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Resources","sub_category":"Water Supply and Quality","monthly_downloads":194,"total_dependent_repos":1,"total_dependent_packages":0,"readme":"![Reservoir Assessment Tool](docs/logos/Rat_Logo_black_github.png)\n# Reservoir Assessment Tool (RAT) 3.0\n\n***A scalable and easy-to-apply python based software architecture to empower the global water community***\n\nThe Reservoir Assessment Tool (RAT) uses satellite remote sensing data to monitor water surface area and water level changes in artificial reservoirs. It uses this information, along with topographical information (either derived from satellite data, or in-situ topo maps) to estimate the **Storage Change (∆S)** in the reservoirs. Additionally, RAT models the **Inflow (I)** and the **Evaporation (E)** of each reservoir. Finally, RAT uses the modeled I, and E, and estimated ∆S, to estimate the **Outflow (O)** from reservoirs.\n\n## Current release info\n\n| Name | Downloads | Version | Platforms | Documentation | Release Date |\n| --- | --- | --- | --- | --- | --- |\n| [![Conda Package](https://img.shields.io/badge/package-rat-51A1B0.svg)](https://anaconda.org/conda-forge/rat) | [![Conda Downloads](https://img.shields.io/conda/dn/conda-forge/rat.svg)](https://anaconda.org/conda-forge/rat) | [![Conda Version](https://img.shields.io/conda/vn/conda-forge/rat.svg)](https://anaconda.org/conda-forge/rat) | [![Conda Platforms](https://img.shields.io/conda/pn/conda-forge/rat.svg)](https://anaconda.org/conda-forge/rat) | [![Documentation Status](https://readthedocs.org/projects/rat-satellitedams/badge/?version=latest)](https://rat-satellitedams.readthedocs.io/en/latest/?badge=latest) | [![Anaconda-Server Badge](https://anaconda.org/conda-forge/rat/badges/latest_release_date.svg)](https://anaconda.org/conda-forge/rat) |\n\n## Installing RAT\n\nInstalling `rat` from the `conda-forge` channel can be achieved by adding `conda-forge` to your channels with:\n\n```\nconda config --add channels conda-forge\nconda config --set channel_priority strict\n```\n\nOnce the `conda-forge` channel has been enabled, `rat` can be installed with `conda`:\n\n```\nconda install rat\n```\n\nor with `mamba`:\n\n```\nmamba install rat\n```\n\nIt is possible to list all of the versions of `rat` available on your platform with `conda`:\n\n```\nconda search rat --channel conda-forge\n```\n\nor with `mamba`:\n\n```\nmamba search rat --channel conda-forge\n```\n\nAlternatively, `mamba repoquery` may provide more information:\n\n```\n# Search all versions available on your platform:\nmamba repoquery search rat --channel conda-forge\n\n# List packages depending on `rat`:\nmamba repoquery whoneeds rat --channel conda-forge\n\n# List dependencies of `rat`:\nmamba repoquery depends rat --channel conda-forge\n```\n\n\n## About RAT\n[RAT 3.0](https://doi.org/10.5194/gmd-17-3137-2024) makes numerous improvements to the code structure, performance optimizations, added configurations, ability to run RAT for multiple basins, among some introduced features. It also introduces packaging of RAT as a conda package, allowing for quick and easy installation.\n\nIt was originally developed by [Biswas et al. (2021)](https://doi.org/10.1016/j.envsoft.2021.105043) at [SASWE](https://saswe.net/), [University of Washington](https://www.washington.edu/). The RAT framework developed by [Biswas et al. (2021)](https://doi.org/10.1016/j.envsoft.2021.105043) was a first-of-its-kind open-source reservoir monitoring tool, it is reffered to as the version 1 of RAT, or [RAT 1.0](http://depts.washington.edu/saswe/rat_retired/). It currently runs for 3 regions - (1) South and South East Asia, (2) Africa, and (3) South America, and can be accessed [here](http://depts.washington.edu/saswe/rat_beta/).\n\nThe [Reservoir Assessment Tool (RAT) 2.0](https://depts.washington.edu/saswe/mekong/) was introduced with numerous improvements over the RAT 1.0. Such as weekly satellite observations (every 1-5 days) using a combination of multiple satellites (Sentinel-2, landsat-8, landsat-9 and Sentinel-1), usage of [VIC hydrological model](https://github.com/UW-Hydro/VIC) (VIC 5, [Hamman et al. (2018)](https://doi.org/10.5194/gmd-11-3481-2018)) and [MetSim](https://github.com/UW-Hydro/MetSim) in parallel computation mode, data storage using NetCDF format and explicit representation of Evaporation using the Penman Combination method.\n\n## CITATION\nIf you use this software, please cite #1 and any other depending on the context of the work:\n\n1. [Minocha, S., Das, P., \u0026 Hossain, F. (2025). Reservoir assessment tool (RAT): a Python package for monitoring the dynamic state of reservoirs and analyzing dam operations. Digital Water, 3(1), 1–30. https://doi.org/10.1080/28375807.2025.2487762](https://doi.org/10.1080/28375807.2025.2487762). \u003cbr\u003e\u003cbr\u003e\n\n2. [Minocha, S., Hossain, F., Das, P., Suresh, S., Khan, S., Darkwah, G., Lee, H., Galelli, S., Andreadis, K., and Oddo, P.: Reservoir Assessment Tool version 3.0: a scalable and user-friendly software platform to mobilize the global water management community, Geosci. Model Dev., 17, 3137–3156, https://doi.org/10.5194/gmd-17-3137-2024, 2024.](https://doi.org/10.5194/gmd-17-3137-2024)  \u003cbr\u003e\u003cbr\u003e\n\n3. [Das, P., Hossain, F., Khan, S., Biswas, N.K., Lee, H., Piman, T., Meechaiya, C., Ghimire, U. and Hosen, K., 2022. Reservoir Assessment Tool 2.0: Stakeholder driven improvements to satellite remote sensing based reservoir monitoring. Environmental Modelling \u0026 Software, 157, p.105533.](https://doi.org/10.1016/j.envsoft.2022.105533)  \u003cbr\u003e\u003cbr\u003e\n\n4. [Biswas, N.K., Hossain, F., Bonnema, M., Lee, H. and Chishtie, F., 2021. Towards a global Reservoir Assessment Tool for predicting hydrologic impacts and operating patterns of existing and planned reservoirs. Environmental Modelling \u0026 Software, 140, p.105043.](https://doi.org/10.1016/j.envsoft.2021.105043) \n\n## LICENSE\nRAT 3.0 is distributed under the GPL v3 license. You may copy, distribute and modify the software as long as you track changes/dates in sourcefiles. 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