Publications

Publications

Exploring Cyber Threats based on Harmonic Distortions: A Testbed to analyze Attack Scenarios

[Conference]
Adeel Jamal; Benedikt Grüger; Michael Wolff; Kirill Kuroptev; Florian Steinke; Gerd Griepentrog :
*accepted* Exploring Cyber Threats based on Harmonic Distortions: A Testbed to analyze Attack Scenarios .
To appear in: Energy Conversion Congress & Expo Europe, Darmstadt, 2024

Conceptual Framework for Determining the Treewidth of Distribution Grids

[Conference]
Andrew Eliseev; Florian Steinke :
*accepted* Conceptual Framework for Determining the Treewidth of Distribution Grids.
To appear in: 23rd Power System Computation Conference, Paris, 2024

The Value of Probabilistic Forecasts for Electricity Market Bidding and Scheduling Under Uncertainty

[Journal]
Mario Beykirch; Andreas Bott; Tim Janke; Florian Steinke :
The Value of Probabilistic Forecasts for Electricity Market Bidding and Scheduling Under Uncertainty.
In: IEEE Transactions on Power Systems , 2024

Learning Probability Distributions over Georeferenced Distribution Grid Models

[Conference]
Domenico Tomacelli; Paul Sturberg; Michael Metzger; Florian Steinke :
*accepted* Learning Probability Distributions over Georeferenced Distribution Grid Models.
To appear in: 23rd Power System Computation Conference, Paris, 2024

Mehr Resilienz für die Strom- und Kommunikationsnetze in Deutschland

[Report]
VDE Verband der Elektrotechnik Elektronik Informationstechnik e.V. :
Mehr Resilienz für die Strom- und Kommunikationsnetze in Deutschland.
In: 2024

Local Interpretable Explanations of Energy System Designs

[Journal]
Jonas Hülsmann; Julia Barbosa; Florian Steinke :
Local Interpretable Explanations of Energy System Designs.
In: MDPI Energies 16 (5), P. 2161, 2023

Deep learning-enabled MCMC for probabilistic state estimation in district heating grids

[Journal]
Andreas Bott; Tim Janke; Florian Steinke :
Deep learning-enabled MCMC for probabilistic state estimation in district heating grids.
In: Elsevier Applied Energy 336 , P. 120837, prePrint, 2023

Power blackout: Citizens’ contribution to strengthen local resilience

[Journal]
Michèle Knodt; Anna Stöckl; Martin Pietsch; Florian Steinke; Gerrit Hornung; Jan-Philipp Stroscher :
Power blackout: Citizens’ contribution to strengthen local resilience.
In: Elsevier Energy Policy 174 , P. 113433, 2023

Representing Topology Uncertainty for Distribution Grid Expansion Planning

[Conference]
Domenico Tomaselli; Paul Stursberg; Michael Metzger; Florian Steinke :
Representing Topology Uncertainty for Distribution Grid Expansion Planning.
In: 27th International Conference on Electricity Distribution (CIRED) , Rome, Italy, 2023

Admissible Control Laws for Constrained Linear Power Flow: The General Case

[Journal]
Edwin Mora; Florian Steinke :
Admissible Control Laws for Constrained Linear Power Flow: The General Case.
In: IEEE Transactions on Power Systems 39 (1), P. 658 - 670, 2023

Adaptive Global Coordination of Local Routing Policies for Communication Networks

[Journal]
Allan Santos; Amr Rizk; Florian Steinke :
Adaptive Global Coordination of Local Routing Policies for Communication Networks.
In: Elsevier Computer Communications 204 , P. 101-108, 2023

Robust Placement and Control of Phase-Shifting Transformers Considering Redispatch Measures

[Journal]
Allan Santos; Florian Steinke :
Robust Placement and Control of Phase-Shifting Transformers Considering Redispatch Measures.
In: MDPI Energies 16 (11), P. 4438, 2023

Generative machine learning methods for multivariate ensemble post-processing

[Journal]
Jieyu Chen; Tim Janke; Florian Steinke; Sebastian Lerch :
Generative machine learning methods for multivariate ensemble post-processing.
In: Institute of Mathematical Statistics The Annals of Applied Statistics 18 (1), P. 159-183, 2023

DER Pricing Power in the Presence of Multi-Location Consumers with Load Migration Capabilities

[Conference]
Sara Mollaeivaneghi; Julia Barbosa; Florian Steinke :
DER Pricing Power in the Presence of Multi-Location Consumers with Load Migration Capabilities.
In: IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), Grenoble, France, 2023

Efficient Training Data Generation for Learning-Based State Estimation in 4th generation District Heating Grids

[Conference]
Andreas Bott; Steinke Florian :
Efficient Training Data Generation for Learning-Based State Estimation in 4th generation District Heating Grids.
In: 9th International Conference on Smart Energy Systems (SESAAU 2023), Copenhagen, Denmark, 2023

Coordinated cyber attacks on smart grids considering software supply chains

[Conference]
Kirill Kuroptev; Florian Steinke :
Coordinated cyber attacks on smart grids considering software supply chains.
In: IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), Grenoble, France, 2023

Representing Topology Uncertainty for Distribution Grid Expansion Planning

[Conference]
Domenico Tomaselli; Paul Stursberg; Michael Metzger; Florian Steinke :
Representing Topology Uncertainty for Distribution Grid Expansion Planning.
In: 27th International Conference on Electricity Distribution(CIRED), Rome, Italy, PDF, 2023

Local multi modal energy market for thermal-electric energy systems with consideration of temperature flexibility in heating subnetworks

[Conference]
Thanh Huynh; Pascal Friedrich; Sebastian Thiem; Vladimir Danov; Florian Steinke; Stefan Niessen :
Local multi modal energy market for thermal-electric energy systems with consideration of temperature flexibility in heating subnetworks.
In: 9th International Conference on Smart Energy Systems (SESAAU 2023), Copenhagen, Denmark, PDF, 2023

Unimodality of Parametric Linear Programming Solutions and Efficient Quantile Estimation

[Journal]
Sara Mollaeivaneghi; Allan Santos; Florian Steinke :
Unimodality of Parametric Linear Programming Solutions and Efficient Quantile Estimation.
In: MDPI AppliedMath 3 (4), P. 814-827, 2023

Increasing the Reliability of Power and Communication Networks via Robust Optimization

[PhD Thesis]
Allan Santos :
Increasing the Reliability of Power and Communication Networks via Robust Optimization.
In: Darmstadt, Technische Universität Darmstadt, 2023

Minimal Admissible Control of Constrained Static Linear Systems with Applications to Power Systems

[PhD Thesis]
Edwin Camilo Mora Gil :
Minimal Admissible Control of Constrained Static Linear Systems with Applications to Power Systems.
In: Darmstadt, Technische Universität Darmstadt, 2022

Design and optimization of performance guarantees for hybrid power plants

[Journal]
Simon Ackermann; Andrei Szabo; Joachim Bamberger; Florian Steinke :
Design and optimization of performance guarantees for hybrid power plants.
In: Elsevier Energy 239 , P. 121742, 2022

Bidding and Scheduling in Energy Markets: Which Probabilistic Forecast Do We Need?

[Conference]
Mario Beykirch; Tim Janke; Florian Steinke :
Bidding and Scheduling in Energy Markets: Which Probabilistic Forecast Do We Need?.
In: 17th International Conference on Probabilistic Methods Applied to Power Systems (PMAPS 2022), virtual Conference, 2022

Local energy markets for thermal-electric energy systems considering energy carrier dependency and energy storage systems

[Journal]
Thanh Huynh; Franziska Schmidt; Sebastian Thiem; Martin Kautz; Florian Steinke; Stefan Niessen :
Local energy markets for thermal-electric energy systems considering energy carrier dependency and energy storage systems.
In: Elsevier Smart Energy 6 , P. 100065, 2022

The Water Energy Nexus: Improved Emergency Grid Restoration with DERs

[Journal]
Martin Pietsch; Florian Steinke :
The Water Energy Nexus: Improved Emergency Grid Restoration with DERs.
In: Elsevier ScienceDirect Electric Power Systems Research (Proc. 22nd Power Systems Computation Conference, PSCC 2022) 212 , P. 108468, prePrint, 2022

Slums in Smart Cities - Rethink the Standard

[Conference]
John Friesen; Martin Pietsch :
Slums in Smart Cities - Rethink the Standard.
In: IEEE Global Humanitarian Technology Conference (GHTC 2022), Santa Clara, USA, 2022

Monitoring Electricity Demand Synchronization Using Copulas

[Conference]
Tobias Gebhard; Eva Brucherseifer; Florian Steinke :
Monitoring Electricity Demand Synchronization Using Copulas.
In: IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), Novi Sad, Serbia, 2022

Optimized UAV Placement for Resilient Crisis Communication and Power Grid Restoration

[Conference]
Michael Heise; Martin Pietsch; Florian Steinke; Maximilian Bauer; Burak Yilmaz :
Optimized UAV Placement for Resilient Crisis Communication and Power Grid Restoration.
In: IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), Novi Sad, Serbia, 2022

Implicit Generative Copulas

[Conference]
Tim Janke; Mohamed Ghanmi; Florian Steinke :
Implicit Generative Copulas.
In: 35th International Conference on Neural Information Processing Systems (NeurIPS 2021), virtual Conference, 2021

Measuring LTI System Resilience against Adversarial Disturbances based on Efficient Generalized Eigenvalue Computations

[Conference]
Johannes Börner; Florian Steinke :
Measuring LTI System Resilience against Adversarial Disturbances based on Efficient Generalized Eigenvalue Computations.
In: 60th IEEE Conference on Decision and Control (CDC 2021), virtual Conference, 2021

Evaluation of Multiparametric Linear Programming for Economic Dispatch under Uncertainty

[Conference]
Johannes Sindt; Allan Santos; Marc E. Pfetsch; Florian Steinke :
Evaluation of Multiparametric Linear Programming for Economic Dispatch under Uncertainty.
In: 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), virtual Conference, 2021

Probabilistic Forecast Combination for Anomaly Detection in Building Heat Load Time Series

[Conference]
Mario Beykirch; Tim Janke; Imed Tayeche; Florian Steinke :
Probabilistic Forecast Combination for Anomaly Detection in Building Heat Load Time Series.
In: 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), virtual Conference, 2021

Model Reduction for Heat Grid State Estimation

[Conference]
Andreas Bott; Pascal Friedrich; Lea Rehlich; Florian Steinke :
Model Reduction for Heat Grid State Estimation.
In: 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), virtual Conference, 2021

Operational Carbon Mitigation Potential of Flexible Multi-Energy Systems: A Case Study

[Conference]
Christopher Ripp; Julia Barbosa; Florian Steinke :
Operational Carbon Mitigation Potential of Flexible Multi-Energy Systems: A Case Study.
In: 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe 2021), virtual Conference, 2021

Transformation, Zirkulation, System of Systems : Für ein dynamisches Verständnis netzgebundener Infrastrukturen

[Report]
Jens Ivo Engels; Sybille Frank; Iryna Gurevych; Martina Heßler; Michèle Knodt; Jochen Monstadt; Alfred Nordmann; Andreas Oetting; Annette Rudolph-Cleff; Uwe Rüppel; Gerrit Jasper Schenk; Florian Steinke :
Transformation, Zirkulation, System of Systems : Für ein dynamisches Verständnis netzgebundener Infrastrukturen.
In: Darmstadt, 2021

Operating strategies and preparedness for system operational resilience

[Report]
CIGRE Study Committee C2 :
Operating strategies and preparedness for system operational resilience.
In: 2021

On the minimal set of controllers and sensors for linear power flow

[Journal]
Edwin Mora; Florian Steinke :
On the minimal set of controllers and sensors for linear power flow.
In: Elsevier ScienceDirect Electric Power Systems Research 190 , 2021

Robust voltage regulation for active distribution networks with imperfect observability

[Conference]
Edwin Mora; Florian Steinke :
Robust voltage regulation for active distribution networks with imperfect observability.
In: 14th IEEE PowerTech Conference, virtual Conference, 2021

Towards Low-Carbon Multi-Energy Systems: The Hessian Energy Transition

[Conference]
Sizhang Feng; Leon Floeer; Felix Goerzel; Dennis Michael Joeckel; Julia Barbosa; Florian Steinke :
Towards Low-Carbon Multi-Energy Systems: The Hessian Energy Transition.
In: Power and Energy Student Summit (PESS 2021), virtual Conference, 2021

Accessible Modeling of the German Energy Transition: An Open, Compact, and Validated Model

[Journal]
Julia Barbosa; Christopher Ripp; Florian Steinke :
Accessible Modeling of the German Energy Transition: An Open, Compact, and Validated Model.
In: MDPI Energies 14 (23), P. 8084, 2021

A Natural Language Interface for an Energy System Model

[Conference]
Jonas Hülsmann; Lennart J. Sieben; Mohsen Mesgar; Florian Steinke :
A Natural Language Interface for an Energy System Model.
In: 11th IEEE PES Innovative Smart Grid Technologies Europe, virtual Conference, 2021

Explaining Complex Energy Systems: A Challenge

[Conference]
Jonas Hülsmann; Florian Steinke :
Explaining Complex Energy Systems: A Challenge.
In: 34th Conference on Neural Information Processing Systems (NeurIPS 2020), Workshop: Tackling Climate Change with ML, virtual Conference, 2020

Methodenbaukasten für Flexible Wärmenetze der Zukunft

[Conference]
Andreas Bott; Alexander Matei; Florian Steinke; Stefan Ulbrich :
Methodenbaukasten für Flexible Wärmenetze der Zukunft.
In: Konferenzreader Digitalisieren, Sektoren koppeln, Flexibilisieren: Systemische Integration der Bioenergie und weiterer erneuerbarer Energien in Gebäuden & Quartieren, virtual Conference, 2020

Multi-modales Echtzeit Energiemonitoring - Multi-modales echtzeit Energiemonitoring als Basis eines digitalen Zwillings des Energiesystems des Campus Lichtwiese der Technischen Universität Darmstadt

[Conference]
Christopher Ripp; Mario Beykirch; Johannes Oltmanns; Florian Steinke :
Multi-modales Echtzeit Energiemonitoring - Multi-modales echtzeit Energiemonitoring als Basis eines digitalen Zwillings des Energiesystems des Campus Lichtwiese der Technischen Universität Darmstadt.
In: Digitalisieren - Sektoren koppeln - Flexibilisieren. Systemische Integration der Bioenergie und weiterer erneuerbarer Energien in Gebäuden & Quartieren, virtual Conference, 2020

Probabilistic multivariate electricity price forecasting using implicit generative ensemble post-processing

[Conference]
Tim Janke; Florian Steinke :
Probabilistic multivariate electricity price forecasting using implicit generative ensemble post-processing.
In: 16th International Conference on Probabilistic Methods Applied to Power Systems (PMAPS 2020), virtual Conference, 2020

Flexible Redundancy Generation for Virtual Network Embedding with an Application to Smart Grids

[Conference]
Allan Santos; Amr Rizk; Florian Steinke :
Flexible Redundancy Generation for Virtual Network Embedding with an Application to Smart Grids.
In: 11th ACM International Conference on Future Energy Systems (ACM e-Energy '20), virtual Conference, 2020

Minimal Control of Constrained, Partially Controllable & Observable Linear Systems

[Journal]
Edwin Mora; Florian Steinke :
Minimal Control of Constrained, Partially Controllable & Observable Linear Systems.
In: Elsevier IFAC-PapersOnLine 53 (2), P. 4521-4526, 2020

Merging Microgrids for Optimal Distribution Grid Restoration under Explicit Communication Constraints

[Conference]
Martin Pietsch; Anja Klein; Florian Steinke :
Merging Microgrids for Optimal Distribution Grid Restoration under Explicit Communication Constraints.
In: 2020 Resilience Week (RWS), virtual Conference, 2020

Computing sparse affine-linear control policies for linear power flow in microgrids

[Conference]
Edwin Mora; Florian Steinke :
Computing sparse affine-linear control policies for linear power flow in microgrids.
In: Proceedings of 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), virtual Conference, 2020

Decentralized Data-Driven Tuning of Droop Frequency Controllers

[Conference]
Allan Santos; Edwin Mora; Jan Peters; Florian Steinke :
Decentralized Data-Driven Tuning of Droop Frequency Controllers.
In: 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), virtual Conference, 2020

Decentralized Data-Driven Tuning of Droop Frequency Controllers applied to a Non-Linear Grid Model

[Conference]
Allan Santos; Edwin Mora; Jan Peters; Florian Steinke :
Decentralized Data-Driven Tuning of Droop Frequency Controllers applied to a Non-Linear Grid Model.
In: PESS 2020 : IEEE Power and Energy Student Summit : conference proceedings, virtual Conference, 2020

Towards a Common Ontology for Investigating Resilience of Interdependent Urban Systems

[Conference]
Michaela Lestakova; Kevin Logan; Imke Lorenz; Martin Pietsch; John Friesen; Florian Steinke; Peter F. Pelz :
Towards a Common Ontology for Investigating Resilience of Interdependent Urban Systems.
In: Proceedings of the Joint International Resilience Conference, JIRC2020, 23.11.2020-27.11.2020, Online Event, Twente, 2020

Bayesian Inference with MILP Dispatch Models for the Probabilistic Prediction of Power Plant Dispatch

[Conference]
Mario Beykirch; Tim Janke; Florian Steinke :
Bayesian Inference with MILP Dispatch Models for the Probabilistic Prediction of Power Plant Dispatch.
In: 16th International Conference on the European Energy Market (EEM), Ljubljana, Slovenia, 2019

Comparison of Two Day-Ahead Offering Strategies for a Flexible CHP Plant in Germany

[Conference]
Simon Ackermann; Andrei Szabo; Simon Paulus; Florian Steinke :
Comparison of Two Day-Ahead Offering Strategies for a Flexible CHP Plant in Germany.
In: 2019 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), Bucharest, Romania, 2019

Nonlinear consensus for improved resilience of distributed secondary frequency control

[Conference]
Johannes Börner; Simon Scheurich; Florian Steinke :
Nonlinear consensus for improved resilience of distributed secondary frequency control.
In: 2019 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), Bucharest, Romania, 2019

Sensitivity analysis of linear programming economic dispatch models

[Conference]
Christopher Ripp; Florian Steinke :
Sensitivity analysis of linear programming economic dispatch models.
In: ETG-Kongress 2019 - Das Gesamtsystem im Fokus der Energiewende, Esslingen am Neckar, Germany, 2019

Is Resilience the Real Driver for Decentral Intelligence in Energy?

[Conference]
Florian Steinke :
Is Resilience the Real Driver for Decentral Intelligence in Energy?.
In: International Conference on Urban Infrastructures: Criticality, Vulnerability and Protection, Darmstadt, 2019

Balancing power potential of pools of small-scale units

[Conference]
Jonas Hülsmann; Christopher Ripp; Florian Steinke :
Balancing power potential of pools of small-scale units.
In: 16th International Conference on the European Energy Market, Ljubljana, Slovenia, 2019

Efficient Sensitivity Analysis for MPC Controlled Multimodal Energy Systems

[Conference]
Florian Steinke; Christopher Ripp :
Efficient Sensitivity Analysis for MPC Controlled Multimodal Energy Systems.
In: GMA-Fachausschuss 1.50 "Grundlagen vernetzter Systeme", 2019

Harvesting the Flexibility of Distributed Multi-Modal Energy Management Systems through an Iterative Local  Energy Market

[Conference]
Sebastian Schreck; S. Thiem; A. Amthor; L. Wagner; J. Schäfer; S. Nießen; Florian Steinke :
Harvesting the Flexibility of Distributed Multi-Modal Energy Management Systems through an Iterative Local Energy Market.
In: International Renewable Energy Storage Conference (IRES 2019), 2019

Maschinelles Lernen für den Betrieb und die Planung von Energiesystemen

[Conference]
Florian Steinke :
Maschinelles Lernen für den Betrieb und die Planung von Energiesystemen.
In: House of Energy Kongress: Energie im Wandel erfahren, Frankfurt, 2019

On the Resilience of Secondary Frequency Control

[Conference]
Johannes Börner; Florian Steinke :
On the Resilience of Secondary Frequency Control.
In: ETG-Kongress 2019 - Das Gesamtsystem im Fokus der Energiewende, Esslingen am Neckar, Germany, 2019

Evaluation of Day-Ahead Electricity Price Predictions with Multi-Stage Stochastic Programs

[Conference]
Mario Beykirch; Tim Janke; Florian Steinke :
Evaluation of Day-Ahead Electricity Price Predictions with Multi-Stage Stochastic Programs.
In: 8th International Ruhr Energy Conference (INREC 2019), Essen, Germany, 2019

Forecasting the Price Distribution of Continuous Intraday Electricity Trading

[Journal]
Tim Janke; Florian Steinke :
Forecasting the Price Distribution of Continuous Intraday Electricity Trading.
In: Energies 12 (22), P. 4262, 2019

Incentivizing the adoption of local flexibility options: A quantitative case study

[Conference]
Tim Janke; Bastian Brindley; Tobias Rodemann; Florian Steinke :
Incentivizing the adoption of local flexibility options: A quantitative case study.
In: 15th International Conference on the European Energy Market (EEM'18), Lodz, Poland, 2018

Learning Dispatch Parameters of Thermal Power Plants from Observations

[Conference]
Mario Beykirch; Tim Janke; Florian Steinke :
Learning Dispatch Parameters of Thermal Power Plants from Observations.
In: 8th IEEE PES Innovative Smart Grid Technologies Europe, Sarajevo, Bosnia-Herzegovina, 2018

A Computationally Efficient Method for Risk
Averse Scheduling of Hybrid Power Plants

[Conference]
Simon Ackermann; Andrei Szabo; Florian Steinke :
A Computationally Efficient Method for RiskAverse Scheduling of Hybrid Power Plants.
In: 8th IEEE PES Innovative Smart Grid Technologies Europe, Sarajevo, Bosnia-Herzegovina, 2018

A First Shot at Time-Dependent CO2 Intensities in Multi-Modal Energy Systems

[Conference]
Christopher Ripp; Florian Steinke :
A First Shot at Time-Dependent CO2 Intensities in Multi-Modal Energy Systems.
In: 2018 15th International Conference on the European Energy Market (EEM), Lodz, Poland, 2018

Modeling Time-dependent CO_2 Intensities in Multi-modal Energy Systems with Storage

[Journal]
Christopher Ripp; Florian Steinke :
Modeling Time-dependent CO_2 Intensities in Multi-modal Energy Systems with Storage.
In: ArXiv e-prints , 2018

CO2 reduzieren mit Power-to-Heat: Woher weiß ich wann?

[Conference]
Florian Steinke; Christopher Ripp :
CO2 reduzieren mit Power-to-Heat: Woher weiß ich wann?.
In: 4. Dialogplattform Power-to-Heat (VDE), Berlin, Deutschland, 2018

A Novel Algorithm for the Fast and Accurate
Quantile Computation in Probabilistic Power Flow

[Conference]
S. Ackermann; M. Buhl; M. Lindner; F. Steinke :
A Novel Algorithm for the Fast and AccurateQuantile Computation in Probabilistic Power Flow.
In: PESGM'18- IEEE Power & Energy Society General Meeting, Portland, USA, 2018

Distributed Secondary Frequency Control via Price Consensus

[Conference]
Johannes Börner; Florian Steinke :
Distributed Secondary Frequency Control via Price Consensus.
In: 8th IEEE PES Innovative Smart Grid Technologies Europe, Sarajevo, Bosnia and Herzegovina, 2018