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Notebook","category":"Industrial Ecology","sub_category":"Life Cycle Assessment","monthly_downloads":173,"total_dependent_repos":0,"total_dependent_packages":0,"readme":"\u003ch1\u003e\n  \u003cpicture\u003e\n    \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"docs/_static/bw_timex_dark_nomargins.svg\" height=\"50\"\u003e\n    \u003cimg alt=\"bw_timex logo\" src=\"docs/_static/bw_timex_light_nomargins.svg\" height=\"50\"\u003e\n  \u003c/picture\u003e\n\u003c/h1\u003e\n\n[![Read the Docs](https://img.shields.io/readthedocs/timex?label=documentation)](https://docs.brightway.dev/projects/bw-timex/en/latest/)\n[![tests](https://img.shields.io/github/actions/workflow/status/brightway-lca/bw_timex/python-test.yml?label=tests)](https://github.com/brightway-lca/bw_timex/actions/workflows/python-test.yml)\n[![codecov](https://codecov.io/gh/brightway-lca/bw_timex/graph/badge.svg)](https://codecov.io/gh/brightway-lca/bw_timex)\n[![PyPI - Version](https://img.shields.io/pypi/v/bw-timex?color=%2300549f)](https://pypi.org/project/bw-timex/)\n[![Conda Version](https://img.shields.io/conda/v/diepers/bw_timex?label=conda)](https://anaconda.org/diepers/bw_timex)\n[![Conda - License](https://img.shields.io/conda/l/diepers/bw_timex)](https://github.com/brightway-lca/bw_timex/blob/main/LICENSE)\n[![status](https://joss.theoj.org/papers/eb9021af0207b86e02439768a4841670/status.svg)](https://joss.theoj.org/papers/eb9021af0207b86e02439768a4841670)\n[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/brightway-lca/bw_timex/HEAD?labpath=notebooks%2Fgetting_started.ipynb)\n\nThis is a python package for [time-explicit Life Cycle Assessment](https://docs.brightway.dev/projects/bw-timex/en/latest/content/theory.html#terminology) that helps you assess the environmental impacts of products and processes over time. `bw_timex` builds on top of the [Brightway LCA framework](https://docs.brightway.dev/en/latest).\n\n## ✨ Features\nThis package enables you to account for:\n- **Timing of processes** throughout the supply chain (e.g., end-of-life treatment occurs 20 years after construction)\n- **Variable** and/or **evolving** supply chains \u0026 technologies (e.g., increasing shares of renewable electricity or higher process efficiencies in the future)\n- **Timing of emissions** (by applying dynamic characterization functions)\n\nYou can define temporal distributions for process and emission exchanges, which are then automatically propagated through the supply chain and mapped to corresponding time-specific background databases. In addition, you can also define the temporal evolution of processes and emission exchanges, which applies a time-dependent modification to the exchange amounts compared to the original amounts. The resulting time-explicit LCI reflects the current technology status within the production system at the actual time of each process. Also, `bw_timex` keeps track of the timing of emissions, which means that you can apply [dynamic characterization functions](https://github.com/brightway-lca/dynamic_characterization).\n\n## 💡 Use Cases\n`bw_timex` is ideal for cases with:\n- **Variable** or strongly **evolving production systems**\n- **Long-lived** products\n- **Biogenic** carbon\n\nStill unsure if you need time-explicit LCA? Overwhelmed by all the options? [Check out our decision tree](https://docs.brightway.dev/projects/bw-timex/en/latest/content/decisiontree.html) for some guidance.\n\n## 👩‍💻 Getting Started\n- [Installation Guide](https://docs.brightway.dev/projects/bw-timex/en/latest/content/installation.html)\n- [Getting Started Tutorial](https://docs.brightway.dev/projects/bw-timex/en/latest/content/getting_started/index.html)\n- [Example Collection](https://docs.brightway.dev/projects/bw-timex/en/latest/content/examples/index.html)\n\n## 📚 Citation\nIf `bw_timex` supports your scientific work, please consider citing our companion publications:\n- The conceptual framework and formalization of time-explicit LCA are described in our [methodology paper](https://doi.org/10.1007/s11367-025-02539-3)\n- The implementation of this methodology in `bw_timex` is covered by our [JOSS paper](https://doi.org/10.21105/joss.09621)\n\n## 🤝 Contributing\nWe welcome contributions! If you have suggestions or want to fix a bug, please:\n- [Open an Issue](https://github.com/brightway-lca/bw_timex/issues)\n- [Send a Pull Request](https://github.com/brightway-lca/bw_timex/pulls)\n\n## 💬 Support\nIf you have any questions or need help, do not hesitate to contact us:\n- Timo Diepers ([timo.diepers@ltt.rwth-aachen.de](mailto:timo.diepers@ltt.rwth-aachen.de))\n- Amelie Müller ([a.muller@cml.leidenuniv.nl](mailto:a.muller@cml.leidenuniv.nl))\n- Arthur Jakobs ([artos.jakobs@psi.ch](mailto:artos.jakobs@psi.ch))\n","funding_links":[],"readme_doi_urls":["https://doi.org/10.1007/s11367-025-02539-3","https://doi.org/10.21105/joss.09621"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["life-cycle-assessment"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/192514","html_url":"https://ost.ecosyste.ms/projects/192514"}