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Transfer","monthly_downloads":23,"total_dependent_repos":0,"total_dependent_packages":0,"readme":"\n\u003ch1 align=\"center\"\u003e\n  \u003cbr\u003e\n  \u003ca href=\"https://github.com/RemoteSensingTools/vSmartMOM.jl\"\u003e\u003cimg src=\"docs/src/assets/logo.png\" alt=\"vSmartMOM\" width=\"200\"\u003e\u003c/a\u003e\n  \u003cbr\u003e\n  vSmartMOM.jl\n  \u003cbr\u003e\n\u003c/h1\u003e\n\n\u003cdiv align=\"center\"\u003e\n\u003ch4 align=\"center\"\u003eAn end-to-end modular software suite for vectorized atmospheric radiative transfer calculations, based on the Matrix Operator Method. \u003c/h4\u003e\n\u003ch5 align=\"center\"\u003eWritten in \u003ca href=\"https://julialang.org\"\u003eJulia\u003c/a\u003e.\u003c/h4\u003e\n\n[![version](https://github.com/RemoteSensingTools/vSmartMOM.jl/actions/workflows/AutomatedTests.yml/badge.svg)](https://github.com/RemoteSensingTools/vSmartMOM.jl/actions/workflows/AutomatedTests.yml/)\n  [![](https://img.shields.io/badge/docs-latest-blue)](https://RemoteSensingTools.github.io/vSmartMOM.jl/dev/)\n  [![](https://img.shields.io/github/license/RemoteSensingTools/vSmartMOM.jl)](https://github.com/RemoteSensingTools/vSmartMOM.jl/blob/master/LICENSE)\n  [![DOI](https://joss.theoj.org/papers/10.21105/joss.04575/status.svg)](https://doi.org/10.21105/joss.04575)\n  [![](https://img.shields.io/github/commit-activity/y/RemoteSensingTools/vSmartMOM.jl)](https://github.com/RemoteSensingTools/vSmartMOM.jl/commits/master)\n  \n\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"#installation\"\u003eInstallation\u003c/a\u003e •\n  \u003ca href=\"#modules\"\u003eModules\u003c/a\u003e (\u003ca href=\"#vsmartmom\"\u003evSmartMOM\u003c/a\u003e, \u003ca href=\"#vsmartmomabsorption\"\u003eAbsorption\u003c/a\u003e, \u003ca href=\"#vsmartmomscattering\"\u003eScattering\u003c/a\u003e) •\n  \u003ca href=\"#support\"\u003eSupport\u003c/a\u003e •\n  \u003ca href=\"#license\"\u003eLicense\u003c/a\u003e\n\u003c/p\u003e\n\u003c/div\u003e\nThis project aims to revamp and modernize key atmospheric remote sensing tools. Specifically, it will enable the fast computation of atmospheric optical properties, full-polarized radiative transfer simulations, and commonly-used inversion routines.\n\nThe core of the code is based on recent publications:\n\n- Sanghavi, S., Davis, A. B., \u0026 Eldering, A. (2014). vSmartMOM: A vector matrix operator method-based radiative transfer model linearized with respect to aerosol properties. Journal of Quantitative Spectroscopy and Radiative Transfer, 133, 412-433. [Download](https://www.sciencedirect.com/science/article/pii/S0022407313003592)\n\n- Sanghavi, S. V., Martonchik, J. V., Davis, A. B., \u0026 Diner, D. J. (2013). Linearization of a scalar matrix operator method radiative transfer model with respect to aerosol and surface properties. Journal of Quantitative Spectroscopy and Radiative Transfer, 116, 1-16. [Download](https://www.sciencedirect.com/science/article/pii/S0022407312004633)\n\n- Sanghavi, S., \u0026 Natraj, V. (2013). Using analytic derivatives to assess the impact of phase function Fourier decomposition technique on the accuracy of a radiative transfer model. Journal of Quantitative Spectroscopy and Radiative Transfer, 119, 137-149. [Download](https://www.sciencedirect.com/science/article/pii/S0022407313000071)\n\n- Sanghavi, S. (2014). Revisiting the Fourier expansion of Mie scattering matrices in generalized spherical functions. Journal of Quantitative Spectroscopy and Radiative Transfer, 136, 16-27. [Download](https://www.sciencedirect.com/science/article/pii/S0022407313004962)\n\nBy taking advantage of modern software tools, such as GPU acceleration and HPC computing, the software suite significantly accelerates computationally-intensive calculations and models, while keeping the interface easy-to-use for researchers and students.\n\n## Installation\n\nvSmartMOM can be installed using the Julia package manager. From the Julia REPL, type `]` to enter the Pkg REPL mode and run\n\n```julia\npkg\u003e add vSmartMOM\n```\n\n## Modules\n\n**Note: This section provides only a quick overview of the available modules in vSmartMOM.jl.**\n\nFor in-depth examples, tutorials, and implementation details, please see the complete \u003ca href=\"https://RemoteSensingTools.github.io/vSmartMOM.jl/dev/\"\u003eDocumentation\u003c/a\u003e.\n\n\n### vSmartMOM\n\nThe vSmartMOM module allows end-to-end simulation of radiative transfer (RT) throughout Earth's atmosphere and surface. Specifically, it:\n\n  1. Enables 1D vectorized plane-parallel RT modeling based on the Matrix Operator Method.\n  2. Incorporates fast, high fidelity simulations of scattering atmospheres containing haze and clouds – including pressure- and temperature-resolved absorption profiles of gaseous species in the atmosphere. \n  3. Enables GPU-accelerated computations of the resulting hyperspectral reflectances/transmittances.\n  \n  Key functions: \n\n  - `parameters_from_yaml(filepath::String)`: Load a custom set of RT parameters from a YAML file.\n  - `default_parameters()`: Load a default set of RT parameters. \n  - `model_from_parameters(parameters::vSmartMOM_Parameters)`: Using the parameters, calculate derived parameters that will be used in the main RT code. The derived parameters include cross-section profiles, scattering phase functions, etc.  \n  - `rt_run(model::vSmartMOM_Model)`: Use the defined model to perform RT simulation.\n\n### vSmartMOM.Absorption\n\nThis module enables absorption cross-section calculations of atmospheric gases at different pressures, temperatures, and broadeners (Doppler, Lorentzian, Voigt). It uses the \u003ca href=https://hitran.org\u003eHITRAN\u003c/a\u003e energy transition database for calculations. While it enables lineshape calculations from scratch, it also allows users to create and save an interpolator object at specified wavelength, pressure, and temperature grids. It can perform these computations either on CPU or GPU. \u003cbr\u003e\u003cimg src='docs/src/assets/CrossSectionGIF.gif' class='center'\u003e\u003c/img\u003e\u003cbr\u003e Key functions:\n\n  - `read_hitran(filepath::String)`: Creates a HitranTable struct from the fixed-width HITRAN file with transitions.\n  - `make_hitran_model(hitran::HitranTable, broadening::AbstractBroadeningFunction, ...)`: Create a HitranModel struct that holds all of the model parameters needed to perform a absorption cross-section (transitions, broadening type, wing_cutoff, etc.)\n  - `make_interpolation_model(hitran::HitranTable, broadening::AbstractBroadeningFunction, )`: Similar to creating a HitranModel, but this will perform the interpolation at the given wavelength, pressure, and temperature grids and store the interpolator in InterpolationModel.\n  - `absorption_cross_section(model::AbstractCrossSectionModel, grid::AbstractRange{\u003c:Real}, pressure::Real, temperature::Real, ...)`: Performs an absorption cross-section calculation with the given model (HitranModel or InterpolationModel), at a given wavelength grid, pressure and temperature\n\n### vSmartMOM.Scattering\n\nThis module enables scattering phase-function calculation of atmospheric aerosols with different size distributions, incident wavelengths, and refractive indices. It can perform the calculation using either the Siewert NAI-2 or Domke PCW methods ([Suniti Sanghavi 2014](https://www.sciencedirect.com/science/article/pii/S0022407313004962)). \u003cbr\u003e\u003cbr\u003e\u003cimg src='docs/src/assets/ScatteringGIF.gif' class='center'\u003e\u003c/img\u003e\u003cbr\u003e Key functions:\n\n  - `make_univariate_aerosol(size_distribution::ContinuousUnivariateDistribution, r_max, nquad_radius::Int, nᵣ, nᵢ`: Create an aerosol object with size distribution and complex refractive index. \n  - `make_mie_model(computation_type::AbstractFourierDecompositionType, aerosol::AbstractAerosolType, λ::Real, polarization::AbstractPolarizationType, truncation_type::AbstractTruncationType, ...)`: Create a MieModel struct that holds all of the model parameters needed to perform a phase function calculation (computation type, aerosol, incident wavelength, etc. )\n  - `compute_aerosol_optical_properties(model::MieModel)`: Compute the aerosol optical properties using the specified model parameters\n\n## How to Contribute \n\nvSmartMOM.jl is a growing package and thus feedback from users like you are highly appreciated. To report bugs or suggest new features in vSmartMOM.jl, please create GitHub [Issues](https://github.com/RemoteSensingTools/vSmartMOM.jl/issues). To contribute to the package, please feel free to create a [Pull Request](https://github.com/RemoteSensingTools/vSmartMOM.jl/pulls). \n\nIf you have any questions about the methods used or would like to chat with us, please feel free to shoot us an email \u003ca href=\"mailto:cfranken@caltech.edu,wennberg@gps.caltech.edu,suniti.sanghavi@gmail.com?cc=rjeyaram@caltech.edu\"\u003ehere\u003c/a\u003e. \n\n## Acknowledgements\n\nThis project is being developed at Caltech/JPL and largely based on papers and ideas by Suniti Sanghavi from NASA/JPL, with initial support from the Schmidt Academy for Software Engineering (SASE).\n\n## Copyright Notice\n\nApache 2.0 License; Copyright 2022, by the California Institute of Technology. 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