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Papers matching “model-based deep learning” 7

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Performance comparison between model-based and machine learning approaches for the automated active alignment of FAC-lenses
2020 conference-paper Engineering Advanced optical system design

Maximilian Hoeren, Daniel Zontar, Armin Tavakolian, Susanne Ehret, Temirlan Mussagaliyev, Christian Brecher

2

citations
Introducing a Deep Neural Network-Based Model Predictive Control Framework for Rapid Controller Implementation
2024 Proceedings of the ... American Control Conference/Proceedings of the American Control Conference conference-paper Engineering Advanced Control Systems Optimization Open access

Alexander Winkler, Julian Bedei, Patrick Schaber, Stefan Pischinger, Jakob Andert, Charles Robert Koch

14

citations
Toward Robust Quantitative Photoacoustic Tomography via Learned Iterative Methods
2026 IEEE Transactions on Computational Imaging article Engineering Photoacoustic and Ultrasonic Imaging Open access

Janek Gröhl, Felix F. Lucka, Andreas Hauptmann

2

citations
Uncertainty quantification for learned ISTA
2023 arXiv (Cornell University) preprint Engineering Sparse and Compressive Sensing Techniques Open access

Frederik Hoppe, Claudio Mayrink Verdun, Felix Krahmer, Hannah Laus, Holger Rauhut

0

citations
Model-driven software development and verification solutions for safety critical battery management systems : a quantitative evaluation of probabilistic inference & artificial intelligence methods
2020 RWTH Publications (RWTH Aachen) book Engineering Advanced Battery Technologies Research Open access

Christian Fleischer

0

citations
Uncertainty quantification in machine learning: confidence intervals for high-dimensional regression
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Sparse and Compressive Sensing Techniques Open access

Frederik Hoppe

0

citations
Incorporating a Deep Neural Network into Moving Horizon Estimation for Embedded Thermal Torque Derating of an Electric Machine
2025 Energies article Engineering Advanced Control Systems Optimization Open access

Alexander Winkler, Pranav Shah, Katrin Baumgärtner, David C. Gordon, Jakob Andert

3

citations

7 results