Efficient integration of machine learning into district heating predictive models

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Published Article

DOI: 10.3390/en13236381
Link: https://www.mdpi.com/1996-1073/13/23/6381

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Dependencies:

• FeniCS: https://fenicsproject.org/
• OpenModelica: https://www.openmodelica.org/
• lofi: https://github.com/LiborKudela/lofi

Usage:

1. Generate mesh files for the complex simulation etc.

python3 GenerateTopology.py

2. Run FEM simulation to generate data for training

mpirun -n 40 python3 SimulationTraining.py

3. Run FEM simulation to generate data for testing

mpirun -n 40 python3 SimulationTest.py

4. Train the Modelica model to fit training data in a interactive mode

mpirun -n 40 python3 optimize.py