References

Citation

If you use PyADM1ODE in your research, please cite:

@software{pyadm1,
  author = {Gaida, Daniel},
  title = {PyADM1: Advanced Biogas Plant Simulation Framework},
  year = {2026},
  url = {https://github.com/dgaida/PyADM1}
}

@phdthesis{gaida2014dynamic,
  title={Dynamic real-time substrate feed optimization of anaerobic co-digestion plants},
  author={Gaida, Daniel},
  year={2014},
  school={Universiteit Leiden}
}

Primary model references

The PyADM1ODE implementation and the PyADM1ODE–SIMBA# validation report build on the following primary sources:

• Batstone, D. J., Keller, J., Angelidaki, I., Kalyuzhnyi, S. V.,
  Pavlostathis, S. G., Rozzi, A., Sanders, W. T. M., Siegrist, H., Vavilin, V. A. (2002). Anaerobic Digestion Model No. 1 (ADM1). IWA Scientific and Technical Report No. 13. IWA Publishing, London.
• Henneberg, W., Strohmann, F. (1864). Beiträge zur Begründung einer
  rationellen Fütterung der Wiederkäuer. Schwetschke, Braunschweig. (Origin of the Weender feed analysis used for substrate characterisation.)
• Schlattmann, M. (2011). Weiterentwicklung des Anaerobic Digestion
  Model No. 1 (ADM1) zur Anwendung auf landwirtschaftliche Substrate. Dissertation, Technische Universität München.
• Siegrist, H., Vogt, D., Garcia-Heras, J. L., Gujer, W. (2002).
  Mathematical Model for Meso- and Thermophilic Anaerobic Sewage Sludge Digestion. Environmental Science & Technology 36(5), 1113–1123.

Related publications

• Gaida, D. (2024). Synergizing Language Models and Biogas Plant Control:
  A GPT-4 Approach. 18th IWA World Conference on Anaerobic Digestion, Istanbul, Turkey.
• Sadrimajd, P., Mannion, P., Howley, E., Lens, P. N. L. (2021).
  PyADM1: a Python implementation of Anaerobic Digestion Model No. 1. bioRxiv. DOI: 10.1101/2021.03.03.433746

Acknowledgments

• Original PyADM1 implementation by Peyman Sadrimajd et al. that motivated me to create this project.
• ADM1 development by IWA Task Group.
• SIMBA# biogas 4.2 reference simulator by ifak Magdeburg.