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The Functionality of Ice Line Latitudinal EBM Tenacity (FILLET) project is a CUISINES exoplanet model intercomparison project (exo-MIP) that compares various energy balance models (EBMs) through a series of numerical experiments. The…

Energy balance models (EBMs), alongside radiative-convective climate models (RCMs) and global climate models (GCMs), are useful tools for simulating planetary climates. Historically, planetary and exoplanetary EBMs have solely been 1D…

Earth and Planetary Astrophysics · Physics 2023-10-25 Ramses M. Ramirez

As JWST begins to return observations, it is more important than ever that exoplanet climate models can consistently and correctly predict the observability of exoplanets, retrieval of their data, and interpretation of planetary…

Radiative transfer (RT) models are critical in the interpretation of exoplanetary spectra, in simulating exoplanet climates and when designing the specifications of future flagship observatories. However, most models differ in methodologies…

We introduce a novel Earth-like planet surface temperature model (ESTM) for habitability studies based on the spatial-temporal distribution of planetary surface temperatures. The ESTM adopts a surface Energy Balance Model complemented by:…

Earth and Planetary Astrophysics · Physics 2015-06-24 G. Vladilo , L. Silva , G. Murante , L. Filippi , A. Provenzale

This paper estimates the two-component energy balance model as a linear state space system (EBM-SS model) using historical data. It is a joint model for the temperature in the mixed layer, the temperature in the deep ocean layer, and…

Applications · Statistics 2022-05-23 Mikkel Bennedsen , Eric Hillebrand , Jingying Zhou Lykke

Extrasolar terrestrial planets with the potential to host life might have large obliquities or be subject to strong obliquity variations. We revisit the habitability of oblique planets with an energy balance climate model (EBM) allowing for…

Astrophysics · Physics 2011-02-11 David S. Spiegel , Kristen Menou , Caleb A. Scharf

Among different models for determining the habitable zone (HZ) around a star, a Latitudinal Energy Balance Model (LEBM) is very beneficial due to its parametricity which keeps a good balance between complexity and simulation time. This…

Earth and Planetary Astrophysics · Physics 2020-11-03 Majid Bahraminasr , Seyed Javad Jafarzadeh , Fatemeh Montazeri , Atila Poro , Soroush Sarabi

Energy-Based Models (EBMs) have proven to be a highly effective approach for modelling densities on finite-dimensional spaces. Their ability to incorporate domain-specific choices and constraints into the structure of the model through…

Machine Learning · Computer Science 2023-02-24 Jen Ning Lim , Sebastian Vollmer , Lorenz Wolf , Andrew Duncan

Energy-based models (EBMs) provide a powerful and flexible way of learning a joint probability distribution over data by constructing an energy surface. This energy surface enables insight extraction and conditional sampling. We apply EBMs…

Plasma Physics · Physics 2026-05-12 Phil Travis , Troy Carter

Current state-of-the-art generative models map noise to data distributions by matching flows or scores. A key limitation of these models is their inability to readily integrate available partial observations and additional priors. In…

Rocky planets with temperate conditions provide the best chance for discovering habitable worlds and life outside the Solar System. In the last decades, new instrumental facilities and large observational campaigns have been driven by the…

Earth and Planetary Astrophysics · Physics 2022-06-22 L. Biasiotti , P. Simonetti , G. Vladilo , L. Silva , G. Murante , S. Ivanovski , M. Maris , S. Monai , E. Bisesi , J. von Hardenberg , A. Provenzale

Energy-Based Models (EBMs) are an important class of probabilistic models, also known as random fields and undirected graphical models. EBMs are un-normalized and thus radically different from other popular self-normalized probabilistic…

Machine Learning · Computer Science 2024-03-19 Zhijian Ou

We compare five general circulation models (GCMs) which have been recently used to study hot extrasolar planet atmospheres (BOB, CAM, IGCM, MITgcm, and PEQMOD), under three test cases useful for assessing model convergence and accuracy.…

Earth and Planetary Astrophysics · Physics 2015-06-18 Inna Polichtchouk , James Y-K. Cho , Chris Watkins , Heidar Thor Thrastarson , Orkan M. Umurhan , Manuel de la Torre Juarez

Climate projections continue to be marred by large uncertainties, which originate in processes that need to be parameterized, such as clouds, convection, and ecosystems. But rapid progress is now within reach. New computational tools and…

Machine Learning · Statistics 2018-02-14 Tapio Schneider , Shiwei Lan , Andrew Stuart , João Teixeira

In the outer regions of the habitable zone, the risk of transitioning into a globally frozen "snowball" state poses a threat to the habitability of planets with the capacity to host water-based life. We use a one-dimensional energy balance…

Earth and Planetary Astrophysics · Physics 2010-09-15 Courtney D. Dressing , David S. Spiegel , Caleb A. Scharf , Kristen Menou , Sean N. Raymond

As a contribution to the study of the habitability of extrasolar planets, we implemented a 1-D Energy Balance Model (EBM), the simplest seasonal model of planetary climate, with new prescriptions for most physical quantities. Here we apply…

Earth and Planetary Astrophysics · Physics 2015-06-15 Giovanni Vladilo , Giuseppe Murante , Laura Silva , Antonello Provenzale , Gaia Ferri , Gregorio Ragazzini

The study of exoplanetary atmospheres traditionally relies on forward models to analytically compute the spectrum of an exoplanet by fine-tuning numerous chemical and physical parameters. However, the high-dimensionality of parameter space…

Quantum Physics · Physics 2025-09-05 Marco Vetrano , Tiziano Zingales , G. Massimo Palma , Salvatore Lorenzo

Before about 500 million years ago, most probably our planet experienced temporary snowball conditions, with continental and sea ices covering a large fraction of its surface. This points to a potential bistability of Earth's climate, that…

Earth and Planetary Astrophysics · Physics 2020-01-08 Murante G. , Provenzale A. , Vladilo G. , Taffoni G. , Silv L. , Palazzi E. , Hardenberg J. , Maris M. , Londero E. , Knapic C. , Zorba S
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