About

LineFlow

Welcome to the LineFlow documentation! LineFlow is an extensible, open-source Python framework for simulating production lines of arbitrary complexity and also offers the ability to train agents via reinforcement learning to control them.

Install with

pip install lineflow-rl

If you use our work in your research, please consider citing us with

@misc{müller2025lineflowframeworklearnactive,
      title={LineFlow: A Framework to Learn Active Control of Production Lines}, 
      author={Kai Müller and Martin Wenzel and Tobias Windisch},
      year={2025},
      eprint={2505.06744},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2505.06744}, 
}

Authors

• Kai Müller (University of Applied Sciences, Kempten)
• Tobias Windisch (University of Applied Sciences, Kempten)
• Martin Wenzel (University of Applied Sciences, Kempten)

Funding

The research behind LineFlow is funded by the Bavarian state ministry of research. Learn more here.