess noise and RV-derived orbital parameters, the orbital inclination and true mass of TOI-1736 c. The GAIA DR3 astrometric excess noise of TOI-1736 is εDR3=0.09221\varepsilon_{\rm DR3}=0.09221 mas. Figure 17 shows the results of our GASTON simulations of astrometric excess noise as a function of the orbital inclination, assuming the RV orbit of TOI-1736 c. We obtained an orbital inclination of ip=6917+15i_{p}=69^{+15}_{-17} deg, which gives a semi-major axis of the star photocenter of a=0.1190.007+0.022a_{\star}=0.119_{-0.007}^{+0.022} mas.

These results show that the orbit of the TOI-1736 c seems to be tilted with respect to the inner planet, but is not inconsistent, within 2σ2\sigma, with a coplanar orientation. Assuming coplanarity, we computed the prospective transit epochs for TOI-1736 c; however, none of the predicted events align with TESS observations. Finally, we derived the mass of TOI-1736 c by considering our measurements of MpsinipM_{p}\sin{i_{p}} combined with the astrometric constraint. Figure 18 shows the posterior distribution for the mass of TOI-1736 c, where we obtained Mp=8.70.6+1.5M_{p}=8.7^{+1.5}_{-0.6} at 1σ1\sigma with a maximum value of Mp<16.54M_{p}<16.54 MJup at 3σ3\sigma.

Refer to caption
Figure 17: Astrometric constraint to the orbital inclination of TOI-1736 c. The blue points show the excess noise data obtained from GASTON simulations, assuming the RV-derived parameters of TOI-1736 c. The red line shows the GAIA DR3 excess noise of TOI-1736, εDR3=0.09221\varepsilon_{\rm DR3}=0.09221 mas.
Refer to caption
Figure 18: TOI-1736 c mass determination. The black line shows the mass posterior distribution obtained from RV-derived parameters and GASTON simulations of astrometric excess noise. The solid and dashed blue lines show the median and the ±1σ\pm 1\sigma range of the distribution. The red line shows the minimum mass of Mpsinip=8.09M_{p}\sin{i_{p}}=8.09 MJup obtained from our RV analysis and the dotted blue line shows the 3σ3\sigma upper limit of <16.54<16.54 MJup.

6 Discussions

The SOPHIE RV data show periodic variations at the same period as the transits detected by TESS, where the orbital fit gives a semi-amplitude of Kp=4.1±0.6K_{p}=4.1\pm 0.6 m s-1 for TOI-1736 b and Kp=6.0±1.0K_{p}=6.0\pm 1.0 m s-1 for TOI-2141 b. The TOI-1736 RVs also revealed an outer giant planet TOI-1736 c with an RV semi-amplitude of Kp=201.1±0.7K_{p}=201.1\pm 0.7 m s-1, in addition to a long term linear trend of 0.177-0.177 m s-1 d-1. This trend could be due to the perturbation caused by the orbital motion of an outer planetary or stellar companion. We note that this deviation could be caused by the K-dwarf stellar companion that we detected with photometry, although we did not detect its signature in GAIA’s excess astrometric noise. Current SOPHIE data are not sufficient to distinguish at what periodicity and amplitude this variability occurs. Therefore, we have not yet inferred any characterization for this possible companion, and we will continue to monitor this star in the coming years to discover the nature of this signal in future work.

The inner planets, TOI-1736 b and TOI-2141 b, with radii of 2.44±0.182.44\pm 0.18 R and 3.05±0.233.05\pm 0.23 R and masses of 12.8±1.812.8\pm 1.8 M and 24±424\pm 4 M  have similar mean densities of 4.9±1.34.9\pm 1.3 g cm-3 and 4.6±1.34.6\pm 1.3 g cm-3, respectively. The giant planet TOI-1736 c has a mass of 8.70.6+1.58.7^{+1.5}_{-0.6} MJup and orbits the star with a period of 570.1±0.7570.1\pm 0.7 d and an orbital eccentricity of e=0.362±0.003e=0.362\pm 0.003. With a semi-major axis of 1.381±0.0171.381\pm 0.017 au, this giant resides in a temperate orbit around the star, which is in the habitable zone of that star as detailed in Section 6.1. TOI-1736 is therefore similar to the system HD 137496 (K2-364) (Azevedo Silva et al., 2022), which is also a solar analog hosting a hot, dense inner planet and an outer giant with about the same mass as TOI-1736 c and with similar orbital properties. Both are nearby and bright systems, making them interesting cases to study the evolution of planetary systems around solar analogs and, in particular, studying the occupation of their habitable zones by giant planets.

6.1 The exoplanets’ radiation environment

We consider the best-fit parameters from our analysis to calculate the habitable zone for these solar analogs, using the equations and data from Kopparapu et al. (2014). We obtained an optimistic lower limit (recent Venus) at 0.87 au for TOI-1736 and 0.71 au for TOI-2141, and an upper limit (early Mars) at 2.05 au for TOI-1736 and 1.68 au for TOI-2141. The runaway greenhouse limits (Mp=1M_{\rm p}=1 M) ranges between 1.10 au and 1.94 au for TOI-1736, and between 0.90 au and 1.59 au for TOI-2141.

To estimate the level of radiation that each planet receives from its host star, we calculate the effective insolation flux SeffS_{\rm eff} relative to the flux incident on Earth SS_{\oplus} as Seff/S=L/ap2S_{\rm eff}/S_{\oplus}=L_{\star}/a_{p}^{2}, where LL_{\star} is the star luminosity in solar units and apa_{p} is the semi-major axis of the planet’s orbit in au. Figure 19 shows the insolation for exoplanets as a function of star effective temperature. TOI-1736 b and TOI-2141 b receive an insolation of 246±26S246\pm 26\,S_{\oplus} and 50±4S50\pm 4\,S_{\oplus}, respectively, showing that these planets reside in a hot environment. We estimate the equilibrium temperature for the planets as in Heng & Demory (2013), assuming a uniform heat redistribution and an arbitrary geometric albedo of 0.1, which gives Teq=1076±39T_{\rm eq}=1076\pm 39 K and Teq=722±23T_{\rm eq}=722\pm 23 K for TOI-1736 b and TOI-2141 b, respectively.

On the other hand, TOI-1736 c resides at a larger distance from the star, in an eccentric orbit with ec=0.362±0.003e_{c}=0.362\pm 0.003, and a semi-minor axis of 1.287±0.0161.287\pm 0.016 au and a semi-major axis of 1.381±0.0171.381\pm 0.017 au. At these distances, TOI-1736 c receives an insolation of 0.81±0.09S0.81\pm 0.09\,S_{\oplus} and 0.71±0.08S0.71\pm 0.08\,S_{\oplus} for which we estimate an equilibrium temperature of Teq=258±9T_{\rm eq}=258\pm 9 K and Teq=249±9T_{\rm eq}=249\pm 9 K, respectively. This planet resides within the conservative habitable zone around the star.

Refer to caption
Figure 19: Exoplanet insolation compared to the incident flux on Earth. The black circles show the exoplanet data from exoplanets.eu where the sizes are proportional to the planet’s radius, the red stars show the two planets in the TOI-1736 system, and the green star shows planet TOI-2141 b. Light green dashed lines show Earth values. The insolation for both transiting planets is very high compared to Earth, resulting in an equilibrium temperature of 1076 K and 722 K for TOI-1736 b and TOI-2141 b, respectively. The giant planet TOI-1736 c receives insolation very close to Earth values, placing it in the habitable zone around the star.

6.2 Mass-radius relation for the inner planets

From mass and radius measurements of the transiting planets TOI-1736 b and TOI 2141 b, we derive their mean densities of 4.9±1.34.9\pm 1.3 g cm-3 and 4.6±1.34.6\pm 1.3 g cm-3, respectively, showing that these sub-Neptune sized planets have densities similar to the rocky planets of the Solar System. To explore further the possible chemical composition and structure of these planets we inspect the mass-radius (M-R) diagram illustrated in Figure 20, which shows the exoplanet data from exoplanets.eu, the data from the two hot sub-Neptunes studied here, and a set of models from Zeng et al. (2019), for comparison. The M-R location of TOI-1736 b matches two models: (1) a 50% Earth-like rocky core plus a 50% H2O layer; (2) an almost pure Earth-like rocky core with a thin 0.1% H2 envelop. Therefore, this planet probably has a large dense rocky core surrounded by either a thick water-rich atmosphere or a thin H2 atmosphere. TOI-2141 b is compatible with three scenarios: (1) a 50% Earth-like rocky core with a 50% H2O layer; (2) a 49.95% Earth-like rocky core + 49.95% H2O layer and a thin 0.1% H2 envelop; and (3) a pure H2O. Thus, TOI-2141 b is likely a water-rich planet. A further investigation of the internal structure of these planets can be done by including simulations constrained by the star metallicity and abundances of volatiles, which is out of the scope of this paper.

Refer to caption
Figure 20: Mass-radius diagram. The green circles show the exoplanet data from exoplanets.eu, the black stars show the Solar System planets and the blue and orange points show the measured values for TOI-1736 b and TOI-2141 b, respectively. Several models from Zeng et al. (2019) are also plotted for comparison.

7 Conclusions

We reported the discovery of two new planetary systems around the solar analogs TOI-1736 and TOI-2141. We monitored these systems spectroscopically with the SOPHIE instrument at OHP to obtain high-precision RV time series. These data show periodic variations at the same period as the transiting candidates detected by TESS, establishing the planetary nature of the sub-Neptunes TOI-1736 b and TOI-2141 b. Our RV data also revealed an outer giant planet in the TOI-1736 system, in addition to a long-term linear trend. This drift could be due to an additional companion that will be investigated further in future observations.

We characterized the two host stars by analyzing their high-resolution spectra combined with photometry and high-contrast imaging data. We found that TOI-1736 likely has a K3 dwarf stellar companion, which is evidenced both by the power spectrum of the speckle imaging data at 832 nm and by an infrared excess in the SED. The presence of this companion has an important impact on the determination of the star’s radius, which affects the derivation of the planet’s radius and other physical properties of the system. The flux of this possible companion has a negligible contribution to our high-resolution SOPHIE spectra.

We obtained the stellar parameters from several methods, including a SED fit analysis of the photometry data, a spectral analysis of the high-resolution SOPHIE and TRES spectra, and a differential analysis of the SOPHIE spectra using a solar spectrum from observations of the Moon as a reference. The latter provides the most accurate stellar parameters, which also improves the determination of the physical parameters of the planets. This shows the importance of studying planetary systems around solar analogs, where the solar spectrum can benchmark measurements of stellar properties and therefore provide more accurate values. We also determined elemental abundances for several species, including refractory elements (Fe, Mg, and Si) that provide constraints for the planet’s interior structure models. We found that both systems exhibit low levels of stellar activity from their logRHK\log{\rm R^{\prime}}_{\rm HK}, which are consistent with their non-variable time series of activity indices, and with the mature ages of about 5 Gyr for TOI-1736 and 7 Gyr for TOI-2141, found from chemical clocks and evolutionary analyses. The inferred radii and stellar masses for these two stars have values that differ by about ±10%\pm 10\% of solar values, showing that they are indeed solar analogs, but not solar twins.

Therefore, these two new systems represent perspectives on how planetary systems can form and evolve around solar analogs. On the one hand, we have TOI-2141, an evolved star that hosts a warm sub-Neptune with a likely dense rocky core and a possible thick, water-rich envelope. On the other hand, we have TOI-1736, a hierarchical star system with a solar analog that hosts a hot, dense sub-Neptune and an outer giant planet in an eccentric orbit in the habitable zone.

Acknowledgements.
E.M. acknowledges funding from Fundação de Amparo à Pesquisa do Estado de Minas Gerais (FAPEMIG) under project number APQ-02493-22 and research productivity grant (PQ) number 309829/2022-4 awarded by the National Council for Scientific and Technological Development (CNPq), Brazil. We thank the Observatoire de Haute-Provence (CNRS) staff for their support. This work was supported by the “Programme National de Planétologie” (PNP) of CNRS/INSU and CNES. This paper includes data collected with the TESS mission, obtained from the MAST data archive at the Space Telescope Science Institute (STScI). Funding for the TESS mission is provided by NASA’s Science Mission Directorate. We acknowledge the use of public TESS data from pipelines at the TESS Science Office and at the TESS Science Processing Operations Center. Resources supporting this work were provided by the NASA High-End Computing (HEC) Program through the NASA Advanced Supercomputing (NAS) Division at Ames Research Center for the production of the SPOC data products. This publication makes use of The Data & Analysis Center for Exoplanets (DACE), which is a facility based at the University of Geneva (CH) dedicated to extrasolar planets data visualization, exchange, and analysis. DACE is a platform of the Swiss National Centre of Competence in Research (NCCR) PlanetS, federating the Swiss expertise in Exoplanet research. The DACE platform is available at https://dace.unige.ch. We acknowledge funding from the French ANR under contract number ANR18CE310019 (SPlaSH). X.D. and T.F. acknoweldge support by the French National Research Agency in the framework of the Investissement d’Avenir program (ANR-15-IDEX-02), through the funding of the ”Origin of Life” project of the Grenoble-Alpes University. This work was supported by FCT - Fundação para a Ciência e a Tecnologia through national funds and by FEDER through COMPETE2020 - Programa Operacional Competitividade e Internacionalizacão by these grants: UID/FIS/04434/2019, UIDB/04434/2020, UIDP/04434/2020, PTDC/FIS-AST/32113/2017 & POCI-01-0145-FEDER- 032113, PTDC/FIS-AST/28953/2017 & POCI-01-0145-FEDER-028953, PTDC/FIS-AST/28987/2017 & POCI-01-0145-FEDER-028987. NCS further acknowledges funding by the European Union (ERC, FIERCE, 101052347). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Research Council. Neither the European Union nor the granting authority can be held responsible for them. This work makes use of observations from the LCOGT network. Part of the LCOGT telescope time was granted by NOIRLab through the Mid-Scale Innovations Program (MSIP). MSIP is funded by NSF. KAC acknowledges support from the TESS mission via subaward s3449 from MIT. S.D. is funded by the UK Science and Technology Facilities Council (grant number ST/V004735/1). S.G.S acknowledges the support from FCT through the contract nr.CEECIND/00826/2018 and POPH/FSE (EC).

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Appendix A SOPHIE RVs and spectroscopic quantities

This appendix presents a compilation of all quantities derived from the SOPHIE spectra. Tables LABEL:tab:sophiervstoi1736 and LABEL:tab:sophiervstoi2141 show these quantities obtained for the spectra of TOI-1736 and TOI-2141, respectively.

Table 7: Log of SOPHIE spectroscopic observations of TOI-1736.
Obs Time RV σRV\sigma_{\rm RV} BERV Exptime S/N FWHM σFWHM\sigma_{\rm FWHM} Bis σBis\sigma_{\rm Bis} SMW σSMW\sigma_{\rm S_{\rm MW}} Hα σHα\sigma_{H\alpha}
index BJD km s-1 km s-1 km s-1 s @649 nm km s-1 km s-1 km s-1 km s-1
1 2459081.61496 -25.2590 0.0025 18.9856 285 55 8.207 0.022 0.001 0.013 0.136 0.036 0.2481 0.0023
2 2459084.64339 -25.2680 0.0026 19.0918 742 54 8.188 0.022 -0.021 0.010 0.161 0.038 0.2405 0.0016
3 2459085.62038 -25.2669 0.0026 19.1373 580 55 8.184 0.022 -0.013 0.005 0.158 0.038 0.2411 0.0018
4 2459106.60980 -25.2690 0.0025 18.5376 297 56 8.203 0.022 -0.023 0.012 0.119 0.037 0.2425 0.0018
5 2459107.65934 -25.2704 0.0025 18.4075 402 57 8.175 0.022 -0.051 0.009 0.121 0.036 0.2484 0.0018
6 2459113.61605 -25.2674 0.0025 17.7880 520 56 8.207 0.022 -0.022 0.009 0.136 0.038 0.2443 0.0021
7 2459138.53335 -25.2670 0.0025 13.1954 454 55 8.218 0.022 0.006 0.010 0.165 0.038 0.2364 0.0015
8 2459140.50963 -25.2742 0.0025 12.7191 291 54 8.198 0.022 -0.004 0.009 0.178 0.040 0.2418 0.0020
9 2459141.47077 -25.2741 0.0025 12.5008 287 55 8.212 0.021 -0.018 0.005 0.146 0.037 0.2294 0.0019
10 2459147.51262 -25.2783 0.0026 10.8427 670 54 8.199 0.022 -0.011 0.009 0.126 0.037 0.2375 0.0016
11 2459149.47203 -25.2843 0.0025 10.3192 474 55 8.175 0.021 -0.011 0.004 0.152 0.038 0.2377 0.0026
12 2459150.49656 -25.2873 0.0025 10.0069 500 55 8.200 0.022 0.000 0.009 0.112 0.035 0.2420 0.0015
13 2459151.39709 -25.2755 0.0025 9.8144 374 55 8.196 0.022 -0.007 0.004 0.160 0.038 0.2299 0.0030
14 2459152.51351 -25.2774 0.0025 9.4063 686 55 8.179 0.022 -0.011 0.008 0.143 0.037 0.2420 0.0028
15 2459168.46094 -25.2833 0.0025 4.4145 419 55 8.189 0.022 -0.009 0.008 0.137 0.037 0.2323 0.0014
16 2459170.42527 -25.2968 0.0027 3.7804 1109 51 8.171 0.022 -0.024 0.010 0.137 0.037 0.2382 0.0023
17 2459171.48232 -25.2978 0.0025 3.3803 443 54 8.189 0.021 -0.021 0.006 0.165 0.039 0.2425 0.0024
18 2459175.52276 -25.2986 0.0025 1.9766 339 55 8.191 0.022 -0.015 0.007 0.154 0.038 0.2376 0.0018
19 2459176.59152 -25.2944 0.0025 1.5743 469 56 8.200 0.022 -0.015 0.004 0.125 0.037 0.2439 0.0020
20 2459181.44213 -25.3038 0.0026 0.0059 608 54 8.204 0.021 -0.023 0.004 0.143 0.038 0.2327 0.0020
21 2459182.44156 -25.3095 0.0025 -0.3365 331 54 8.184 0.023 -0.010 0.008 0.130 0.037 0.2285 0.0019
22 2459183.46451 -25.3047 0.0025 -0.7041 347 55 8.187 0.022 -0.013 0.018 0.161 0.039 0.2295 0.0021
23 2459184.47339 -25.3105 0.0025 -1.0562 387 55 8.193 0.022 -0.017 0.014 0.170 0.039 0.2274 0.0020
24 2459194.42648 -25.3141 0.0025 -4.4200 485 55 8.203 0.022 -0.022 0.005 0.135 0.037 0.2380 0.0017
25 2459196.32307 -25.3144 0.0025 -4.9851 446 55 8.207 0.022 -0.020 0.010 0.167 0.038 0.2385 0.0023
26 2459197.47794 -25.3156 0.0026 -5.4837 1439 54 8.204 0.022 -0.014 0.011 0.151 0.038 0.2334 0.0022
27 2459204.50298 -25.3392 0.0025 -7.7975 326 55 8.200 0.022 -0.038 0.009 0.146 0.038 0.2404 0.0017
28 2459206.33359 -25.3390 0.0025 -8.2648 416 54 8.205 0.022 -0.011 0.007 0.148 0.038 0.2349 0.0020
29 2459243.33563 -25.4015 0.0025 -17.4102 616 54 8.247 0.022 -0.016 0.009 0.131 0.037 0.2222 0.0018
30 2459244.32973 -25.4063 0.0025 -17.5633 840 54 8.262 0.022 -0.001 0.019 0.110 0.036 0.2228 0.0026
31 2459248.32999 -25.4119 0.0025 -18.1445 352 55 8.200 0.021 -0.027 0.012 0.171 0.039 0.2326 0.0023
32 2459249.30840 -25.4196 0.0024 -18.2600 379 55 8.219 0.022 -0.029 0.004 0.116 0.036 0.2313 0.0019
33 2459271.29327 -25.4768 0.0020 -19.6493 538 75 8.236 0.022 -0.002 0.002 0.151 0.037 0.2308 0.0015
34 2459275.35142 -25.4938 0.0019 -19.6159 876 78 8.218 0.022 -0.018 0.011 0.162 0.038 0.2327 0.0011
35 2459278.30685 -25.4954 0.0020 -19.5006 1200 76 8.200 0.022 -0.008 0.004 0.147 0.037 0.2410 0.0011
36 2459279.35578 -25.5029 0.0020 -19.4690 1070 81 8.224 0.022 -0.014 0.004 0.177 0.040 0.2331 0.0014
37 2459281.28440 -25.5233 0.0020 -19.3403 1070 78 8.214 0.022 -0.018 0.005 0.147 0.037 0.2430 0.0010
38 2459452.64790 -25.4850 0.0020 19.1468 779 77 8.223 0.022 -0.010 0.005 0.170 0.038 0.2495 0.0014
39 2459454.60297 -25.4832 0.0020 19.2081 1152 77 8.210 0.021 -0.009 0.004 0.149 0.037 0.2387 0.0013
40 2459455.62707 -25.4793 0.0020 19.1985 887 77 8.209 0.021 -0.011 0.008 0.131 0.036 0.2494 0.0021
41 2459456.63136 -25.4722 0.0017 19.1969 1200 89 8.219 0.022 -0.004 0.001 0.159 0.037 0.2473 0.0011
42 2459457.57059 -25.4815 0.0020 19.2352 608 77 8.224 0.022 -0.023 0.007 0.112 0.035 0.2449 0.0016
43 2459458.55691 -25.4770 0.0019 19.2350 648 77 8.225 0.022 -0.012 0.005 0.140 0.037 0.2468 0.0010
44 2459474.63564 -25.4548 0.0020 18.2417 1774 75 8.207 0.022 -0.006 0.006 0.126 0.035 0.2469 0.0011
45 2459475.52288 -25.4480 0.0020 18.2289 668 77 8.219 0.022 -0.004 0.005 0.143 0.037 0.2448 0.0012
46 2459477.65307 -25.4509 0.0028 17.8954 1200 50 8.220 0.021 -0.023 0.010 0.133 0.038 0.2434 0.0024
47 2459482.51629 -25.4336 0.0020 17.3625 1200 73 8.199 0.021 -0.023 0.005 0.159 0.037 0.2405 0.0017
48 2459484.52336 -25.4346 0.0020 17.0625 642 76 8.220 0.022 -0.016 0.011 0.145 0.037 0.2459 0.0013
49 2459499.58244 -25.4157 0.0020 14.1379 989 76 8.225 0.021 -0.021 0.006 0.136 0.036 0.2417 0.0015
50 2459501.50241 -25.4253 0.0020 13.7513 797 77 8.221 0.022 -0.012 0.005 0.148 0.037 0.2384 0.0014
51 2459502.45601 -25.4197 0.0019 13.5564 735 77 8.206 0.022 -0.010 0.005 0.142 0.037 0.2400 0.0010
52 2459503.56633 -25.4133 0.0020 13.2085 922 76 8.209 0.022 -0.011 0.006 0.138 0.037 0.2450 0.0020
53 2459504.46508 -25.4124 0.0020 13.0616 558 76 8.200 0.022 -0.008 0.010 0.135 0.036 0.2388 0.0012
54 2459505.49056 -25.4123 0.0020 12.7884 645 76 8.217 0.022 -0.017 0.009 0.141 0.037 0.2434 0.0018
55 2459506.51220 -25.4127 0.0020 12.5142 550 75 8.208 0.022 -0.010 0.006 0.152 0.037 0.2381 0.0012
56 2459509.54265 -25.4150 0.0020 11.7028 1103 76 8.214 0.021 -0.006 0.008 0.149 0.037 0.2448 0.0014
57 2459510.48874 -25.4116 0.0020 11.4901 726 76 8.227 0.022 -0.005 0.005 0.174 0.039 0.2385 0.0014
58 2459511.49134 -25.4008 0.0020 11.2166 564 75 8.208 0.022 -0.014 0.004 0.179 0.039 0.2468 0.0012
59 2459522.48363 -25.3972 0.0020 8.0144 1200 75 8.220 0.023 -0.012 0.004 0.157 0.038 0.2406 0.0009
60 2459523.48010 -25.3980 0.0020 7.7062 907 76 8.209 0.022 -0.011 0.004 0.161 0.037 0.2343 0.0012
61 2459524.44250 -25.3982 0.0020 7.4312 605 76 8.206 0.021 -0.016 0.003 0.155 0.037 0.2387 0.0008
62 2459525.51092 -25.3956 0.0020 7.0413 881 77 8.208 0.022 -0.012 0.003 0.148 0.036 0.2403 0.0015
63 2459526.61447 -25.3908 0.0021 6.6227 1200 72 8.237 0.022 -0.025 0.008 0.151 0.037 0.2409 0.0011
64 2459531.33958 -25.3980 0.0020 5.2700 1200 74 8.218 0.022 -0.013 0.006 0.117 0.035 0.2436 0.0010
65 2459532.40862 -25.3895 0.0020 4.8744 953 76 8.221 0.021 -0.028 0.010 0.166 0.038 0.2406 0.0012
66 2459534.62096 -25.3875 0.0019 4.0030 774 78 8.220 0.022 -0.015 0.008 0.150 0.037 0.2411 0.0010
67 2459542.56269 -25.3843 0.0020 1.3556 907 77 8.221 0.022 -0.007 0.004 0.151 0.037 0.2393 0.0013
68 2459553.56087 -25.3816 0.0021 -2.4250 1200 72 8.242 0.022 -0.024 0.011 0.151 0.037 0.2332 0.0017
69 2459554.55368 -25.3725 0.0020 -2.7635 1078 78 8.206 0.023 -0.010 0.005 0.118 0.036 0.2402 0.0018
70 2459558.39681 -25.3946 0.0026 -3.9773 1464 55 8.224 0.022 -0.028 0.013 0.137 0.037 0.2301 0.0018
71 2459559.45330 -25.3822 0.0028 -4.3759 1400 52 8.227 0.022 -0.027 0.014 0.128 0.037 0.2296 0.0027
72 2459560.33748 -25.3803 0.0025 -4.5890 1200 58 8.212 0.022 -0.013 0.004 0.122 0.036 0.2316 0.0018
73 2459561.42902 -25.3737 0.0020 -5.0226 922 76 8.216 0.022 -0.013 0.008 0.161 0.038 0.2367 0.0014
74 2459562.35541 -25.3732 0.0020 -5.2770 608 76 8.210 0.022 -0.016 0.004 0.162 0.038 0.2303 0.0018
75 2459563.37261 -25.3767 0.0020 -5.6274 552 76 8.227 0.022 -0.024 0.004 0.151 0.037 0.2371 0.0013
76 2459564.38234 -25.3772 0.0020 -5.9678 813 76 8.207 0.022 -0.007 0.006 0.160 0.038 0.2349 0.0011
77 2459565.39268 -25.3700 0.0020 -6.3070 694 76 8.235 0.022 -0.014 0.010 0.163 0.038 0.2356 0.0014
78 2459566.36453 -25.3681 0.0020 -6.6029 663 76 8.221 0.022 -0.017 0.004 0.173 0.039 0.2339 0.0012
79 2459567.33342 -25.3621 0.0020 -6.8939 550 75 8.206 0.022 -0.012 0.006 0.185 0.039 0.2316 0.0015
80 2459568.47918 -25.3656 0.0020 -7.3645 819 77 8.214 0.022 -0.003 0.013 0.171 0.039 0.2310 0.0012
81 2459569.29039 -25.3607 0.0020 -7.4920 621 76 8.215 0.021 -0.009 0.004 0.166 0.038 0.2286 0.0011
82 2459570.30873 -25.3725 0.0026 -7.8287 726 55 8.197 0.023 -0.010 0.009 0.130 0.038 0.2286 0.0033
83 2459571.34632 -25.3783 0.0023 -8.1841 2005 63 8.215 0.023 -0.008 0.009 0.170 0.039 0.2366 0.0012
84 2459586.35956 -25.3680 0.0020 -12.6133 1104 77 8.210 0.022 -0.004 0.004 0.172 0.039 0.2304 0.0012
85 2459587.34825 -25.3744 0.0020 -12.8673 1200 74 8.221 0.022 -0.019 0.008 0.170 0.038 0.2307 0.0011
86 2459590.24201 -25.3571 0.0027 -13.5317 1200 53 8.236 0.021 -0.009 0.007 0.108 0.036 0.2341 0.0027
87 2459591.28806 -25.3571 0.0020 -13.8243 792 76 8.213 0.022 -0.006 0.007 0.159 0.037 0.2318 0.0013
88 2459592.29227 -25.3603 0.0020 -14.0717 572 76 8.230 0.022 -0.007 0.008 0.160 0.037 0.2237 0.0013
89 2459603.37588 -25.3615 0.0015 -16.5208 1200 102 8.217 0.021 -0.023 0.006 0.150 0.036 0.2413 0.0008
90 2459604.29341 -25.3626 0.0020 -16.6379 618 76 8.213 0.021 -0.020 0.009 0.148 0.037 0.2322 0.0010
91 2459605.38067 -25.3668 0.0019 -16.8944 786 78 8.213 0.022 -0.007 0.007 0.138 0.036 0.2356 0.0009
92 2459606.29699 -25.3671 0.0020 -17.0033 677 76 8.218 0.022 -0.015 0.002 0.148 0.037 0.2290 0.0012
93 2459607.40746 -25.3679 0.0019 -17.2618 1194 78 8.221 0.022 -0.019 0.004 0.124 0.036 0.2370 0.0011
94 2459608.37671 -25.3673 0.0020 -17.4088 1200 75 8.206 0.022 -0.011 0.002 0.159 0.038 0.2316 0.0014
95 2459609.34453 -25.3621 0.0020 -17.5469 1200 76 8.211 0.021 -0.020 0.006 0.164 0.038 0.2315 0.0010
96 2459610.33301 -25.3635 0.0020 -17.6943 1014 77 8.219 0.022 -0.016 0.009 0.144 0.037 0.2315 0.0010
97 2459621.28804 -25.3594 0.0020 -18.9846 832 77 8.218 0.022 -0.015 0.004 0.151 0.037 0.2376 0.0011
98 2459622.37203 -25.3657 0.0019 -19.1223 1200 77 8.222 0.022 -0.017 0.009 0.153 0.037 0.2313 0.0014
99 2459629.35554 -25.3733 0.0019 -19.5399 942 78 8.210 0.022 -0.016 0.007 0.161 0.038 0.2354 0.0015
100 2459630.39834 -25.3525 0.0028 -19.5922 1500 52 8.233 0.022 -0.009 0.010 0.136 0.038 0.2373 0.0021
101 2459646.28753 -25.3520 0.0022 -19.3589 800 68 8.225 0.022 -0.004 0.006 0.138 0.038 0.2323 0.0024
102 2459660.29145 -25.3460 0.0027 -17.9657 1200 56 8.172 0.021 -0.018 0.007 0.120 0.037 0.2341 0.0018
103 2459661.29920 -25.3413 0.0023 -17.8286 1200 66 8.242 0.024 -0.015 0.007 0.135 0.037 0.2269 0.0020
104 2459807.61069 -25.4909 0.0020 18.6878 731 77 8.228 0.021 -0.003 0.006 0.148 0.038 0.2524 0.0011
105 2459811.63296 -25.4946 0.0020 18.9366 1121 76 8.235 0.022 -0.007 0.005 0.141 0.037 0.2449 0.0013
106 2459813.61785 -25.5036 0.0020 19.0453 964 76 8.240 0.022 -0.010 0.007 0.153 0.037 0.2476 0.0013
107 2459814.60411 -25.5016 0.0020 19.0954 969 76 8.219 0.022 -0.016 0.011 0.140 0.036 0.2401 0.0012
108 2459815.59752 -25.4982 0.0020 19.1353 690 76 8.239 0.022 -0.014 0.004 0.146 0.037 0.2481 0.0016
109 2459816.57868 -25.5116 0.0023 19.1769 1200 62 8.240 0.021 -0.009 0.005 0.141 0.038 0.2474 0.0022
110 2459824.60025 -25.5284 0.0020 19.1951 910 77 8.244 0.022 -0.003 0.002 0.154 0.037 0.2449 0.0008
111 2459827.52971 -25.5468 0.0020 19.1583 1012 77 8.240 0.022 -0.016 0.002 0.159 0.038 0.2516 0.0010
112 2459837.66052 -25.5659 0.0020 18.4402 1200 74 8.237 0.021 -0.012 0.008 0.155 0.038 0.2486 0.0013
113 2459840.63718 -25.5798 0.0020 18.1713 1069 76 8.241 0.021 -0.012 0.008 0.156 0.037 0.2454 0.0011
114 2459860.50050 -25.6567 0.0020 15.1320 649 77 8.233 0.021 -0.012 0.003 0.164 0.038 0.2415 0.0013
115 2459863.48808 -25.6716 0.0020 14.5056 816 77 8.245 0.021 -0.017 0.011 0.149 0.037 0.2464 0.0011
116 2459865.58128 -25.6716 0.0020 13.9698 644 76 8.228 0.021 -0.011 0.007 0.148 0.037 0.2445 0.0017
117 2459880.48259 -25.7369 0.0020 10.1756 694 75 8.229 0.022 -0.020 0.006 0.143 0.036 0.2407 0.0013
118 2459881.42661 -25.7360 0.0020 9.9406 584 75 8.253 0.022 -0.010 0.012 0.151 0.037 0.2498 0.0018
119 2459882.45022 -25.7379 0.0024 9.6238 1200 59 8.239 0.022 -0.002 0.006 0.146 0.037 0.2439 0.0017
120 2459889.60802 -25.7662 0.0020 7.3360 973 78 8.246 0.021 -0.009 0.005 0.142 0.037 0.2407 0.0011
121 2459890.51346 -25.7713 0.0020 7.1139 718 76 8.241 0.021 -0.010 0.009 0.131 0.036 0.2347 0.0011
122 2459891.54302 -25.7716 0.0021 6.7679 1404 74 8.216 0.021 -0.003 0.003 0.140 0.036 0.2346 0.0013
123 2459892.43560 -25.7764 0.0029 6.5632 3009 55 8.079 0.056 -0.032 0.007 0.061 0.035 0.2196 0.0021
124 2459893.62259 -25.7684 0.0020 6.0597 1031 77 8.255 0.022 -0.006 0.003 0.143 0.037 0.2417 0.0014
125 2459894.38557 -25.7710 0.0020 5.9727 577 76 8.237 0.021 -0.015 0.003 0.174 0.038 0.2448 0.0011
126 2459915.33130 -25.8054 0.0024 -1.0811 1200 60 8.267 0.021 -0.002 0.005 0.118 0.036 0.2392 0.0020
127 2459916.38555 -25.7964 0.0020 -1.4813 816 77 8.239 0.022 -0.010 0.003 0.185 0.040 0.2387 0.0014
128 2459918.52501 -25.8041 0.0022 -2.3102 1200 68 8.250 0.022 -0.019 0.003 0.153 0.037 0.2329 0.0017
129 2459919.40221 -25.8110 0.0020 -2.5259 1070 76 8.246 0.022 0.006 0.006 0.171 0.038 0.2323 0.0008
130 2459920.39359 -25.8000 0.0020 -2.8572 559 76 8.253 0.022 -0.006 0.003 0.163 0.037 0.2396 0.0013
131 2459930.60199 -25.8004 0.0024 -6.3835 1200 63 8.262 0.021 -0.011 0.007 0.124 0.036 0.2283 0.0022
132 2459931.57908 -25.7913 0.0020 -6.6998 1105 79 8.254 0.022 -0.010 0.002 0.169 0.038 0.2385 0.0009
133 2459935.35577 -25.7827 0.0020 -7.8008 888 77 8.255 0.022 -0.005 0.005 0.163 0.038 0.2404 0.0010
134 2459936.30712 -25.7728 0.0021 -8.0692 1200 73 8.247 0.022 0.001 0.006 0.181 0.039 0.2351 0.0013
135 2459937.32833 -25.7762 0.0020 -8.4086 841 76 8.245 0.022 -0.004 0.007 0.191 0.040 0.2405 0.0014
136 2459972.34432 -25.6976 0.0026 -17.1785 383 55 8.246 0.022 -0.003 0.013 0.104 0.035 0.2304 0.0019
137 2459972.35432 -25.6906 0.0020 -17.1864 796 78 8.243 0.022 -0.016 0.010 0.150 0.037 0.2307 0.0012
138 2459973.40495 -25.6918 0.0020 -17.3862 1003 79 8.255 0.022 -0.018 0.006 0.147 0.037 0.2362 0.0014
139 2459976.30450 -25.7010 0.0019 -17.7744 830 77 8.246 0.022 -0.003 0.003 0.154 0.037 0.2374 0.0012
140 2459978.32918 -25.6730 0.0020 -18.0758 762 77 8.245 0.022 -0.007 0.004 0.164 0.037 0.2364 0.0009
141 2459979.29409 -25.6798 0.0019 -18.1803 1045 76 8.259 0.022 -0.020 0.006 0.172 0.038 0.2351 0.0010
142 2459980.29695 -25.6767 0.0020 -18.3100 1710 72 8.271 0.022 -0.010 0.003 0.177 0.038 0.2304 0.0016
143 2459983.32323 -25.6754 0.0023 -18.6793 1200 61 8.263 0.022 -0.023 0.005 0.167 0.039 0.2357 0.0017
144 2459989.33814 -25.6651 0.0020 -19.2376 635 78 8.238 0.022 -0.021 0.005 0.172 0.039 0.2402 0.0015
145 2459990.39263 -25.6534 0.0019 -19.3346 649 77 8.232 0.022 -0.013 0.005 0.173 0.038 0.2378 0.0011
146 2459991.41345 -25.6538 0.0020 -19.4053 1200 77 8.209 0.023 -0.013 0.011 0.085 0.035 0.2276 0.0010
147 2460006.27843 -25.6171 0.0019 -19.5753 982 79 8.272 0.021 -0.010 0.011 0.169 0.038 0.2381 0.0012
148 2460007.27996 -25.6202 0.0026 -19.5434 1200 54 8.321 0.022 0.032 0.012 0.126 0.037 0.2346 0.0024
149 2460008.31062 -25.6127 0.0020 -19.5185 1200 77 8.255 0.022 -0.007 0.011 0.179 0.039 0.2366 0.0010
150 2460010.33038 -25.6127 0.0019 -19.4302 1083 78 8.272 0.022 -0.004 0.004 0.174 0.039 0.2266 0.0014
151 2460013.27481 -25.6030 0.0020 -19.2289 699 78 8.247 0.022 -0.014 0.003 0.158 0.038 0.2356 0.0013
152 2460015.28434 -25.5966 0.0019 -19.0851 868 78 8.242 0.022 -0.006 0.005 0.171 0.038 0.2438 0.0010
Table 7: continued.
Table 8: Log of SOPHIE spectroscopic observations of TOI-2141.
Obs Time RV σRV\sigma_{\rm RV} BERV Exptime S/N FWHM σFWHM\sigma_{\rm FWHM} Bis σBis\sigma_{\rm Bis} SMW σSMW\sigma_{\rm S_{\rm MW}} Hα σHα\sigma_{H\alpha}
index BJD km s-1 km s-1 km s-1 s @649 nm km s-1 km s-1 km s-1 km s-1
1 2459270.70771 -19.8722 0.0025 22.4143 627 55 7.521 0.023 -0.016 0.007 0.165 0.041 0.2505 0.0018
2 2459278.65511 -19.8427 0.0030 22.7614 1477 47 7.484 0.022 -0.031 0.011 0.149 0.040 0.2491 0.0031
3 2459328.63428 -19.8602 0.0024 15.0975 861 59 7.501 0.024 -0.017 0.012 0.211 0.042 0.2514 0.0019
4 2459336.53217 -19.8474 0.0035 12.9076 1800 38 7.509 0.024 0.015 0.011 0.198 0.044 0.2498 0.0034
5 2459340.58941 -19.8611 0.0025 11.4775 902 55 7.518 0.023 -0.034 0.014 0.237 0.044 0.2501 0.0015
6 2459348.48389 -19.8607 0.0028 8.9598 1800 48 7.505 0.023 -0.025 0.004 0.262 0.047 0.2421 0.0018
7 2459360.43069 -19.8593 0.0025 4.6977 1265 56 7.504 0.023 -0.027 0.005 0.185 0.040 0.2338 0.0018
8 2459362.50511 -19.8664 0.0025 3.7888 593 55 7.539 0.024 -0.027 0.006 0.206 0.041 0.2459 0.0018
9 2459391.50390 -19.8607 0.0025 -7.0632 905 56 7.506 0.024 -0.031 0.008 0.179 0.040 0.2487 0.0017
10 2459392.47824 -19.8545 0.0025 -7.3612 1187 55 7.531 0.025 -0.013 0.006 0.184 0.040 0.2520 0.0014
11 2459395.49367 -19.8672 0.0025 -8.4551 1738 55 7.519 0.023 -0.024 0.014 0.181 0.039 0.2445 0.0019
12 2459396.51007 -19.8612 0.0025 -8.8397 1200 56 7.511 0.023 -0.018 0.004 0.228 0.044 0.2457 0.0020
13 2459403.50659 -19.8557 0.0025 -11.2073 892 56 7.518 0.023 -0.009 0.008 0.184 0.043 0.2481 0.0018
14 2459406.41548 -19.8538 0.0025 -11.9824 1007 57 7.514 0.024 -0.023 0.014 0.182 0.042 0.2488 0.0015
15 2459417.37289 -19.8645 0.0025 -15.1647 718 57 7.533 0.022 -0.008 0.008 0.143 0.038 0.2514 0.0016
16 2459420.46780 -19.8599 0.0023 -16.1737 1170 58 7.533 0.024 -0.031 0.007 0.187 0.041 0.2497 0.0016
17 2459421.40228 -19.8594 0.0025 -16.2998 766 57 7.516 0.023 -0.024 0.009 0.192 0.041 0.2582 0.0019
18 2459423.40030 -19.8619 0.0025 -16.8058 1800 55 7.523 0.024 -0.011 0.010 0.122 0.037 0.2510 0.0025
19 2459439.42347 -19.8689 0.0024 -20.2294 871 58 7.525 0.023 -0.031 0.017 0.220 0.043 0.2445 0.0016
20 2459441.39841 -19.8609 0.0024 -20.5047 717 56 7.518 0.023 -0.039 0.009 0.188 0.040 0.2419 0.0027
21 2459445.38616 -19.8470 0.0023 -21.0516 725 57 7.521 0.023 -0.026 0.005 0.230 0.044 0.2443 0.0014
22 2459454.38684 -19.8721 0.0025 -22.0027 1641 57 7.506 0.024 -0.021 0.008 0.195 0.044 0.2420 0.0017
23 2459456.33576 -19.8674 0.0024 -22.0624 808 56 7.513 0.023 -0.023 0.004 0.211 0.043 0.2492 0.0022
24 2459469.30862 -19.8606 0.0024 -22.3470 616 57 7.511 0.024 -0.036 0.007 0.161 0.039 0.2425 0.0012
25 2459470.30193 -19.8572 0.0024 -22.3135 893 57 7.523 0.024 -0.021 0.006 0.106 0.036 0.2424 0.0021
26 2459475.29197 -19.8675 0.0024 -22.0924 611 57 7.531 0.023 -0.025 0.012 0.173 0.044 0.2533 0.0026
27 2459477.30701 -19.8509 0.0024 -21.9923 1244 56 7.526 0.024 -0.025 0.006 0.190 0.040 0.2454 0.0020
28 2459482.27556 -19.8580 0.0024 -21.5264 623 56 7.524 0.023 -0.025 0.008 0.191 0.042 0.2522 0.0027
29 2459484.30844 -19.8627 0.0033 -21.3654 1800 44 7.522 0.024 -0.046 0.010 0.147 0.042 0.2543 0.0031
30 2459486.28811 -19.8592 0.0028 -21.1018 1800 50 7.499 0.024 -0.029 0.007 0.168 0.043 0.2502 0.0034
31 2459501.25879 -19.8522 0.0023 -18.4803 1013 57 7.533 0.023 -0.019 0.004 0.173 0.042 0.2553 0.0023
32 2459502.26110 -19.8613 0.0023 -18.2632 833 59 7.524 0.023 -0.022 0.011 0.128 0.039 0.2521 0.0020
33 2459504.25263 -19.8529 0.0024 -17.7981 608 59 7.508 0.023 -0.004 0.007 0.146 0.042 0.2521 0.0022
34 2459505.25776 -19.8644 0.0024 -17.5690 728 59 7.518 0.022 -0.008 0.004 0.181 0.042 0.2460 0.0020
35 2459509.23883 -19.8622 0.0024 -16.5576 996 57 7.545 0.023 -0.019 0.011 0.223 0.044 0.2582 0.0016
36 2459603.70734 -19.8669 0.0018 17.1155 1800 82 7.520 0.024 -0.021 0.013 0.102 0.039 0.2478 0.0012
37 2459605.71392 -19.8553 0.0023 17.6262 1057 61 7.527 0.023 0.002 0.007 0.130 0.041 0.2464 0.0018
38 2459606.70224 -19.8473 0.0023 17.8886 1171 60 7.501 0.024 -0.013 0.005 0.104 0.039 0.2470 0.0020
39 2459607.71998 -19.8574 0.0032 18.1152 1800 44 7.499 0.024 -0.006 0.013 0.241 0.048 0.2425 0.0036
40 2459609.71220 -19.8589 0.0031 18.5972 1994 45 7.497 0.024 -0.039 0.007 0.192 0.044 0.2494 0.0032
41 2459610.71164 -19.8459 0.0030 18.8253 1843 47 7.517 0.024 -0.035 0.007 0.167 0.043 0.2562 0.0033
42 2459620.67858 -19.8546 0.0024 20.7845 1460 58 7.524 0.023 -0.027 0.005 0.210 0.044 0.2443 0.0014
43 2459623.69925 -19.8662 0.0024 21.2066 764 58 7.508 0.023 -0.028 0.013 0.122 0.040 0.2466 0.0022
44 2459628.65568 -19.8537 0.0024 21.8874 1190 59 7.479 0.022 -0.020 0.019 0.229 0.044 0.2443 0.0019
45 2459660.62852 -19.8513 0.0018 21.9324 1800 83 7.523 0.023 -0.036 0.009 0.176 0.039 0.2559 0.0010
46 2459663.59201 -19.8543 0.0024 21.6532 795 58 7.514 0.023 -0.014 0.008 0.144 0.042 0.2498 0.0015
47 2459683.57818 -19.8584 0.0024 17.9520 612 56 7.525 0.022 -0.022 0.008 0.134 0.040 0.2543 0.0047
48 2459685.55853 -19.8629 0.0025 17.5017 886 56 7.536 0.022 -0.014 0.008 0.244 0.047 0.2533 0.0025
49 2459687.55852 -19.8596 0.0033 16.9941 900 42 7.507 0.023 -0.017 0.014 0.121 0.042 0.2522 0.0043
50 2459714.54196 -19.8464 0.0037 8.5630 1800 39 7.473 0.027 -0.025 0.021 0.111 0.042 0.2357 0.0037
51 2459715.47570 -19.8543 0.0025 8.3573 1419 57 7.493 0.024 -0.007 0.010 0.129 0.040 0.2445 0.0016
52 2459716.44585 -19.8444 0.0025 8.0616 1058 57 7.505 0.023 -0.012 0.007 0.132 0.038 0.2434 0.0018
53 2459726.52254 -19.8428 0.0083 4.2235 1800 33 7.577 0.028 -0.017 0.011 0.195 0.043 0.2291 0.0029
54 2459727.48916 -19.8643 0.0025 3.9254 1501 56 7.510 0.023 -0.006 0.011 0.181 0.045 0.2450 0.0014
55 2459728.45605 -19.8581 0.0027 3.6230 1800 51 7.533 0.024 -0.010 0.008 0.127 0.040 0.2454 0.0016
56 2459729.47627 -19.8663 0.0025 3.1989 1141 56 7.517 0.024 -0.020 0.007 0.187 0.043 0.2479 0.0018
57 2459731.48177 -19.8630 0.0025 2.4267 1007 56 7.521 0.024 -0.021 0.010 0.138 0.040 0.2459 0.0028
58 2459732.50174 -19.8646 0.0024 1.9991 1072 57 7.512 0.024 -0.026 0.008 0.173 0.040 0.2568 0.0019
59 2459734.42702 -19.8659 0.0024 1.4088 899 56 7.514 0.023 -0.024 0.013 0.148 0.040 0.2598 0.0033
60 2459736.52112 -19.8507 0.0025 0.4303 1110 55 7.516 0.023 -0.007 0.011 0.246 0.047 0.2412 0.0029
61 2459746.46050 -19.8737 0.0025 -3.1924 1801 55 7.509 0.025 -0.001 0.016 0.206 0.046 0.2500 0.0024
62 2459747.53184 -19.8659 0.0025 -3.7311 1211 56 7.524 0.024 -0.030 0.011 0.169 0.039 0.2572 0.0026
63 2459749.46244 -19.8812 0.0025 -4.3122 1266 57 7.517 0.023 -0.030 0.005 0.210 0.043 0.2550 0.0021
64 2459750.41988 -19.8646 0.0025 -4.5827 1005 56 7.513 0.023 -0.034 0.015 0.221 0.045 0.2490 0.0025
65 2459751.48063 -19.8702 0.0025 -5.0950 1337 56 7.527 0.024 -0.023 0.009 0.190 0.041 0.2497 0.0019
66 2459753.52354 -19.8581 0.0025 -5.9280 1313 57 7.537 0.023 -0.031 0.005 0.179 0.043 0.2535 0.0029
67 2459769.44974 -19.8518 0.0025 -11.3311 1053 56 7.519 0.024 -0.010 0.002 0.217 0.043 0.2487 0.0020
68 2459771.44841 -19.8534 0.0025 -11.9695 1375 55 7.532 0.023 -0.030 0.011 0.123 0.041 0.2471 0.0023
69 2459773.49163 -19.8630 0.0024 -12.6885 1437 56 7.570 0.023 0.002 0.008 0.154 0.040 0.2388 0.0024
70 2459782.48405 -19.8788 0.0025 -15.3286 1056 57 7.532 0.023 -0.037 0.011 0.141 0.038 0.2557 0.0010
71 2459783.52357 -19.8717 0.0024 -15.6691 1800 63 7.536 0.024 -0.036 0.015 0.079 0.040 0.2491 0.0015
72 2459785.38372 -19.8641 0.0025 -15.9387 724 56 7.509 0.024 -0.014 0.009 0.189 0.042 0.2558 0.0019
73 2459787.45927 -19.8635 0.0025 -16.6227 1783 56 7.513 0.024 -0.017 0.009 0.236 0.044 0.2499 0.0019
74 2459802.36596 -19.8583 0.0030 -19.7113 1800 47 7.509 0.023 -0.023 0.015 0.161 0.042 0.2486 0.0020
75 2459803.41882 -19.8680 0.0024 -19.9905 928 58 7.514 0.023 -0.017 0.014 0.187 0.043 0.2461 0.0013
76 2459804.39858 -19.8755 0.0027 -20.1243 1475 51 7.497 0.023 -0.031 0.012 0.224 0.045 0.2420 0.0018
77 2459806.35127 -19.8614 0.0028 -20.3575 1800 50 7.520 0.023 -0.028 0.013 0.215 0.043 0.2436 0.0015
78 2459807.36005 -19.8548 0.0025 -20.5321 780 56 7.520 0.022 -0.020 0.005 0.216 0.043 0.2423 0.0021
79 2459808.33717 -19.8619 0.0025 -20.6358 976 57 7.494 0.024 -0.034 0.004 0.189 0.042 0.2550 0.0022
80 2459811.37954 -19.8551 0.0025 -21.1393 1800 55 7.521 0.023 -0.030 0.012 0.157 0.040 0.2524 0.0026
81 2459812.37860 -19.8590 0.0025 -21.2651 1040 56 7.506 0.023 -0.023 0.008 0.191 0.042 0.2486 0.0009
82 2459813.39003 -19.8528 0.0025 -21.4068 1365 56 7.540 0.023 -0.005 0.005 0.170 0.040 0.2528 0.0019
83 2459814.34520 -19.8669 0.0025 -21.4392 962 56 7.523 0.024 -0.010 0.003 0.157 0.040 0.2483 0.0015
84 2459815.32563 -19.8647 0.0025 -21.5099 827 56 7.530 0.023 -0.025 0.008 0.213 0.043 0.2533 0.0016
85 2459826.38784 -19.8626 0.0025 -22.3888 1800 56 7.522 0.023 -0.019 0.016 0.124 0.042 0.2630 0.0019
86 2459827.30702 -19.8560 0.0030 -22.2859 1800 45 7.542 0.023 -0.032 0.006 0.177 0.044 0.2475 0.0020
87 2459828.30875 -19.8612 0.0025 -22.3144 754 56 7.524 0.023 -0.021 0.008 0.227 0.044 0.2507 0.0011
88 2459838.29509 -19.8624 0.0025 -22.2108 787 56 7.533 0.023 -0.009 0.004 0.186 0.040 0.2547 0.0020
89 2459840.30256 -19.8663 0.0034 -22.1330 1800 42 7.538 0.023 -0.016 0.007 0.258 0.048 0.2513 0.0038
90 2459841.29660 -19.8635 0.0025 -22.0682 1083 56 7.494 0.023 -0.035 0.015 0.197 0.041 0.2446 0.0020
Table 8: continued.

Appendix B Calibration of our spectral differential analysis

The resulting stellar parameters obtained by our strictly differential analysis presented in Section 3.4 have typical internal precision of σ(Teff)=8\sigma(T_{\rm eff})=8 K, σ(logg)=0.01\sigma(\log{g})=0.01 dex, σ([Fe/H])=0.01\sigma({\rm[Fe/H]})=0.01 dex, and σ(vt)=0.01\sigma(v_{\rm t})=0.01 km s-1. To obtain the accuracy of these parameters, we conducted a series of validation tests, which are presented as supplemental material in this appendix. As a first sanity check, we visually inspect the similarity between the stellar and solar spectra for our targets, which is illustrated in Figure 21.

Refer to caption
Figure 21: Visual spectral differences between stellar and solar spectra. Solid red lines show the solar spectrum used in this work as the reference spectrum for the strictly differential analysis. The black solid lines show the stellar spectrum for TOI-1736 (upper panel) and TOI-2141 (bottom panel), and the blue points show the respective spectral differences between stellar and solar normalized fluxes.

To estimate the errors introduced by instrumental instabilities, we calculated a stacked spectrum from the mean of a randomly selected subsample containing half of the available spectra, where we performed the differential analysis. We repeat this procedure 30 times. As a result, our EWs measurements are stable at 1.5±0.51.5\pm 0.5% level, which translates into 7 K, 0.02 dex and 0.01 dex in TeffT_{\rm eff}, logg\log{g} and [Fe/H]. These are considered the minimum uncertainties achievable by our automatic differential technique applied to the SOPHIE data. Thus, we added these errors quadratically to the internal errors of our measurements.

To estimate possible offsets in our spectroscopic parameters and validate the error analysis, we applied the same spectroscopic analysis to observations of the Moon and to a small subset of 5 previously characterized solar analogs bracketing our sample stars’ parameters, namely: HIP 7585, HIP 28066, HIP 29432, HIP 77052, and HIP 79672. The comparison stars’ literature parameters were obtained from Spina et al. (2018) (hereafter S18) which was based on the same line list of this work and used a similar spectroscopic technique. The differences between our analysis and those from S18 are the higher S/N (500-1000) and the higher spectral resolution (R=120000) from their HARPS data. In addition, the authors performed manual EW line measurements, in contrast to our automatic procedure. Therefore, in terms of internal achievable error levels, we can assume their measurements as noise-free in comparison to ours. In Table 9 we report the comparison between SOPHIE and S18 atmospheric parameters. The typical precision achieved by S18 are σ(Teff)=4\sigma(T_{\rm eff})=4 K, σ(logg)=0.012\sigma(\log{g})=0.012 dex, and σ([Fe/H])=0.004\sigma({\rm[Fe/H]})=0.004 dex. Our results agree with their estimates with an average offset of Δ(Teff)=5±10\Delta(T_{\rm eff})=5\pm 10 K, Δ(logg)=+0.00±0.02\Delta(\log{g})=+0.00\pm 0.02 dex, and Δ([Fe/H])=+0.00±0.02\Delta({\rm[Fe/H]})=+0.00\pm 0.02 dex. Yana Galarza et al. (2019) also validated their measurements with those in the literature using the same technique as in our work and using instrumentation with similar spectral resolution and higher signal-to-noise ratio (R=60000, S/N\sim400) compared to our SOPHIE data. The authors reported an rms of 12 K, 0.03 dex and 0.02 dex for TeffT_{\rm eff}, logg\log{g}, and [Fe/H], respectively. In a similar fashion, S18 found an rms of σ(Teff)=15\sigma(T_{\rm eff})=15 K, σ(logg)=0.03\sigma(\log{g})=0.03 dex, and σ([Fe/H])=0.017\sigma({\rm[Fe/H]})=0.017 dex. These results are in line with our differential atmospheric parameters, highlighting the robustness of our methodology applied to similar Sun-like stars.

Table 9: Consistency check of our derived stellar parameters (TeffT_{\rm eff}, logg\log g, and [Fe/H][{\rm Fe}/{\rm H}]).
Star TeffT_{\rm eff} TeffT_{\rm eff} logg\log g [Fe/H][{\rm Fe}/{\rm H}]
ID (interf)aaaaaaEffective temperatures for the available sources obtained through interferometry. SOPHIEbbbbbbSpectroscopic parameters from our differential analysis. S18ccccccSpectroscopic parameters from Spina et al. (2018) (S18). SOPHIEbbbbbbSpectroscopic parameters from our differential analysis. S18ccccccSpectroscopic parameters from Spina et al. (2018) (S18). SOPHIEbbbbbbSpectroscopic parameters from our differential analysis. S18ccccccSpectroscopic parameters from Spina et al. (2018) (S18).
HIP 7585 5821±105821\pm 10 5822±35822\pm 3 4.455±0.0274.455\pm 0.027 4.445±0.0084.445\pm 0.008 +0.059±0.011+0.059\pm 0.011 +0.083±0.003+0.083\pm 0.003
HIP 28066 5757±135757\pm 13 5742±45742\pm 4 4.303±0.0354.303\pm 0.035 4.300±0.0114.300\pm 0.011 0.147±0.014-0.147\pm 0.014 0.147±0.003-0.147\pm 0.003
HIP 29432 5747±155747\pm 15 5762±35762\pm 3 4.378±0.0454.378\pm 0.045 4.45±0.014.45\pm 0.01 0.137±0.015-0.137\pm 0.015 0.112±0.003-0.112\pm 0.003
HIP 77052 5692±745692\pm 74 5695±115695\pm 11 5687±35687\pm 3 4.460±0.0364.460\pm 0.036 4.450±0.0124.450\pm 0.012 +0.074±0.015+0.074\pm 0.015 +0.051±0.003+0.051\pm 0.003
HIP 79672 5811±285811\pm 28 5819±115819\pm 11 5808±35808\pm 3 4.429±0.0344.429\pm 0.034 4.440±0.0094.440\pm 0.009 +0.082±0.013+0.082\pm 0.013 +0.041±0.003+0.041\pm 0.003
Δ=SOPHIES18\Delta={\rm SOPHIE}-{\rm S18} 4±11-4\pm 11 0.012±0.031-0.012\pm 0.031 +0.003±0.026+0.003\pm 0.026
141414

Finally, to evaluate the accuracy of our methodology, we derived the solar atmospheric parameters from another moonlight spectrum obtained with the same instrumental setup reported in this work. Solar observations were analyzed following the same steps used to determine the parameters of solar analogs. We show in Table 10 the accuracy test using moonlight observations and final differential atmospheric parameters for TOI-1736 and TOI-2141. The agreement with our solar reference values used in q2 confirms the differential analysis as accurate and precise, assuming there is negligible unaccounted-for residual systematics from the reduction process, for example.

Table 10: Atmospheric parameters obtained through our differential analysis.
Parameter TOI-1736 TOI-2141 Sun (Moon)
TeffT_{\rm eff} 5804±115804\pm 11 5660±115660\pm 11 5778±75778\pm 7
logg\log g 4.33±0.034.33\pm 0.03 4.41±0.024.41\pm 0.02 4.426±0.0214.426\pm 0.021
[Fe/H][{\rm Fe}/{\rm H}] 0.14±0.030.14\pm 0.03 0.10±0.02-0.10\pm 0.02 0.004±0.012-0.004\pm 0.012
151515 As a second consistency check, we present our results for TOI-1736 and TOI-2141, as well as for a solar spectrum obtained from observations of the Moon.

Appendix C Activity indices

This appendix details our S-index and Hα measurements. It also shows the time series analysis and RV correlation of the activity indices obtained from the SOPHIE spectra of TOI-1736 and TOI-2141.

C.1 S-index

We computed the SOPHIE’s instrumental S-index as follows:

SSOPHIE=NH+NKNV+NR,S_{\rm SOPHIE}=\frac{N_{H}+N_{K}}{N_{V}+N_{R}}, (2)

where NHN_{H} and NKN_{K} are the integrated fluxes of two triangular band-passes in a 0.109 nm wide window centered on the H (396.85 nm) and K (393.37 nm) Ca II emission lines, and NVN_{V} and NRN_{R} are two continuum regions 2 nm wide centered at 390.107 nm and 400.107 nm, as illustrated in Figures 24 and 25. For the computation of SSOPHIES_{\rm SOPHIE}, we performed flux integration using spectral values generated via Monte Carlo (MC) sampling from a normal distribution, taking into account the central value and errors associated with each spectral element. Figures 24 and 25 depict the posterior distributions for the MC samples.

To calibrate SOPHIE’s instrumental S-index to the Mt. Wilson Observatory (MWO) system (SMWS_{\rm MW}, Wilson 1968; Egeland et al. 2017), we downloaded archival spectra of ten selected stars that are known to have SMWS_{\rm MW} measurements in the range of 0.15 to 0.36. We only used observations in HR mode and with a peak S/N>>100 in the first order, and we computed the S-index for each calibrator in the same way as described above. We least-square fit a linear relationship between SSOPHIES_{\rm SOPHIE} and the SMWS_{\rm MW} values from Duncan et al. (1991), and then we sampled the posterior distribution of the linear coefficients using a Bayesian MCMC framework with the package emcee (Foreman-Mackey et al. 2013) as shown in figures 22 and 23. The best solution is expressed as follows:

SSOPHIE=0.832±0.104×SMW+0.065±0.026.S_{\rm SOPHIE}=0.832\pm 0.104\times S_{\rm MW}+0.065\pm 0.026. (3)
Refer to caption
Figure 22: Calibration of S-index from the SOPHIE HR spectra. Black points show the S-index for several targets (see Table measured from the SOPHIE HR spectrum as a function of the reference MW values. The orange lines show a randomly selected sample of the fit models obtained from a posterior distribution of the model parameters, and the dashed black line show the median linear model.
Refer to caption
Figure 23: Pairs plot showing the MCMC samples and posterior distributions of the coefficients for the SOPHIE S-index calibration.

This calibration is consistent with the previous calibration obtained by Boisse et al. (2010). The SMWS_{\rm MW} values from Duncan et al. (1991) and our measurements of SSOPHIES_{\rm SOPHIE} for our sample of calibrators are listed in Table 11. Solving Equation 3 to get the SMWS_{\rm MW} for our two stars, we obtained SMW=0.160.03+0.04S_{\rm MW}=0.16_{-0.03}^{+0.04} for TOI-1736 and SMW=0.210.03+0.04S_{\rm MW}=0.21_{-0.03}^{+0.04} for TOI-2141, where the SSOPHIES_{\rm SOPHIE} values were measured in the template spectrum of each target. We have also measured the SMWS_{\rm MW} for each individual exposure, providing the S-index time series for both stars as presented in Tables LABEL:tab:sophiervstoi1736 and LABEL:tab:sophiervstoi2141.

Table 11: S-index calibrators observed with SOPHIE in HR mode.
ID SSOPHIES_{\rm SOPHIE} σ\sigma(SOPHIE) SMWS_{\rm MW} σ\sigma(MW)
HD097334 0.3449 0.0022 0.356 0.012
HD101501 0.3635 0.0023 0.334 0.002
HD114378 0.2438 0.0015 0.241 0.005
HD114710 0.2549 0.0016 0.200 0.010
HD115404 0.5558 0.0040 0.523 0.044
HD131156 0.4912 0.0035 0.473 0.010
HD141004 0.2254 0.0014 0.155 0.021
HD152391 0.3288 0.0020 0.389 0.036
HD182101 0.2080 0.0012 0.215 0.013
HD187013 0.1745 0.0010 0.151 0.005

C.2 Hα\alpha

The Hα\alpha index is calculated from the flux at the center of the Hα\alpha line as described by Boisse et al. (2009), that is,

Hα=FHαF1+F2,H_{\alpha}=\frac{F_{H_{\alpha}}}{F_{1}+F_{2}}, (4)

where FHαF_{H_{\alpha}} is the integrated flux measured within a 0.068 nm window centered at 656.2808 nm, F1F_{1} and F2F_{2} are the integrated fluxes measured near the edge of the Hα\alpha wings centered at 655.087 nm and 658.031 nm with rectangular band-passes in 1.075 nm and 0.875 nm wide windows, as illustrated in Figures 24 and 25. In a similar way to the S-index calculation, the integration of spectral regions for Hα\alpha calculation employs a Monte Carlo sampling approach. The Hα\alpha indices measured in the template spectra are Hα=0.2376±0.0016H_{\alpha}=0.2376\pm 0.0016 for TOI-1736 and Hα=0.2488±0.0023H_{\alpha}=0.2488\pm 0.0023 for TOI-2141, and the individual measurements per exposure are listed in Tables LABEL:tab:sophiervstoi1736 and LABEL:tab:sophiervstoi2141.

Refer to caption
Figure 24: TOI-1736 measurements of S-index and Hα from SOPHIE spectra. The top panels show the SOPHIE template spectrum around the S-index and Hα regions, showing the integration windows for the core of lines and continuum regions. The bottom panels show the posterior distribution obtained from the Monte Carlo samples calculated in the measurement of each quantity.
Refer to caption
Figure 25: TOI-2141 measurements of S-index and Hα from SOPHIE spectra. The top panels show the SOPHIE template spectrum around the S-index and Hα regions, showing the integration windows for the core of lines and continuum regions. The bottom panels show the posterior distribution obtained from the Monte Carlo samples calculated in the measurement of each quantity.

C.3 Time series of activity indices

As star rotation can modulate RVs and activity indices, we can analyze these quantities together and compare their time series and respective GLS periodograms in an attempt to find possible signals that can be used to infer the star rotation period. Figures 26 and 27 show the time series data and the GLS periodograms for both stars, where we cannot identify any significant periodicity. The residual RVs of TOI-1736 show a peak with a false alarm probability greater than 0.001 at 25 d, which may be related to star rotation, but this peak does not appear in any other indices. As such, we could not find any strong evidence for the star’s rotation period from these data.

Refer to caption
Figure 26: Time series and respective GLS periodograms for the TOI-1736 SOPHIE RVs subtracted from the best-fit model and for the following activity indices: CCF FWHM, bisector span, Hα, and S-index.
Refer to caption
Figure 27: Time series and respective GLS periodograms for the TOI-2141 SOPHIE RVs subtracted from the best-fit model and for the following activity indices: CCF FWHM, bisector span, Hα, and S-index.

C.4 Correlations between activity indices and RVs

Stellar activity can change the shape of line profiles and lead to deterioration in the detection of planetary signals, or even to spurious detections. One way to inspect the impact of certain types of activity on RV measurements is to look at the correlation between the RVs subtracted from the best-fit RV orbit model and the activity indices. Here, we present these correlations for the CCF FWHM, bisector span, Hα, and S-index, as illustrated in Figures 28 and 29. As pointed out in the main text, there is no strong correlation between these quantities, which indicates that our RVs are not strongly affected by stellar activity.

Refer to caption
Figure 28: Correlations between the TOI-1736 SOPHIE RVs subtracted from the best-fit model and the activity indices CCF FWHM, bisector span, Hα, and S-index.
Refer to caption
Figure 29: Correlations between the TOI-2141 SOPHIE RVs subtracted from the best-fit model and the activity indices CCF FWHM, bisector span, Hα, and S-index.

Appendix D Priors and posterior distributions of model parameters

This appendix presents in Table 12 the prior distributions adopted for each model parameter that we considered in our analysis. Figures 30 and 31 illustrate the MCMC samples and the final posterior distributions of free parameters used in our analysis.

Table 12: Prior distributions.
Parameter TOI-1736 b TOI-1736 c TOI-2141 b
time of conjunction, TcT_{c} (BJD) 𝒰(2458791,2458795)\mathcal{U}(2458791,2458795) 𝒰(2455300,2455330)\mathcal{U}(2455300,2455330) 𝒰(2458990,2458996)\mathcal{U}(2458990,2458996)
orbital period, PP (d) 𝒰(7.07,7.08)\mathcal{U}(7.07,7.08) 𝒰(200,1500)\mathcal{U}(200,1500) 𝒰(18.0,18.5)\mathcal{U}(18.0,18.5)
eccentricity, ee FIXED (0) 𝒰(0,1)\mathcal{U}(0,1) FIXED (0)
argument of periastron, ω\omega (deg) FIXED (90) 𝒰(0,360)\mathcal{U}(0,360) FIXED (90)
normalized semimajor axis, a/Ra/R_{\star} 𝒰(1,100)\mathcal{U}(1,100) 𝒰(1,100)\mathcal{U}(1,100)
orbital inclination, ipi_{p} (deg) 𝒰(80,90)\mathcal{U}(80,90) 𝒰(0,90)\mathcal{U}(0,90)
planet-to-star radius ratio, Rp/RR_{p}/R_{\star} 𝒰(0,1)\mathcal{U}(0,1) 𝒰(0,1)\mathcal{U}(0,1)
velocity semi-amplitude, KpK_{p} (m s-1) 𝒰(0,100)\mathcal{U}(0,100) 𝒰(0,1000)\mathcal{U}(0,1000) 𝒰(0,100)\mathcal{U}(0,100)
linear limb dark. coef., u0u_{0} 𝒰(0,1)\mathcal{U}(0,1) 𝒰(0,1)\mathcal{U}(0,1)
quadratic limb dark. coef., u1u_{1} 𝒰(0,1)\mathcal{U}(0,1) 𝒰(0,1)\mathcal{U}(0,1)
systemic radial velocity, γ\gamma (km s-1) 𝒰(,+)\mathcal{U}(-\infty,+\infty) 𝒰(,+)\mathcal{U}(-\infty,+\infty)
slope of linear trend, αtrend\alpha_{\rm trend} (m sd11{}^{-1}\,d^{-1}) 𝒰(,+)\mathcal{U}(-\infty,+\infty) FIXED (0)
GP phot. mean, μ\mu (ppm) 𝒰(,+)\mathcal{U}(-\infty,+\infty) 𝒰(,+)\mathcal{U}(-\infty,+\infty)
GP phot. white noise, σphot\sigma_{\rm phot} (ppm) 𝒰(0,+)\mathcal{U}(0,+\infty) 𝒰(0,+)\mathcal{U}(0,+\infty)
GP phot. amplitude, α\alpha (ppm) 𝒰(0,+)\mathcal{U}(0,+\infty) 𝒰(0,+)\mathcal{U}(0,+\infty)
GP phot. decay time, ll (d) FIXED (10) FIXED (10)
GP phot. smoothing factor, β\beta FIXED (0.1) FIXED (0.1)
GP phot. period, PP (d) 𝒰(2,1000)\mathcal{U}(2,1000) 𝒰(2,1000)\mathcal{U}(2,1000)
Table 13: GP QP kernel parameter posteriors for TESS flux baseline fitting.
Parameter TOI-1736 TOI-2141
GP phot. mean, μ\mu (ppm) 1.000015(13)1.000015(13) 1.000014(9)1.000014(9)
GP phot. white noise, σphot\sigma_{\rm phot} (ppm) 0.000035(2)0.000035(2) 0.000064(7)0.000064(7)
GP phot. amplitude, α\alpha (ppm) 0.000133(9)0.000133(9) 0.000060(9)0.000060(9)
GP phot. decay time, ll (d) 10 10
GP phot. smoothing factor, β\beta 0.1 0.1
GP phot. period, PP (d) 231.7+1.523^{+1.5}_{-1.7} 10.03.3+0.610.0^{+0.6}_{-3.3}
Refer to caption
Figure 30: Pairs plot showing the MCMC samples and posterior distributions of the free parameters in our joint analysis of the TESS photometry and the SOPHIE RV data of TOI-1736. The contours mark the 1σ\sigma, 2σ\sigma, and 3σ\sigma regions of the distribution. The blue crosses indicate the best-fit values for each parameter and the dashed vertical lines in the projected distributions show the median values and the 1σ\sigma uncertainty (34% on each side of the median).
Refer to caption
Figure 31: Same as Figure 30 but for the analysis of TOI-2141 data.