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Systems","sub_category":"Energy System Modeling Frameworks","monthly_downloads":31024,"total_dependent_repos":29,"total_dependent_packages":7,"readme":"\u003c!-- markdownlint-disable line-length no-inline-html --\u003e\n\n\u003c!-- logo:header:start --\u003e\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://tsam.readthedocs.io/\"\u003e\n    \u003cpicture\u003e\n      \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"./docs/assets/tsam-logo-dark.svg\"\u003e\n      \u003cimg src=\"./docs/assets/tsam-logo-light.svg\" alt=\"ETHOS.TSAM logo\" height=\"80\"\u003e\n    \u003c/picture\u003e\n  \u003c/a\u003e\n  \u0026nbsp;\u0026nbsp;\n  \u003ca href=\"https://www.fz-juelich.de/en/ice/ice-2\"\u003e\n    \u003cpicture\u003e\n      \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/FZJ-IEK3-VSA/README_assets/v.1.0.0/ICE2_Logos/JSA-Header-dark.svg\"\u003e\n      \u003cimg src=\"https://raw.githubusercontent.com/FZJ-IEK3-VSA/README_assets/v.1.0.0/ICE2_Logos/JSA-Header.svg\" alt=\"Jülich Systems Analysis\" height=\"80\"\u003e\n    \u003c/picture\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\u003c!-- logo:header:end --\u003e\n\n# ETHOS.TSAM - Time Series Aggregation Module\n\n**Time series aggregation for large optimization models — and any other time series.**\n\n[![PyPI version](https://img.shields.io/pypi/v/tsam.svg)](https://pypi.python.org/pypi/tsam)\n[![conda-forge version](https://img.shields.io/conda/vn/conda-forge/tsam.svg)](https://anaconda.org/conda-forge/tsam)\n[![Tests](https://github.com/FZJ-IEK3-VSA/tsam/actions/workflows/ci-develop.yaml/badge.svg)](https://github.com/FZJ-IEK3-VSA/tsam/actions/workflows/ci-develop.yaml)\n[![Coverage](https://codecov.io/gh/FZJ-IEK3-VSA/tsam/branch/develop/graph/badge.svg)](https://codecov.io/gh/FZJ-IEK3-VSA/tsam)\n[![Documentation](https://readthedocs.org/projects/tsam/badge/?version=latest)](https://tsam.readthedocs.io/en/latest/)\n[![License](https://img.shields.io/pypi/l/tsam)](https://github.com/FZJ-IEK3-VSA/tsam/blob/develop/LICENSE.txt)\n\n\u003c!-- readme-only:start --\u003e\n📖 **Read the full documentation at [tsam.readthedocs.io](https://tsam.readthedocs.io/).**\n\u003c!-- readme-only:end --\u003e\n\nETHOS.TSAM is a python package which uses different machine learning algorithms for the aggregation of time series. The data aggregation can be performed in two freely combinable dimensions: By representing the time series by a user-defined number of typical periods or by decreasing the temporal resolution.\nETHOS.TSAM was originally designed for reducing the computational load for large-scale energy system optimization models by aggregating their input data, but is applicable for all types of time series, e.g., weather data, load data, both simultaneously or other arbitrary groups of time series.\n\nETHOS.TSAM is part of the [Energy Transformation PatHway Optimization Suite (ETHOS) at ICE-2](https://www.fz-juelich.de/de/ice/ice-2/leistungen/model-services). It is tightly integrated into [ETHOS.FINE](https://github.com/FZJ-IEK3-VSA/FINE) to reduce the temporal complexity of energy system models.\n\n## Features\n* flexible handling of multidimensional time-series via the pandas module\n* different aggregation methods implemented (averaging, k-means, exact k-medoids, hierarchical, k-maxoids, k-medoids with contiguity), which are based on scikit-learn, or self-programmed with pyomo\n* hypertuning of aggregation parameters to find the optimal combination of the number of segments inside a period and the number of typical periods\n* novel representation methods, keeping statistical attributes, such as the distribution\n* flexible integration of extreme periods as own cluster centers\n* weighting for the case of multidimensional time-series to represent their relevance\n\n## Installation\n\nTo avoid dependency conflicts, it is recommended that you install ETHOS.TSAM in its own environment. You can use either [uv](https://docs.astral.sh/uv/)  or [conda/mamba](https://conda-forge.org/download/) to manage environments and installations. Before proceeding, you must install either UV or Conda/Mamba, or both.\n\n**Quick Install with uv**\n\n```bash\nuv venv tsam_env\nsource .venv/bin/activate  # On Windows: .venv\\Scripts\\activate\nuv pip install tsam\n```\n\nOr from conda-forge:\n\n```bash\nconda create -n tsam_env -c conda-forge tsam\n```\n\nconda and mamba can be used interchangeably\n\n### Development Installation\n\n```bash\ngit clone https://github.com/FZJ-IEK3-VSA/tsam.git\ncd tsam\n```\n\n#### Using uv (recommended)\n\n```bash\nuv venv\nsource .venv/bin/activate  # On Windows: .venv\\Scripts\\activate\nuv pip install -e \".[develop]\"\n```\n\n#### Using conda-forge\n\n```bash\nconda env create -n tsam_env --file=environment.yml\nconda activate tsam_env\npip install -e . --no-deps\n```\n\n#### Set up pre-commit hooks\n\n```bash\npre-commit install\n```\n\nSee [CONTRIBUTING.md](CONTRIBUTING.md) for detailed development guidelines.\n\n### MILP Solver for k-medoids\n\n[HiGHS](https://github.com/ERGO-Code/HiGHS) is installed by default. For better performance on large problems, commercial solvers (Gurobi, CPLEX) are recommended if you have a license\n\n\n## Getting Started\n\n### Basic workflow\n\nA small example how ETHOS.TSAM can be used is described as follows:\n```python\nimport pandas as pd\nimport tsam\n```\n\nRead in the time series data set with pandas\n```python\nraw = pd.read_csv('testdata.csv', index_col=0, parse_dates=True)\n```\n\nRun the aggregation - specify the number of typical periods and configure clustering/segmentation options:\n```python\nfrom tsam import aggregate, ClusterConfig, SegmentConfig\n\nresult = tsam.aggregate(\n    raw,\n    n_clusters=8,\n    period_duration='24h',  # or 24, '1d'\n    cluster=ClusterConfig(\n        method='hierarchical',\n        representation='distribution_minmax',\n    ),\n    segments=SegmentConfig(n_segments=8),\n)\n```\n\nAccess the results:\n```python\n# Get the typical periods DataFrame\ncluster_representatives = result.cluster_representatives\n\n# Check accuracy metrics\nprint(f\"RMSE: {result.accuracy.rmse.mean():.4f}\")\n\n# Reconstruct the original time series from typical periods\nreconstructed = result.reconstructed\n\n# Save results\ncluster_representatives.to_csv('cluster_representatives.csv')\n```\n\n### Coming from version 2 or 3?\n\nThe class-based `TimeSeriesAggregation` API has been **removed in version 4** — use\n`tsam.aggregate()` as shown above. The\n[**migration guide**](https://tsam.readthedocs.io/en/latest/migration-guide/) maps every old\nparameter, method, and default to its replacement.\n\n### Detailed examples\n\nThe documentation is built around runnable notebooks:\n\n* [**Your first aggregation**](https://tsam.readthedocs.io/en/latest/tutorials/quickstart/) — the whole workflow end to end, as a Jupyter notebook.\n* [**Optimization workflow**](https://tsam.readthedocs.io/en/latest/how-to/optimization_workflow/) — how to access the aggregation results needed to parameterize e.g. an optimization.\n\nThe example time series are based on a department [publication](https://www.mdpi.com/1996-1073/10/3/361) and the [test reference years of the DWD](https://www.dwd.de/DE/leistungen/testreferenzjahre/testreferenzjahre.html).\n\n\n## Citation\n\nIf you want to use ETHOS.TSAM in a published work, **please kindly cite**:\n* Hoffmann et al. (2022):\\\n[**The Pareto-Optimal Temporal Aggregation of Energy System Models**](https://www.sciencedirect.com/science/article/abs/pii/S0306261922004342)\n\n\n## Further reading\n\nThe full list of publications behind ETHOS.TSAM and the aggregation methods it implements —\nwith open-access links — is kept in one place in the documentation:\n[**Further reading**](https://tsam.readthedocs.io/en/latest/explanation/further-reading/).\n\n\n## Contributions and Support\nAll contributions are welcome:\n- If you have a question, want to report a bug, or have a feature request, please open an [Issue](https://github.com/FZJ-IEK3-VSA/tsam/issues/new). We will then take care of the issue as soon as possible.\n- If you want to contribute with additional features or code improvements, open a [Pull request](https://github.com/FZJ-IEK3-VSA/tsam/pulls).\n\nSee [CONTRIBUTING.md](CONTRIBUTING.md) for development guidelines.\n\n\n## License\n\n[MIT License](LICENSE.txt)\n\n\n## About Us\n\nWe are the \u003ca href=\"https://www.fz-juelich.de/en/ice/ice-2\"\u003eInstitute of Climate and Energy Systems – Jülich Systems Analysis (ICE-2)\u003c/a\u003e at the \u003ca href=\"https://www.fz-juelich.de/en\"\u003e Forschungszentrum Jülich\u003c/a\u003e.\nOur work focuses on independent, interdisciplinary research in energy, bioeconomy, infrastructure, and sustainability. We support a just, greenhouse gas–neutral transformation through open models and policy-relevant science.\n\n\n## Code of Conduct\nPlease respect our [code of conduct](https://github.com/FZJ-IEK3-VSA/README_assets/blob/main/CODE_CONDUCT.md).\n\n\n## Acknowledgments\n\nThis work is supported by the Helmholtz Association under the Joint Initiative [\"Energy System 2050 – A Contribution of the Research Field Energy\"](https://www.helmholtz.de/en/research/energy/energy_system_2050/) and the program [\"Energy System Design\"](https://www.esd.kit.edu/index.php) and within the [BMWi/BMWk](https://www.bmwk.de/Navigation/DE/Home/home.html) funded project [**METIS**](https://www.fz-juelich.de/de/ice/ice-2/projekte/metis).\n\n\u003cp align=\"left\"\u003e\n  \u003c!-- logo:helmholtz:start --\u003e\n  \u003ca href=\"https://www.helmholtz.de/en/\"\u003e\n    \u003cpicture\u003e\n      \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/FZJ-IEK3-VSA/README_assets/v.1.0.0/Helmholtz_Logos/Helmholtz-Logo-White-RGB.svg\"\u003e\n      \u003cimg src=\"https://raw.githubusercontent.com/FZJ-IEK3-VSA/README_assets/v.1.0.0/Helmholtz_Logos/Helmholtz-Logo-Dark-Blue-RGB.svg\" alt=\"Helmholtz Association\" width=\"200\"\u003e\n    \u003c/picture\u003e\n  \u003c/a\u003e\n  \u003c!-- logo:helmholtz:end --\u003e\n\u003c/p\u003e\n","funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["energy-system-modeling","renewable-energy","geospatial-analysis","optimisation","modelling-framework","pyomo","renewables","energy-systems","climate-change","gdal"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/76445","html_url":"https://ost.ecosyste.ms/projects/76445"}