2024

Forschungsbericht

Pascal Benoit, Michael Mierau, Niklas Hartmann, Michael Schmidt, Rainer Gasper, Anas Abuzayed, Anna Sandhaas, Hanhee Kim, Rahul Khatri, Amine Aamoume, Jens Lottermoser, Jesus Salazar da Costa Fernandes, Lukas Baur, Can Kaymakci, Jan-Niklas Gerdes, Alejandro Tristán-Jiménez, Martin Reisinger, Christian Dierolf, Martin Friedrich, Edith Steinle, Sebastian Haas, Murat Beslioglu

GaIN - Gewinnbringende Partizipation der mittelständischen Industrie am Energiemarkt der Zukunft ; Schlussbericht

Forschungszentrum Jülich, 2024

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Konferenzveröffentlichung

Jennifer Brucker, Wolfgang G. Bessler, Rainer Gasper

Grey-box Modelling of Lithium-ion Batteries and Their Slow Voltage Dynamics with Neural Ordinary Differential Equations

20th Symposium on Modeling and Experimental Validation of Electrochemical Energy Technologies. ModVal 2024 : Book of Abstracts, Pierre Boillat, Felix N. Büchi, Mario El Kazzi, Jens Eller, Cordelia Gloor, Lorenz Gubler, Juan Herranz, Sigita Trabesinger (Eds.), p. 126, 2024

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Oscar Villegas Mier, Willi Haag, Raghavakrishna Devineni, Guilherme Carraro Carella, Rainer Gasper, Jens Pfafferott, Michael Schmidt

Machine learning-based models for self-learning indoor heat warning systems in households

UR-AI2023 : The Upper-Rhine Artificial Intelligence Symposium : Artificial Intelligence for Time Series, Robotics and Beyond, Jean-Philippe Lauffenburger, Jonathan Weber (Eds.), pp. 21-30, 2024

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Lukas Schwab, Louis Emier, Paul Machauer, Michael Quarti, Rainer Gasper

Prediction of PV Power Production with Neural ODEs on the base of Weather data

Proceedings of the Upper-Rhine Artificial Intelligence Symposium 2024, Janis Keuper, Klaus Dorer (Eds.), pp. 51-58, 2024

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Zeitschriftenartikel, wissenschaftlich

Jennifer Brucker, Rainer Gasper, Wolfgang G. Bessler

A grey-box model with neural ordinary differential equations for the slow voltage dynamics of lithium-ion batteries: Application to single-cell experiments

Journal of Power Sources, Vol. 614, pp. 1-13, 2024

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2023

Konferenzveröffentlichung

Jennifer Brucker, Wolfgang G. Bessler, Rainer Gasper

A grey-box model for lithium-ion batteries including long-timescale dynamics with neural ordinary differential equations

Book of Abstracts : ModVal 2023, Henning Winter, Sönke Gößling (Eds.), p. 104, 2023

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Jesus Salazar da Costa Fernandes, Amine Aamoume, Jens Lottermoser, Rainer Gasper, Michael Schmidt

Energy Optimization for Companies with Digital Flex Twins

EU PVSEC Proceedings, pp. 020528-001-020528-005, 2023

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Zeitschriftenartikel, wissenschaftlich

Jennifer Brucker, Wolfgang G. Bessler, Rainer Gasper

A Grey-box Model with Neural Ordinary Differential Equations for the Slow Voltage Dynamics of Lithium-ion Batteries: Model Development and Training

Journal of The Electrochemical Society, 170(12), pp. 1-19, 2023

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Oscar Villegas Mier, Anna Dittmann, Wiebke Herzberg, Holger Ruf, Elke Lorenz, Michael Schmidt, Rainer Gasper

Predictive Control of a Real Residential Heating System with Short-Term Solar Power Forecast

Energies, Vol. 16, pp. 1-19, 2023

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2022

Konferenzveröffentlichung

Amine Aamoume, Jesus Salazar da Costa Fernandes, Rainer Gasper, Niklas Hartmann, Yahya Kenoussi, Michael Schmidt, Edgar Schmitt

Leveraging Industry Energy Flexibility to Enable Higher Shares of Renewable Energy in the Power System – an Experimental Case Study

EU PVSEC Proceedings, pp. 1600-1604, 2022

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Oscar Villegas Mier, Sascha Niro, Frederico Alpi, Rainer Gasper, Michael Schmidt

Model-predictive control of a residential heating system with machine-learning based models, forecasts and signal-processing

IAEE conference proceedings, 2022

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Jennifer Brucker, Wolfgang G. Bessler, Rainer Gasper

Modelling of a large-format lithium-iron-phosphate-based lithium-ion battery cell with neural ordinary differential equations

The Upper-Rhine Artificial Intelligence Symposium (UR-AI 2022) : AI Applications in Medicine and Manufacturing, Christoph Reich, Ulrich Mescheder (Eds.), pp. 41-50, 2022

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Zeitschriftenartikel, wissenschaftlich

Jennifer Brucker, René Behmann, Wolfgang G. Bessler, Rainer Gasper

Neural Ordinary Differential Equations for Grey-Box Modelling of Lithium-Ion Batteries on the Basis of an Equivalent Circuit Model

Energies, 15(7), pp. 1-20, 2022

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2021

Konferenzveröffentlichung

Rahul Khatri, Michael Schmidt, Rainer Gasper

Active participation of industrial enterprises in electricity markets - a generic modeling approach

Proceedings of the 10th DACH+ Conference on Energy Informatics, Anke Weidlich, Dirk Neumann, Gunther Gust, Philipp Staudt, Mirko Schäfer (Eds.), pp. 1-20, 2021

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Jennifer Brucker, Wolfgang G. Bessler, Rainer Gasper

Grey-box modelling of lithium-ion batteries using neural ordinary differential equations

Proceedings of the 10th DACH+ Conference on Energy Informatics, Anke Weidlich, Dirk Neumann, Gunther Gust, Philipp Staudt, Mirko Schäfer (Eds.), pp. 1-13, 2021

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Jesus Salazar da Costa Fernandes, Michael Schmidt, Rahul Khatri, Rainer Gasper, Niklas Hartmann

Smart Energy Management for SME Using Digital Twins

EU PVSEC Proceedings, pp. 1482-1487, 2021

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Zeitschriftenartikel, nicht wissenschaftlich

Niklas Hartmann, Michael Schmidt, Rainer Gasper, Hanhee Kim, Anna Sandhaas, Rahul Rahul, Jesus Salazar da Costa Fernandes, Edgar Schmitt

Partizipation am Energiemarkt der Zukunft: Gewinnbringende Zusammenarbeit zwischen mittelständischen Industrieunternehmen und der Hochschule Offenburg

Forschung im Fokus, pp. 75-79, 2021

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