Dirk Müller

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 37

Top Topics

Control Strategies

Model Predictive Control

Machine Learning Models

Measurement Data

Top Venues

Comput. Chem. Eng.

Publications

Elena Malakhatka, Manuel Pitz, Marwa Maghnie, Mohammadreza Mazidi, Radu Plamanescu, Christof Sumereder, Thomas Prüfer, Holger Wallbaum, Dirk Müller, Antonello Monti
From use cases to business cases: I-GReta use cases portfolio analysis from innovation management and digital entrepreneurship models perspectives. Energy Inform. 7 (1) (2024)
Marcel Zimmer, Maximilian Buechel, Florian Redder, Maximilian Mork, Thiemo Pesch, André Xhonneux, Dirk Müller, Andrea Benigni
Building Digital Twins for Thermal Pseudo-Measurements Generation. I2MTC (2024)
Patrick Henkel, Tobias Kasperski, Phillip Stoffel, Dirk Müller
Interpretable data-driven model predictive control of building energy systems using SHAP. L4DC (2024)
Radu Plamanescu, Manuel Pitz, Marwa Maghnie, Catalin Deaconescu, Grigore Stamatescu, Dirk Müller, Antonello Monti, Mihaela M. Albu
Open-Source Platform for Integrating High-Reporting rate Information Using FIWARE Technology. AMPS (2023)
Jan Stock, Philipp Althaus, Sascha Johnen, André Xhonneux, Dirk Müller
Method development for lowering supply temperatures in existing buildings using minimal building information and demand measurement data. CoRR (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
FOCUS : A framework for energy system optimization from prosumer to district and city scale. CoRR (2023)
Xia Chen, Xiaoye Cai, Alexander Kümpel, Dirk Müller, Philipp Geyer
A Dynamic Feedforward Control Strategy for Energy-efficient Building System Operation. CoRR (2023)
Martin Rätz, Patrick Henkel, Phillip Stoffel, Rita Streblow, Dirk Müller
Toward Trustworthy Machine Learning Models for Fault Detection in Energy Systems. BuildSys@SenSys (2023)
Christian Vering, Mirko Engelpracht, Stephan Göbel, Sina Hoseinpoori, Fabian Wüllhorst, Christian Schwenzer, Matti Rademacher, Sven Hinrichs, Friederike Chandra, Philipp Mehrfeld, Dirk Müller
Open-Source vapor compression library (VCLib): Heat pump modeling for education and research. Comput. Appl. Eng. Educ. 30 (5) (2022)
Steffen Eser, Phillip Stoffel, Alexander Kümpel, Dirk Müller
Distributed model predictive control of a nonlinear building energy system using consensus ADMM. MED (2022)
Phillip Stoffel, Charlotte Löffler, Steffen Eser, Alexander Kümpel, Dirk Müller
Combining Data-driven and Physics-based Process Models for Hybrid Model Predictive Control of Building Energy Systems. MED (2022)
Alexander Holtwerth, André Xhonneux, Dirk Müller
Data-Driven Generation of Mixed-Integer Linear Programming Formulations for Model Predictive Control of Hybrid Energy Storage Systems using detailed nonlinear Simulation Models. OSMSES (2022)
Fabian Wüllhorst, Thomas Storek, Philipp Mehrfeld, Dirk Müller
AixCaliBuHA: Automated calibration of building and HVAC systems. J. Open Source Softw. 7 (72) (2022)
Diran Liu, Daniele Carta, André Xhonneux, Dirk Müller, Andrea Benigni
An MQTT Gateway for HIL Testing of Energy Systems. IECON (2022)
Stefan Meisenbacher, Marian Turowski, Kaleb Phipps, Martin Rätz, Dirk Müller, Veit Hagenmeyer, Ralf Mikut
Review of automated time series forecasting pipelines. WIREs Data Mining Knowl. Discov. 12 (6) (2022)
Markus Hans Schraven, Kai Droste, Carlo Guarnieri Calo Carducci, Dirk Müller, Antonello Monti
Open-Source Internet of Things Gateways for Building Automation Applications. J. Sens. Actuator Networks 11 (4) (2022)
Xiaoye Cai, Ruochen Shi, Alexander Kümpel, Dirk Müller
Automated generation of PLC code for implementing mode-based control algorithms in buildings. MED (2022)
Andrea Benigni, André Xhonneux, Daniele Carta, Thiemo Pesch, Dirk Müller
On the development of control solutions for local energy communities. Autom. 70 (12) (2022)
Stefan Meisenbacher, Marian Turowski, Kaleb Phipps, Martin Rätz, Dirk Müller, Veit Hagenmeyer, Ralf Mikut
Review of automated time series forecasting pipelines. CoRR (2022)
Maliheh Haghgoo, Alberto Dognini, Thomas Storek, Radu Plamanescu, Ulrike Rahe, Stefan Gheorghe, Mihaela Albu, Antonello Monti, Dirk Müller
A cloud-based service-oriented architecture to unlock smart energy services. Energy Inform. 4 (1) (2021)
Marco Langiu, David Yang Shu, Florian Joseph Baader, Dominik Hering, Uwe Bau, André Xhonneux, Dirk Müller, André Bardow, Alexander Mitsos, Manuel Dahmen
COMANDO: A Next-Generation Open-Source Framework for Energy Systems Optimization. Comput. Chem. Eng. 152 (2021)
Diran Liu, Dominik Hering, Daniele Carta, André Xhonneux, Dirk Müller, Andrea Benigni
A Hardware-in-the-Loop Co-simulation of Multi-modal Energy System for Control Validation. IECON (2021)
Florian Stinner, Martin Wiecek, Marc Baranski, Alexander Kümpel, Dirk Müller
Automatic digital twin data model generation of building energy systems from piping and instrumentation diagrams. CoRR (2021)
Xiaoye Cai, Yue Cen, Marc Baranski, Dirk Müller
Using genetic algorithm for optimizing fuzzy logic controller for mode-based control algorithms of building automation systems. MED (2020)
Susanne Sass, Timm Faulwasser, Dinah Elena Hollermann, Chrysoula Dimitra Kappatou, Dominique Sauer, Thomas Schütz, David Yang Shu, André Bardow, Lutz Gröll, Veit Hagenmeyer, Dirk Müller, Alexander Mitsos
Model compendium, data, and optimization benchmarks for sector-coupled energy systems. Comput. Chem. Eng. 135 (2020)
Anselm Erdmann, Anna Marcellan, Dominik Hering, Michael Suriyah, Carolin Ulbrich, Martin Henke, André Xhonneux, Dirk Müller, Rutger Schlatmann, Veit Hagenmeyer
On Verification of Designed Energy Systems Using Distributed Co-Simulations. DS-RT (2020)
Carlo Guarnieri Calo Carducci, Antonello Monti, Markus Hans Schraven, Markus Schumacher, Dirk Müller
Enabling ESP32-based IoT Applications in Building Automation Systems. MetroInd4.0&IoT (2019)
Jakob M. Fritz, André Xhonneux, Dirk Müller
Development of an Agent-Based System for Decentralized Control of District Energy Systems. MMAR (2019)
Lisette Cupelli, Thomas Schütz, Pooyan Jahangiri, Marcus Fuchs, Antonello Monti, Dirk Müller
Data Center Control Strategy for Participation in Demand Response Programs. IEEE Trans. Ind. Informatics 14 (11) (2018)
Roozbeh Sangi, Felix Bünning, Johannes Fütterer, Dirk Müller
A Platform for the Agent-based Control of HVAC Systems. Modelica (2017)
Ana Constantin, Artur Löwen, Ferdinanda Ponci, Kristian Huchtemann, Dirk Müller
Dymola-JADE Co-Simulation for Agent-Based Control in Office Spaces. Modelica (2017)
Roozbeh Sangi, Alexander Kümpel, Johannes Fütterer, Dirk Müller
A linear model predictive control for advanced building energy systems. MED (2017)
Thomas Peter Schild, Johannes Fütterer, Dirk Müller
A mode-based implementation framework for advanced control methods in building automation systems with Petri-Nets. AIM (2017)
Roozbeh Sangi, Thomas Peter Schild, Magnus Daum, Johannes Fütterer, Rita Streblow, Dirk Müller, Iakovos T. Michailidis, Elias B. Kosmatopoulos
Simulation-based implementation and evaluation of a system of systems optimization algorithm in a building control system. MED (2016)
Lisette Cupelli, Pooyan Jahangiri, Antonello Monti, Dirk Müller
Ancillary services from Data Center HVAC systems and back-up generator sets. IECON (2016)
Thomas Peter Schild, Johannes Fütterer, Roozbeh Sangi, Rita Streblow, Dirk Müller
System of Systems theory as a new perspective on building control. MED (2015)
Nina Kopmann, Rita Streblow, Dirk Müller
Test of New Control Strategies for Room Temperature Control Systems - Fully Controllable Surroundings for a Heating System with Radiators. SMARTGREENS (2015)
Tim Schlosser, Sebastian Stinner, Antonello Monti, Dirk Müller
Analyzing the impact of home energy systems on the electrical grid. PSCC (2014)
Christoph Molitor, Andrea Benigni, Alexander Helmedag, Kan Chen, Davide Calì, Pouyan Jahangiri, Dirk Müller, Antonello Monti
Multiphysics Test Bed for Renewable Energy Systems in Smart Homes. IEEE Trans. Ind. Electron. 60 (3) (2013)
Johannes Fütterer, Ana Constantin, Martin Schmidt, Rita Streblow, Dirk Müller, Elias B. Kosmatopoulos
A multifunctional demonstration bench for advanced control research in buildings - Monitoring, control, and interface system. IECON (2013)
Ivelina Stoyanova, P. Matthes, Hassan Harb, Christoph Molitor, Milahi Marin, Rita Streblow, Antonello Monti, Dirk Müller
Challenges in modeling a multi-energy system at city quarter level. COMPENG (2012)
Christoph Molitor, Davide Calì, Rita Streblow, Ferdinanda Ponci, Dirk Müller, Antonello Monti
New energy concepts and related information technologies: Dual Demand Side Management. ISGT (2012)