Exoplanet model intercomparison projects

Four Earth-like exoplanets shown in a sequence from left to right, each with different cloud cover and surface features, set against a star-filled galaxy background. Colored beams connect each planet to a corresponding graph displaying a transmission spectrum in orange, green, red, and blue.

Exoplanet models are complex pieces of software that often require significant computational resources. I collaborate with researchers around the world to systematically compare and benchmark different models, with the ultimate goal to get more robust and reproducible modelling results. This is done via so-called model intercomparison projects (MIPs). While there is a long history of MIPs in the Earth climate community, a more organised effort to do this for exoplanets has begun thanks to CUISINES, an international model intercomparison framework. The pilot project of CUISINES was the TRAPPIST-1 Habitable Atmosphere Intercomparison (THAI), which focused on scenarios for a potentially habitable climate on an Earth-size exoplanet TRAPPIST-1e, a primary target for atmospheric characterisation. THAI resulted in three major publications: (1) ‘dry planet’ simulations1, (2) ‘aqua-planet’ simulations2 and (3) atmosphere detectability3. Following the TRAPPIST-1 Habitable Atmosphere Intercomparison workshop in 2020, we published a review4 of exoplanet climate models and parameterizations of the atmospheric processes on terrestrial exoplanets, with a discussion on the recent model advancements and limitations, as well as directions for future model development.

Since THAI, ten more exoplanet MIPs for a variety of model types and exoplanet targets have started. I am contributing to several CUISINES MIPs such as those for 3D sub-Neptune climate models5, 1D radiative transfer models6, 3D hot Jupiter climate models and others. Together with Thomas Fauchez at NASA, I am a co-chair of CUISINES (since 2024).

Central logo for CUISINES, featuring a serving tray with planets arranged in a line, surrounded by ten circular badges representing different exoplanet model intercomparison projects. Each badge displays a food item and project name such as MOCHA, FILLET, SAMOSA, CREME, THAI, CAMEMBERT, COD ACCRA, PIE, RISOTTO, and MALBEC. The central badge reads CUISINES and Climates Using Interactive Suites of Intercomparison: Needed for Exoplanet Studies.

1.
Turbet, M., Fauchez, T. J., Sergeev, D. E., Boutle, I. A., Tsigaridis, K., Way, M. J., Wolf, E. T., Domagal-Goldman, S. D., Forget, F., Haqq-Misra, J., Kopparapu, R. K., Lambert, F. H., Manners, J., Mayne, N. J. & Sohl, L. The TRAPPIST-1 Habitable Atmosphere Intercomparison (THAI). I. Dry CasesThe Fellowship of the GCMs. The Planetary Science Journal 3, 211 (2022).
2.
Sergeev, D. E., Fauchez, T. J., Turbet, M., Boutle, I. A., Tsigaridis, K., Way, M. J., Wolf, E. T., Domagal-Goldman, S. D., Forget, F., Haqq-Misra, J., Kopparapu, R. K., Lambert, F. H., Manners, J. & Mayne, N. J. The TRAPPIST-1 Habitable Atmosphere Intercomparison (THAI). II. Moist CasesThe Two Waterworlds. The Planetary Science Journal 3, 212 (2022).
3.
Fauchez, T. J., Villanueva, G. L., Sergeev, D. E., Turbet, M., Boutle, I. A., Tsigaridis, K., Way, M. J., Wolf, E. T., Domagal-Goldman, S. D., Forget, F., Haqq-Misra, J., Kopparapu, R. K., Manners, J. & Mayne, N. J. The TRAPPIST-1 Habitable Atmosphere Intercomparison (THAI). III. Simulated Observables—the Return of the Spectrum. The Planetary Science Journal 3, 213 (2022).
4.
Fauchez, T. J., Turbet, M., Sergeev, D. E., Mayne, N. J., Spiga, A., Sohl, L., Saxena, P., Deitrick, R., Gilli, G., Domagal-Goldman, S. D., Forget, F., Consentino, R., Barnes, R., Haqq-Misra, J., Way, M. J., Wolf, E. T., Olson, S., Crouse, J. S., Janin, E., Bolmont, E., Leconte, J., Chaverot, G., Jaziri, Y., Tsigaridis, K., Yang, J., Pidhorodetska, D., Kopparapu, R. K., Chen, H., Boutle, I. A., Lefevre, M., Charnay, B., Burnett, A., Cabra, J. & Bouldin, N. TRAPPIST Habitable Atmosphere Intercomparison (THAI) Workshop Report. The Planetary Science Journal 2, 106 (2021).
5.
Christie, D. A., Lee, E. K. H., Innes, H., Noti, P. A., Charnay, B., Fauchez, T. J., Mayne, N. J., Deitrick, R., Ding, F., Greco, J. J., Hammond, M., Malsky, I., Mandell, A., Rauscher, E., Roman, M. T., Sergeev, D. E., Sohl, L., Steinrueck, M. E., Turbet, M., Wolf, E. T., Zamyatina, M. & Carone, L. CAMEMBERT: A Mini-Neptunes General Circulation Model Intercomparison, Protocol Version 1.0.A CUISINES Model Intercomparison Project. The Planetary Science Journal 3, 261 (2022).
6.
Villanueva, G. L., Fauchez, T. J., Kofman, V., Alei, E., Lee, E. K. H., Janin, E., Himes, M. D., Leconte, J., Leung, M., Faggi, S., Mak, M. T., Sergeev, D. E., Kozakis, T., Manners, J., Mayne, N., Schwieterman, E. W., Howe, A. R. & Batalha, N. Modeling Atmospheric Lines by the Exoplanet Community (MALBEC) Version 1.0: A CUISINES Radiative Transfer Intercomparison Project. The Planetary Science Journal 5, 64 (2024).