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Lilli Frison

University of Freiburg

SCHOLARLY PAPERS

3

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88

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Scholarly Papers (3)

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1.

Probabilistic Building Energy Load Prediction with Transformer Neural Networks Applied to District Heating Networks

Number of pages: 27 Posted: 21 Mar 2025
Lilli Frison, Fabian Höldin, Simon Gölzhäuser and Theda Zoschke
University of Freiburg, affiliation not provided to SSRN, Fraunhofer Institute for Solar Energy Systems (ISE) and Fraunhofer Institute for Solar Energy Systems (ISE)
Downloads 65 (933,592)

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district heating network, time series prediction, transformer, artificial neural network, Deep Learning, probabilistic forecasts

2.

Laboratory and season-long field evaluation of AI-based predictive control for residential heat pumps in DHW and space-heating operation

Number of pages: 27 Posted: 16 May 2026
Lilli Frison, Simon Gölzhäuser, Etienne Ouss, Hugues Bosche, Marina Reyboz, Aurore Lomet, Nicolas Rehault, Martial Mermillod, Manon Dampfhoffer and Malte Vahlenkamp
University of Freiburg, Fraunhofer Institute for Solar Energy Systems (ISE), affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Université Paris XI Sud - CEA, Fraunhofer Institute for Solar Energy Systems (ISE), University Grenoble Alpes, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 16 (1,500,778)

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AI-driven heat pump control, Predictive Control, residential heat pumps, Domestic hot water, smart heat pumps, energy efficiency

3.

Development and field evaluation of AI-driven adaptive control algorithms for enhancing residential heat pump efficiency

Number of pages: 25 Posted: 07 May 2026
Lilli Frison, Simon Gölzhäuser, Etienne Ouss, Hugues Bosche, Manon Dampfhoffer, Marina Reyboz, Aurore Lomet, Malte Vahlenkamp, Nicolas Rehault and Martial Mermillod
University of Freiburg, Fraunhofer Institute for Solar Energy Systems (ISE), affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Université Paris XI Sud - CEA, affiliation not provided to SSRN, Fraunhofer Institute for Solar Energy Systems (ISE) and University Grenoble Alpes
Downloads 7 (1,566,597)

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AI-driven heat pump control, predictive control, residential heat pumps, domestic hot water, smart heat pumps, Energy efficiency