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Transfer","monthly_downloads":516,"total_dependent_repos":0,"total_dependent_packages":0,"readme":"![Eradiate logo](docs/_static/eradiate-logo.svg \"Eradiate — A new-generation radiative transfer simulation package\")\n\n# Eradiate Radiative Transfer Model\n\n[![pypi][pypi-badge]][pypi-url]\n[![docs][rtd-badge]][rtd-url]\n[![ruff][ruff-badge]][ruff-url]\n[![zenodo][zenodo-badge]][zenodo-url]\n\n[pypi-badge]: https://img.shields.io/pypi/v/eradiate?style=flat-square\n[pypi-url]: https://pypi.org/project/eradiate/\n[rtd-badge]: https://img.shields.io/readthedocs/eradiate?logo=readthedocs\u0026logoColor=white\u0026style=flat-square\n[rtd-url]: https://eradiate.readthedocs.io/en/latest/\n[ruff-badge]: https://img.shields.io/badge/%E2%9A%A1%EF%B8%8F-ruff-%23171029?style=flat-square\n[ruff-url]: https://ruff.rs\n[zenodo-badge]: https://img.shields.io/badge/doi-10.5281/zenodo.7224314-blue.svg?style=flat-square\n[zenodo-url]: https://zenodo.org/records/7224314\n\n![Development supported by ESA and the European Commission (light mode)](docs/_static/esa_copernicus-logos-light.svg#gh-light-mode-only)\n\n![Development supported by ESA and the European Commission (dark mode)](docs/_static/esa_copernicus-logos-dark.svg#gh-dark-mode-only)\n\nEradiate is a modern radiative transfer simulation software package for Earth\nobservation applications. Its main focus is accuracy, and for that purpose, it\nuses the Monte Carlo ray tracing method to solve the radiative transfer\nequation.\n\n## Detailed list of features\n\n\u003cul\u003e\n  \u003cli\u003e\u003cstrong\u003eSpectral computation\u003c/strong\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Solar reflective spectral region\n  \u003c/summary\u003e\n  Eradiate ships spectral data in the solar reflective region (at least from\n  280 nm to 2500 nm).\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Line-by-line simulation\n  \u003c/summary\u003e\n  These are true monochromatic simulations (as opposed to narrow band\n  simulations).\n  Eradiate provides\n  \u003ca href=\"https://eradiate.readthedocs.io/en/stable/data/absorption_databases.html\"\u003emonochromatic absorption databases\u003c/a\u003e covering the [250, 3125] nm interval.\n  User-defined absorption databases are also supported (see the\n  \u003ca href=\"https://eradiate.readthedocs.io/en/stable/data/absorption_databases.html#format-monochromatic\"\u003edatabase format\u003c/a\u003e).\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Band simulation\n  \u003c/summary\u003e\n  These simulations computes results in spectral bands.\n  The correlated \u003cem\u003ek\u003c/em\u003e-distribution (CKD) method with configurable\n  quadrature rule is used. This method achieves a trade-off between performance\n  and accuracy for the simulation of absorption by gases.\n  Eradiate provides\n  \u003ca href=\"https://eradiate.readthedocs.io/en/stable/data/absorption_databases.html\"\u003eCKD-ready absorption databases\u003c/a\u003e\n  for the [250, 3125] nm\n  interval, with various spectral bin sizes (100 cm⁻¹, 1 nm, 10 nm).\n  User-defined absorption databases are also supported (see the\n  \u003ca href=\"https://eradiate.readthedocs.io/en/stable/data/absorption_databases.html#format-ckd\"\u003edatabase format\u003c/a\u003e).\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Polarization\n  \u003c/summary\u003e\n  Eradiate optionally supports polarized light simulation. This feature can be\n  switched on or off to achieve the best compromise between accuracy and\n  performance.\n  \u003c/details\u003e\n  \u003c/li\u003e\n\n  \u003cli\u003e\u003cstrong\u003eAtmosphere\u003c/strong\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  One-dimensional atmospheric profiles\n  \u003c/summary\u003e\n  Both standard profiles, \u003cem\u003ee.g.\u003c/em\u003e the AFGL (1986) profiles, and customized\n  profiles are supported.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Plane-parallel and spherical-shell geometries\n  \u003c/summary\u003e\n  This allows for more accurate results at high illumination and viewing\n  angles.\n  \u003c/details\u003e\n  \u003c/li\u003e\n\n  \u003cli\u003e\u003cstrong\u003eSurface\u003c/strong\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Lambertian, RPV, Ross Thick-Li Sparse, Hapke and ocean surface reflection models\n  \u003c/summary\u003e\n  All models can be parametrized against the spectral dimension.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Detailed surface geometry\n  \u003c/summary\u003e\n  Add a discrete canopy model (either disk-based abstract models, or more\n  realistic mesh-based models).\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Combine with atmospheric profiles\n  \u003c/summary\u003e\n  Your discrete canopy can be integrated within a scene featuring a 1D\n  atmosphere model in a fully coupled simulation.\n  \u003c/details\u003e\n  \u003c/li\u003e\n\n  \u003cli\u003e\u003cstrong\u003eIllumination\u003c/strong\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Directional or finite-size illumination model\n  \u003c/summary\u003e\n  Eradiate supports both ideal (Delta angular distribution), and realistic\n  (finite angular size) illumination models.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Many irradiance datasets\n  \u003c/summary\u003e\n  \u003ca href=\"https://eradiate.readthedocs.io/en/stable/data/solar_irradiance.html#available-datasets\"\u003ePick your favourite\u003c/a\u003e\n  or\n  \u003ca href=\"https://eradiate.readthedocs.io/en/stable/data/solar_irradiance.html\"\u003ebring your own\u003c/a\u003e.\n  \u003c/details\u003e\n  \u003c/li\u003e\n\n  \u003cli\u003e\u003cstrong\u003eMeasure\u003c/strong\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Top-of-atmosphere radiance and BRF computation\n  \u003c/summary\u003e\n  An ideal model suitable for satellite data simulation.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Perspective camera sensor\n  \u003c/summary\u003e\n  Greatly facilitates scene setup: inspecting the scene is very easy.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Many instrument spectral response functions\n  \u003c/summary\u003e\n  Our \u003ca href=\"https://eradiate.readthedocs.io/en/stable/data/srf.html\"\u003eSRF data\u003c/a\u003e\n  is very close to the original data, and we provide advice to\n  further clean up the data and find the right balance between accuracy and\n  performance.\n  \u003c/details\u003e\n  \u003c/li\u003e\n\n  \u003cli\u003e\u003cstrong\u003eMonte Carlo ray tracing\u003c/strong\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Mitsuba renderer as radiometric kernel\n  \u003c/summary\u003e\n  We leverage the advanced Python API of a cutting-edge C++ rendering system.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  State-of-the-art volumetric path tracing algorithm\n  \u003c/summary\u003e\n  Mitsuba ships a null-collision-based volumetric path tracer which performs\n  well in many of the cases Eradiate is used for. We also provide a\n  special-purpose path tracing algorithm for plane-parallel geometries that can\n  perform up to 2 orders of magnitude faster than the null-collision algorithm.\n  \u003c/details\u003e\n  \u003c/li\u003e\n\n  \u003cli\u003e\u003cstrong\u003eTraceability\u003c/strong\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Documented data and formats\n  \u003c/summary\u003e\n  We explain where our data comes from and how users can build their own data\n  in a format compatible with Eradiate's input.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Transparent algorithms\n  \u003c/summary\u003e\n  Our algorithms are researched and documented, and their implementation is\n  open-source.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Thorough testing\n  \u003c/summary\u003e\n  Eradiate is shipped with a large unit testing suite and benchmarked\n  periodically against community-established reference simulation software.\n  \u003c/details\u003e\n  \u003c/li\u003e\n\n  \u003cli\u003e\u003cstrong\u003eInterface\u003c/strong\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Comprehensive Python interface\n  \u003c/summary\u003e\n  Abstractions are derived from computer graphics and Earth observation and\n  are designed to feel natural to EO scientists.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Designed for interactive usage\n  \u003c/summary\u003e\n  Jupyter notebooks are now an essential tool in the digital scientific\n  workflow.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Integration with Python scientific ecosystem\n  \u003c/summary\u003e\n  The implementation is done using the Scientific Python stack.\n  \u003c/details\u003e\n\n  \u003cdetails\u003e\n  \u003csummary\u003e\n  Standard data formats (mostly NetCDF)\n  \u003c/summary\u003e\n  Eradiate uses predominantly \u003ca href=\"https://xarray.dev\"\u003eXarray\u003c/a\u003e data\n  structures for I/O.\n  \u003c/details\u003e\n  \u003c/li\u003e\n\u003c/ul\u003e\n\n## Installation and usage\n\nFor build and usage instructions, please refer to the\n[documentation](https://eradiate.readthedocs.org).\n\n## Support\n\nGot a question? Please visit our\n[discussion forum](https://github.com/eradiate/eradiate/discussions).\n\n## Authors and acknowledgements\n\nEradiate is developed by a core team consisting of Vincent Leroy,\nClaudia Emde, Nicolae Marton, Nicolas Misk and Yves Govaerts. For more\ninformation about the Eradiate team,\n[visit our website](https://www.eradiate.eu/site/people).\n\nEradiate uses the\n[Mitsuba 3 renderer](https://github.com/mitsuba-renderer/mitsuba3), developed by\nthe [Realistic Graphics Lab](https://rgl.epfl.ch/),\ntaking advantage of its Python interface and proven architecture, and extends it\nwith components implementing numerical methods and models used in radiative\ntransfer for Earth observation. The Eradiate team acknowledges Mitsuba creators\nand contributors for their work.\n\nThe development of Eradiate is funded by the\n[Copernicus programme](https://www.copernicus.eu/) through a project managed by\nthe [European Space Agency](http://www.esa.int/) (contract no\n40000127201/19/I‑BG).\nThe design phase was funded by the [MetEOC-3 project](http://www.meteoc.org/)\n(EMPIR grant 16ENV03).\n\n## Citing Eradiate\n\nThe most general citation is as follows:\n\n```bibtex\n@software{Eradiate,\n    author = {Leroy, Vincent and Nollet, Yvan and Schunke, Sebastian and Misk, Nicolas and Marton, Nicolae and Govaerts, Yves},\n    license = {LGPL-3.0},\n    title = {Eradiate radiative transfer model},\n    url = {https://github.com/eradiate/eradiate},\n    doi = {10.5281/zenodo.7224314},\n    year = {2024}\n}\n```\n\nIf you want to reference a specific version, you can update the previous\ncitation with `doi`, `year` and `version` fields populated with metadata\nretrieved from our\n[Zenodo records](https://zenodo.org/search?q=parent.id%3A7224314\u0026f=allversions%3Atrue\u0026l=list\u0026p=1\u0026s=10\u0026sort=version).\nExample:\n\n```bibtex\n@software{Eradiate,\n    author = {Leroy, Vincent and Nollet, Yvan and Schunke, Sebastian and Misk, Nicolas and Marton, Nicolae and Govaerts, Yves},\n    license = {LGPL-3.0},\n    title = {Eradiate radiative transfer model},\n    url = {https://github.com/eradiate/eradiate},\n    doi = {10.5281/zenodo.13897261},\n    year = {2024},\n    version = {0.29.0},\n}\n```\n\n## License\n\nEradiate is free software licensed under the\n[GNU Lesser General Public License (v3)](./LICENSE).\n\n## Project status\n\nEradiate is actively developed. It is beta software.\n","funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["optimize","archiving","measur","transforms","conversion","observation","animals","generic","projection","compose"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/842","html_url":"https://ost.ecosyste.ms/projects/842"}