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Automated generation of mechanistic models for chemical process digital twins using reinforcement learning part I: Conceptual framework and equation generation2025 Computers & Chemical Engineering article Engineering Control Systems and Identification Open access
Mathis Heyer, Jiyizhe Zhang, Naoto Sugisawa, Jan-Frederic Laub, Alexei A. Lapkin
5citations -
Flow profile generation for a left ventricular assist device using iterative learning control2021 Current Directions in Biomedical Engineering article Engineering Mechanical Circulatory Support Devices Open access
Patrick Borchers, Marian Walter, Steffen K. Leonhardt, Dmitry V. Telyshev, Alexander A. Pugovkin
4citations -
Controlling the weld penetration depth of laser beam micro welding by using an iterative learning approach2024 Materialwissenschaft und Werkstofftechnik article Engineering Welding Techniques and Residual Stresses Open access
Christoph Spurk, Sören Hollatz, Wiktor Lipnicki, Marc Hummel, Arnold Gillner, C. Haefner
3citations -
Recurrent neural networks as a physics-based self-learning solver to satisfy plane stress viscoplasticity undergoing isotropic damage2024 Mechanics Research Communications article Physics and Astronomy Model Reduction and Neural Networks Open access
Saurabh Balkrishna Tandale, Vasileios Polydoras, Marcus Stoffel
3citations -
Designing the learning of intraprofessional collaboration among medical residents2022 Medical Education article Health Professions Interprofessional Education and Collaboration Open access
Natasja Looman, Jacqueline d Graaf, Bart P. A. Thoonen, Dieneke van Asselt, Esther DE GROOT, Anneke W. M. Kramer, +2 more
21citations -
One-shot battery degradation trajectory prediction with deep learning2021 Journal of Power Sources article Engineering Advanced Battery Technologies Research Open access cited by 2 patents
Weihan Li, Neil Sengupta, Philipp Dechent, David A. Howey, Anuradha M. Annaswamy, Dirk Uwe Sauer
234citations -
Inferring Parameters in a Complex Land Surface Model by Combining Data Assimilation and Machine Learning2025 Journal of Advances in Modeling Earth Systems article Earth and Planetary Sciences Meteorological Phenomena and Simulations Open access
Lasse Torben Keetz, Kristoffer Aalstad, Rosie A. Fisher, Christian Poppe Terán, Bibi S. Naz, Norbert Pirk, +2 more
7citations -
Joint Communication Scheduling and Resource Allocation for Distributed Edge Learning: Seamless Integration in Next-Generation Wireless Networks2025 IEEE Transactions on Wireless Communications article Computer Science IoT and Edge/Fog Computing Open access
Paul Zheng, Navid Keshtiarast, Pradyumna Kumar Bishoyi, Yao Lin Zhu, Yulin Hu, Marina Petrova, +1 more
2citations