ehubX
ehubX is a Python framework for optimization-based energy system modeling developed by the Urban Energy Systems Laboratory at Empa. It has been applied in numerous large-scale energy system analyses for both scientific research and municipal planning projects.
Energy system models are defined through a combination of YAML configuration files and CSV input data. ehubX translates these inputs into Mixed-Integer Linear Programming (MILP) models that can be solved using a variety of external optimization solvers.
Its modular architecture supports a wide range of modeling capabilities, including:
- Energy imports, exports, demands, load shedding, and load shifting
- Storage, conversion, solar, wind, and electromobility technologies
- Energy network modeling and transfer
- Multi-stage, multi-hub, and multi-objective optimization
- Single- and multi-objective optimization with objectives such as costs, emissions, and self-sufficiency
Installation
ehubX can be installed either via a PyPI pipeline, or for local development.
PyPI installation
ehubX is available on PyPI and can simply be installed via the command
pip install ehubx
pip install ehubx==2.3.0 # Install a specific version
Local development installation
For local development, we recommend setting up ehubX in a dedicated Python virtual environment to avoid conflicts with other packages. The step-by-step guide below is formulated using conda but can be adapted for other package managers or a manual setup. Similarly, we use poetry for dependency management, which can be replaced with pip if preferred.
Since ehubX relies on external MILP solvers, additionally ensure that you have a compatible solver installed and properly configured in your environment (see Specify solver in the documentation).
Development installation
-
Clone the ehubX repository.
-
Create a new virtual environment:
conda create -n ehubx python=PYTHON_VERSION
Make sure that the PYTHON_VERSION you choose is a compatible with the current version of ehubX (see pyproject.toml in the root directory).
-
Activate the environment:
conda activate ehubx -
Install poetry for dependency management:
conda install -c conda-forge poetry -
Navigate to the cloned ehubX directory and install using poetry:
cd PATH_TO_EHUBX_REPO poetry install -
Run any of the main scripts in the examples folder to verify the installation.
Documentation
The complete documentation is available at:
Examples
The examples directory contains demo projects that give an impression on how to work with ehubX models. The most academic example and a good place to start is the small_demo.
How to cite
TODO
License
Copyright (C) 2026 Urban Energy Systems Laboratory, Empa.
This project is licensed under the GNU General Public License v3.0 or later.
See the LICENSE file for details.
Metadata
Release files for ehubx 2.3.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| ehubx-2.3.1.tar.gz | 265.1 kB | With provenance | Details for ehubx-2.3.1.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| ehubx-2.3.1-py3-none-any.whl | Python 3 | none | any | Details for ehubx-2.3.1-py3-none-any.whl |
Total release size: 605.9 kB
Release files / ehubx-2.3.1.tar.gz
| Download URL | ehubx-2.3.1.tar.gz |
|---|---|
| Size | 265.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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Yes |
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twine/6.1.0 CPython/3.13.14
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Signed by GitHub Actions, verified by PyPI on Jul 26, 2026.
Transparency logRelease files / ehubx-2.3.1-py3-none-any.whl
| Download URL | ehubx-2.3.1-py3-none-any.whl |
|---|---|
| Size | 340.8 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
72d64f63dbe160e1740f43be7d57e67f21603e3042cddda0505c00e39e8fa821
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 26, 2026.
Transparency logSecurity for ehubx 2.3.1
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for ehubx-2.3.1.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 26, 2026.
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