Capturing reduced-order quantum many-body dynamics out of equilibrium via neural ordinary differential equations. 2025. [PUMA: myown patrickegenlauf publist manybodyml physics machinelearning] URL
Enhancing Spaceflight Autonomy with Machine Learning: Fault Detection in Life Support Systems. October 2025. [PUMA: MachineLearning V-HAB hsf irs myown] URL
Multimodal sensor fusion with SWIR imaging and audio for inline gas-tightness monitoring in laser-welded bipolar plates. Optics & Laser Technology, (192):113441, Elsevier BV, December 2025. [PUMA: myown peer machinelearning laserwelding sensorfusion] URL
Multimodal sensor fusion with SWIR imaging and audio for inline gas-tightness monitoring in laser-welded bipolar plates. Optics & Laser Technology, (192):113441, Elsevier BV, December 2025. [PUMA: laserwelding machinelearning myown peer sensorfusion] URL
Coarse-graining non-equilibrium systems with machine learning: from conceptual challenges to new approaches. The EPS Forum, March 2024. [PUMA: machinelearning manybodyml myown patrickegenlauf physics posterlist]
Coarse-graining non-equilibrium systems with machine learning. DPG Spring Meetings 2024, March 2024. [PUMA: machinelearning manybodyml myown patrickegenlauf physics talklist]
A methodology for evaluating feature selection and clustering methods with project-specific requirements. International Journal of Production Research, (63)5:1692–1706, Taylor & Francis, August 2024. [PUMA: MachineLearning isw] URL
Gaussian-process-regression-based method for the localization of exceptional points in complex resonance spectra. Machine Learning: Science and Technology, Mar 1, 2024. [PUMA: MachineLearning PatrickEgenlauf QuantumMechanics myown patrickegenlauf physics publist] URL
A Data-Driven Approach for Cutting Force Prediction in FEM Machining Simulations Using Gradient Boosted Machines. J. Manuf. Mater. Process., (8(3))1072024. [PUMA: FEM MachineLearning machining manufacturing]
A Data-Driven Approach for Cutting Force Prediction in FEM Machining Simulations Using Gradient Boosted Machines. J. Manuf. Mater. Process., (8(3))1072024. [PUMA: machining manufacturing FEM MachineLearning]
Ontology Extension with NLP-based Concept Extraction for Domain Experts in Catalytic Sciences. Research Square Platform LLC, January 2023. [PUMA: forschungsdaten machinelearning metadata ontologie] URL
A Simulated 4-DOF Ship Motion Dataset for System Identification under Environmental Disturbances. 2022. [PUMA: EXC2075 deeplearning exc2075 machinelearning myown pn4 simtech]
A Simulated 4-DOF Ship Motion Dataset for System Identification under Environmental Disturbances. 2022. [PUMA: myown simtech deeplearning pn4 from:alexbaier machinelearning EXC2075 exc2075]
Applying Machine Learning in Sociology: How to Predict Gender and Reveal Research Preferences. KZfSS Kölner Zeitschrift für Soziologie und Sozialpsychologie, May 19, 2022. [PUMA: machinelearning s7 sociology sowi_VII] URL
Hybrid Physics and Deep Learning Model for Interpretable Vehicle State Prediction. 2021. [PUMA: EXC2075 deeplearning machinelearning myown pn4 prePrint simtech] URL
Dissecting Span Identification Tasks with Performance Prediction. Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing, Association for Computational Linguistics, 2020. [PUMA: machinelearning metalearning myown ner nlp] URL
Reinforcement Learning of a Robot Cell Control Logic using a Software-in-the-Loop Simulation as Environment. 2019 Second International Conference on Artificial Intelligence for Industries (AI4I), 79-84, September 2019. [PUMA: MachineLearning grk2198 isw myown] URL
Reinforcement Learning of Material Flow Control Logic Using Hardware-in-the-Loop Simulation. 2018 First International Conference on Artificial Intelligence for Industries (AI4I), 77-80, September 2018. [PUMA: DigitalTwin MachineLearning grk2198 isw myown] URL
Digital Twins of Manufacturing Systems as a Base for Machine Learning. 2018 25th International Conference on Mechatronics and Machine Vision in Practice (M2VIP), 1-6, November 2018. [PUMA: DigitalTwin DigitaleFabrik MachineLearning grk2198 isw myown] URL
A machine-learning framework for automatic reference-free quality assessment in MRI. Magnetic Resonance Imaging, (53):134 - 147, 2018. [PUMA: iqa kspaceastronauts machinelearning] URL