Search Results for author: Dirk Müller

Found 5 papers, 1 papers with code

Method development for lowering supply temperatures in existing buildings using minimal building information and demand measurement data

no code implementations3 Nov 2023 Jan stock, Philipp Althaus, Sascha Johnen, André Xhonneux, Dirk Müller

Lowering supply temperatures of the heating systems in buildings offers a huge potential for efficiency improvements since different heat supply technologies, such as heat pumps or district heating, benefit from low supply temperatures.

Total Energy

FOCUS : A framework for energy system optimization from prosumer to district and city scale

no code implementations14 Apr 2023 Jingyu Gong, Yi Nie, Jonas van Ouwerkerk, Felix Wege, Mauricio Celi Cortés, Christoph von Oy, Jonas Brucksch, Christian Bußar, Thomas Schreiber, Dirk Uwe Sauer, Dirk Müller, Antonello Monti

To overcome these limitations a software framework called FOCUS for the flexible and dynamic modeling of any urban sector-coupled energy system is developed.

A Dynamic Feedforward Control Strategy for Energy-efficient Building System Operation

1 code implementation23 Jan 2023 Xia Chen, Xiaoye Cai, Alexander Kümpel, Dirk Müller, Philipp Geyer

The framework is integrated with a feedforward loop that embedded a dynamic building environment with leading and lagging system information involved: The simulation combined with system characteristic information is imported to the ML predictive algorithms.

Review of automated time series forecasting pipelines

no code implementations3 Feb 2022 Stefan Meisenbacher, Marian Turowski, Kaleb Phipps, Martin Rätz, Dirk Müller, Veit Hagenmeyer, Ralf Mikut

We conclude that future research has to holistically consider the automation of the forecasting pipeline to enable the large-scale application of time series forecasting.

Feature Engineering Hyperparameter Optimization +2

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