Presentations

  • Bernhard Bachmann², Torsten Blochwitz¹, Johannes Brunnemann⁹, Alexander Fischer⁵, Julia Gundermann¹, Leo Gall³, Philip Hannebohm², Monika Heringhaus⁵, Andreas Heuermann², Moritz Hübel⁴, Madeleine Lange⁴, Oliver Lenord⁵, Lars Mikelsons⁸, Nirmala Nirmala⁴, Daniel Rohde⁴, Henrik Schatz⁶, Matthias Schäfer³, Michael Steeb⁷, Julian Trommer⁸, Andreas Varchmin⁶, Ales Vojacek⁹, Yi Zhang⁸

    PHyMoS-Project Results Summary

    1. ESI Germany GmbH
    2. HSBI – University of Applied Sciences and Arts Bielefeld
    3. LTX Simulation GmbH
    4. Modelon Deutschland GmbH
    5. Robert Bosch GmbH
    6. TLK-Thermo GmbH
    7. TUBS – Technical University of Braunschweig
    8. UNA – Augsburg University
    9. XRG Simulation GmbH

Journals

Conferences

  • Schatz, Henrik, Achim Varchmin. 2022. “Einsatz neuronaler Netze in der Betriebsstrategie und Regelung von CO2-Kältekreisläufen”, 10. VDI-Fachkonferenz Thermomanagement für elektromotorisch angetriebene PKW, Nürnberg, Germany, 9-10 March 2022

    • The presentation is not available online. On request the presentation can be published.

  • Hübel, Moritz, Nirmala Nirmala, Michael Deligant, and Lixiang Li. 2022. “Hybrid physical-AI based system modeling and simulation approach demonstrated on an automotive fuel cell.”, In Modelica Conferences, pp. 157-163. 2022. https://doi.org/10.3384/ecp193157

  • Steeb M., Sarge S.M., Tegethoff W., Köhler J.: Thermal investigation of inhomogenities in aged batteries using an isoperibolic calorimeter. Die 25. Kalorimetrietage, Braunschweig, 31. Mai - 02. Juni 2023

  • Hellmuth, J. F., Steeb, M., Pollak, M., Jäger, F., Tegethoff, W., Koehler, J.: Innovative thermal management operating strategies for battery-electric heavy-duty trucks. The 36th International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems, Las Palmas de Gran Canaria, 26.-30. Juni 2023, doi: doi.org/10.24355/dbbs.084-202310260841-0

  • Zhang, Yi, Lars Mikelsons. 2023. “Solving Stochastic Inverse Problems with Stochastic Normalizing Flows”, 2023 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM), on June 27-July 1 (Tue-Sat), 2023, in Seattle, Washington, USA. DOI:10.1109/AIM46323.2023.10196190

  • Heuermann, Andreas, Philip Hannebohm, Matthias Schäfer, and Bernhard Bachmann. 2023. “Accelerating the Simulation of Equation-Based Models by Replacing Non-Linear Algebraic Loops with Error-Controlled Machine Learning Surrogates.” In Proceedings of the 15th International Modelica Conference, on October 9-11, 2023, in Aachen, Germany. https://doi.org/10.3384/ecp204275

  • Kurzbach, Gerd, Oliver Lenord, Hans Olsson, Martin Sjölund, and Henrik Tidefelt. 2023. “Design proposal of a standardized Base Modelica language.”, In Proceedings of the 15th International Modelica Conference, on October 9-11, 2023, in Aachen, Germany. https://doi.org/10.3384/ecp204469

  • Thummerer, Tobias, Artem Kolesnikov, Julia Gundermann, Denis Ritz, and Lars Mikelsons. 2023. “Paving the way for Hybrid Twins using Neural Functional Mock-Up Units.”, In Proceedings of the 15th International Modelica Conference, on October 9-11, 2023, in Aachen, Germany. https://doi.org/10.3384/ecp204141

  • Julius Aka, Johannes Brunnemann, Svenne Freund, and Arne Speerforck. 2023. “Efficient Global Multi Parameter Calibration for Complex System Models Using Machine-Learning Surrogates.”, In Proceedings of the 15th International Modelica Conference, on October 9-11, 2023, in Aachen, Germany. https://doi.org/10.3384/ecp204107

  • Julian Trommer and Lars Mikelsons. 2024. “MeshGraphNets as NeuralODE to Simulate Physical Systems in Industrial Applications.”, 9th European Congress on Computational Methods in Applied Sciences and Engineering, on June 3-7, 2024, in Lisboa, Portugal.

  • Jugert, René; Schatz, Henrik. 2024. “Schnellrechnende diskretisierte Kältekreislaufmodelle für umfangreiche PKW-Nutzungstudien.”, HDT-Tagung Fahrzeugklimatisierung, 25./26. Juni 2024.

  • Julian Trommer and Lars Mikelsons. 2024. “MeshGraphNets.jl - Adaptation of MeshGraphNets as NeuralODE.”, JuliaCon, on July 9-13, 2024, in Eindhoven, Netherlands.

Workshops