This repository contains a Keras Implementation of the profile neural network.
If you use this model please cite the corresponding paper:
Benedikt Heidrich, Marian Turowski, Nicole Ludwig, Ralf Mikut, and Veit Hagenmeyer. 2020. Forecasting energy time series with profile neural networks. In Proceedings of the Eleventh ACM International Conference on Future Energy Systems (e-Energy ’20). Association for Computing Machinery, New York, NY, USA, 220–230. DOI:https://doi.org/10.1145/3396851.3397683
I added a pipeline, which uses the pyWATTS version of the profile neural network. Note, that the preprocessing in the pipeline differs slightly from the preprocessing described in the paper.
For more information about pyWATTS see https://github.com/KIT-IAI/pyWATTS