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Here we present an open-source cloud model for substellar atmospheres, called Virga. The Virga-v0 series has already been widely adopted in the literature. It is written in Python and has heritage from the Ackerman & Marley (2001) model…

Condensation clouds in substellar atmospheres have been widely inferred from spectra and photometric variability. Up until now, their horizontally averaged vertical distribution and mean particle size have been largely characterized using…

Earth and Planetary Astrophysics · Physics 2018-03-28 Peter Gao , Mark S. Marley , Andrew S. Ackerman

Water clouds are expected to form on Y dwarfs and giant planets with equilibrium temperatures near or below that of Earth, drastically altering their atmospheric compositions and their albedos and thermal emission spectra. Here we use the…

Earth and Planetary Astrophysics · Physics 2022-03-17 James Mang , Peter Gao , Callie E. Hood , Jonathan J. Fortney , Natasha Batalha , Xinting Yu , Imke de Pater

We introduce new functionality to treat fractal aggregate aerosol particles within the Virga cloud modeling framework. Previously, the open source cloud modeling code Virga (Batalha et al. 2025), the Python version of EddySed (Ackerman &…

We present a method to calculate vertical profiles of particle size distributions in condensation clouds of giant planets and brown dwarfs. The method assumes a balance between turbulent diffusion and sedimentation in horizontally uniform…

Astrophysics · Physics 2009-11-06 Andrew S. Ackerman , Mark S. Marley

Clouds are the largest source of uncertainty in climate simulations. For exoplanets, cloud simulation is particularly challenging because of the lack of observational data to tune parameterized cloud models. Here we apply Community Aerosol…

Earth and Planetary Astrophysics · Physics 2026-03-05 Huanzhou Yang , Eric T. Wolf , Cheng-Cheng Liu , Yunqian Zhu , Owen B. Toon , Dorian S. Abbot

Water must condense into ice clouds in the coldest brown dwarfs and exoplanets. When they form, these icy clouds change the emergent spectra, temperature structure, and albedo of the substellar atmosphere. The properties of clouds are…

Earth and Planetary Astrophysics · Physics 2024-10-14 James Mang , Caroline V. Morley , Tyler D. Robinson , Peter Gao

Aerosols and clouds are expected to be ubiquitous in exoplanet and brown dwarf atmospheres, where they can have a significant impact on transmission and emission spectra. The cloud code Virga is capable of quickly modeling cloud particle…

Earth and Planetary Astrophysics · Physics 2025-12-05 Matt G. Lodge , Sarah E. Moran , Hannah R. Wakeford , Zoe M. Leinhardt , Mark S. Marley

Upcoming James Webb Space Telescope (JWST) observations will allow us to study exoplanet and brown dwarf atmospheres in great detail. The physical interpretation of these upcoming high signal-to-noise observations requires precise…

Earth and Planetary Astrophysics · Physics 2023-01-18 Sagnick Mukherjee , Natasha E. Batalha , Jonathan J. Fortney , Mark S. Marley

We present a new grid of cloudy atmosphere and evolution models for substellar objects. These models include the effect of refractory cloud species, including silicate clouds, on the spectra and evolution. We include effective temperatures…

We examine the eccentricity distribution(s) of radial velocity detected exoplanets. Previously, the eccentricity distribution was found to be described well by a Beta distribution with shape parameters $a=0.867, b=3.03$. Increasing the…

Earth and Planetary Astrophysics · Physics 2025-04-16 A. T. Stevenson , C. A. Haswell , J. P. Faria , J. R. Barnes , J. K. Barstow , H. Dickinson , M. R. Standing

We developed a simple, physical and self-consistent cloud model for brown dwarfs and young giant exoplanets. We compared different parametrisations for the cloud particle size, by either fixing particle radii, or fixing the mixing…

Earth and Planetary Astrophysics · Physics 2018-03-14 Benjamin Charnay , Bruno Bézard , Jean-Loup Baudino , Mickaël Bonnefoy , Anthony Boccaletti , Raphaël Galicher

In this paper, we present YunMa, an exoplanet cloud simulation and retrieval package, which enables the study of cloud microphysics and radiative properties in exoplanetary atmospheres. YunMa simulates the vertical distribution and sizes of…

Earth and Planetary Astrophysics · Physics 2023-11-14 Sushuang Ma , Yuichi Ito , Ahmed Faris Al-Refaie , Quentin Changeat , Billy Edwards , Giovanna Tinetti

Brown dwarfs and exoplanets provide unique atmospheric regimes that hold information about their formation routes and evolutionary states. Modelling mineral cloud particle formation is key to prepare for missions and instruments like…

Earth and Planetary Astrophysics · Physics 2022-07-13 Dominic Samra , Christiane Helling , Tilman Birnstiel

The objective of this paper is to understand the variance of the far-infrared (FIR) spectral energy distribution (SED) of the DustPedia galaxies, and its link with the stellar and dust properties. An interesting aspect of the dust emission…

We present a major update to the open-source atmospheric modeling package \texttt{PICASO}, designed for simulating the thermal structure and spectra of hydrogen-rich atmospheres of brown dwarfs and exoplanets. This release, \texttt{PICASO…

A number of transiting exoplanets have featureless transmission spectra that might suggest the presence of clouds at high altitudes. A realistic cloud model is necessary to understand the atmospheric conditions under which such…

Earth and Planetary Astrophysics · Physics 2017-02-08 Kazumasa Ohno , Satoshi Okuzumi

Fitting model spectral energy distributions (SED) to galaxy photometric data is a widely used method to recover galaxy parameters from galaxy surveys. However, the parameter space used to describe galaxies is wide and interdependent, and…

Astrophysics of Galaxies · Physics 2023-08-29 Cole Meldorf , Antonella Palmese , Samir Salim

(Abridged) We present a systematic assessment of two major cloudy atmospheric model grids -- SM08 (Saumon & Marley 2008) and Sonora Diamondback -- when applied to low-resolution near-infrared (0.8-2.5 $\mu$m) spectroscopy. Our analysis…

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