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One of the greatest sources of uncertainty in future climate projections comes from limitations in modelling clouds and in understanding how different cloud types interact with the climate system. A key first step in reducing this…

Atmospheric and Oceanic Physics · Physics 2022-10-17 Valentina Zantedeschi , Fabrizio Falasca , Alyson Douglas , Richard Strange , Matt J. Kusner , Duncan Watson-Parris

When making predictions about ecosystems, we often have available a number of different ecosystem models that attempt to represent their dynamics in a detailed mechanistic way. Each of these can be used as simulators of large-scale…

With the development of ever-improving telescopes capable of observing exoplanet atmospheres in greater detail and number, there is a growing demand for enhanced 3D climate models to support and help interpret observational data from space…

Earth and Planetary Astrophysics · Physics 2025-08-15 Alexander Plaschzug , Amit Reza , Ludmila Carone , Sebastian Gernjak , Christiane Helling

The application of models to assess the risk of the physical impacts of weather and climate and their subsequent consequences for society and business is of the utmost importance in our changing climate. The operation of such models is…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-28 Blair Edwards , Paolo Fraccaro , Nikola Stoyanov , Nelson Bore , Julian Kuehnert , Kommy Weldemariam , Anne Jones

In the quest to understand the climates and atmospheres of exoplanets, 3D global climate models (GCMs) have become indispensable. The ability of GCMs to predict atmospheric conditions complements exoplanet observations, creating a feedback…

Earth and Planetary Astrophysics · Physics 2025-07-15 Thomas J. Fauchez , Geronimo L. Villanueva , Vincent Kofman , Gabriella Suissa , Ravi K. Kopparapu

The search for life on planets outside our solar system has largely been the province of the astrophysics community until recently. A major development since the NASA Astrobiology Strategy 2015 document (AS15) has been the integration of…

The James Webb Space Telescope (JWST) presents the opportunity to transform our understanding of planets and the origins of life by revealing the atmospheric compositions, structures, and dynamics of transiting exoplanets in unprecedented…

Earth and Planetary Astrophysics · Physics 2018-10-17 Jacob L. Bean , Kevin B. Stevenson , Natalie M. Batalha , Zachory Berta-Thompson , Laura Kreidberg , Nicolas Crouzet , Björn Benneke , Michael R. Line , David K. Sing , Hannah R. Wakeford , Heather A. Knutson , Eliza M. -R. Kempton , Jean-Michel Désert , Ian Crossfield , Natasha E. Batalha , Julien de Wit , Vivien Parmentier , Joseph Harrington , Julianne I. Moses , Mercedes Lopez-Morales , Munazza K. Alam , Jasmina Blecic , Giovanni Bruno , Aarynn L. Carter , John W. Chapman , Leen Decin , Diana Dragomir , Thomas M. Evans , Jonathan J. Fortney , Jonathan D. Fraine , Peter Gao , Antonio García Muñoz , Neale P. Gibson , Jayesh M. Goyal , Kevin Heng , Renyu Hu , Sarah Kendrew , Brian M. Kilpatrick , Jessica Krick , Pierre-Olivier Lagage , Monika Lendl , Tom Louden , Nikku Madhusudhan , Avi M. Mandell , Megan Mansfield , Erin M. May , Giuseppe Morello , Caroline V. Morley , Nikolay Nikolov , Seth Redfield , Jessica E. Roberts , Everett Schlawin , Jessica J. Spake , Kamen O. Todorov , Angelos Tsiaras , Olivia Venot , William C. Waalkes , Peter J. Wheatley , Robert T. Zellem , Daniel Angerhausen , David Barrado , Ludmila Carone , Sarah L. Casewell , Patricio E. Cubillos , Mario Damiano , Miguel de Val-Borro , Benjamin Drummond , Billy Edwards , Michael Endl , Nestor Espinoza , Kevin France , John E. Gizis , Thomas P. Greene , Thomas K. Henning , Yucian Hong , James G. Ingalls , Nicolas Iro , Patrick G. J. Irwin , Tiffany Kataria , Fred Lahuis , Jérémy Leconte , Jorge Lillo-Box , Stefan Lines , Joshua D. Lothringer , Luigi Mancini , Franck Marchis , Nathan Mayne , Enric Palle , Emily Rauscher , Gaël Roudier , Evgenya L. Shkolnik , John Southworth , Mark R. Swain , Jake Taylor , Johanna Teske , Giovanna Tinetti , Pascal Tremblin , Gregory S. Tucker , Roy van Boekel , Ingo P. Waldmann , Ian C. Weaver , Tiziano Zingales

Interpreting the observations of exoplanet atmospheres to constrain physical and chemical properties is typically done using Bayesian retrieval techniques. Because these methods require many model computations, a compromise is made between…

Earth and Planetary Astrophysics · Physics 2024-01-10 Francisco Ardévol Martínez , Michiel Min , Daniela Huppenkothen , Inga Kamp , Paul I. Palmer

Projections of future climate change rely heavily on climate models, and combining climate models through a multi-model ensemble is both more accurate than a single climate model and valuable for uncertainty quantification. However,…

Applications · Statistics 2020-02-27 Huang Huang , Dorit Hammerling , Bo Li , Richard Smith

Studies of future space- and ground-based exoplanet surveys often rely on models of planetary systems to simulate instrument response, estimate scientific yields, perform trade analyses, and study efficient observation strategies. Until…

Earth and Planetary Astrophysics · Physics 2022-02-09 Christopher C. Stark

We present the AI weather and climate model intercomparison project (AIMIP), phase 1. Drawing from the rich tradition of intercomparisons in climate model development, we specify a common experiment, output data format, and training…

Building footprints provide a useful proxy for a great many humanitarian applications. For example, building footprints are useful for high fidelity population estimates, and quantifying population statistics is fundamental to ~1/4 of the…

Computer Vision and Pattern Recognition · Computer Science 2021-05-24 Adam Van Etten , Daniel Hogan

Starting in 2008, NASA has provided the exoplanet community an observational program aimed at obtaining the highest resolution imaging available as part of its mission to validate and characterize exoplanets, as well as their stellar…

With observational efforts moving from the discovery into the characterisation mode, systematic campaigns that cover large ranges of global stellar and planetary parameters will be needed. We aim to uncover cloud formation trends and…

The evolution of space technology in recent years, fueled by advancements in computing such as Artificial Intelligence (AI) and machine learning (ML), has profoundly transformed our capacity to explore the cosmos. Missions like the James…

Earth and Planetary Astrophysics · Physics 2025-10-13 Vasuda Trehan , Kevin H. Knuth , M. J. Way

The search for habitable exoplanets and life beyond the Solar System is one of the most compelling scientific opportunities of our time. Nevertheless, the high cost of building facilities that can address this topic and the keen public…

Earth and Planetary Astrophysics · Physics 2017-06-14 Jacob L. Bean , Dorian S. Abbot , Eliza M. -R. Kempton

We propose several descriptive measures to characterize the arrangements of planetary masses, periods, and mutual inclinations within exoplanetary systems. These measures are based in complexity theory and capture the global, system-level…

Earth and Planetary Astrophysics · Physics 2020-06-10 Gregory J. Gilbert , Daniel C. Fabrycky

The aim of this white paper is to briefly summarize some of the outstanding gaps in the observations and modeling of stellar flares, CMEs, and exoplanetary space weather, and to discuss how the theoretical and computational tools and…

Global climate models aim to reproduce physical processes on a global scale and predict quantities such as temperature given some forcing inputs. We consider climate ensembles made of collections of such runs with different initial…

Applications · Statistics 2013-12-02 Stefano Castruccio , Michael L. Stein

Climate models have been key for assessing the impact of climate change and simulating future climate scenarios. The machine learning (ML) community has taken an increased interest in supporting climate scientists' efforts on various tasks…