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Papers matching “neural network generalization” 90

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A general physics-informed neural network framework for fatigue life prediction of metallic materials
2025 Engineering Fracture Mechanics article Engineering Fatigue and fracture mechanics Open access

Shuwei Zhou, Manuel Henrich, Zhichao Wei, Feng Feng, Bing Yang, Sebastian Münstermann

38

citations
On the generalization ability of probabilistic neural networks for hyperspectral remote sensing of absorption properties across optically complex waters
2025 Remote Sensing of Environment article Engineering Remote-Sensing Image Classification Open access

Mortimer Werther, Olivier Burggraaff, Daniela Gurlin, Arun M. Saranathan, Sundarabalan V. Balasubramanian, Claudia Giardino, +10 more

13

citations
Extrapolation Performance of Convolutional Neural Network-Based Combustion Models for Large-Eddy Simulation: Influence of Reynolds Number, Filter Kernel and Filter Size
2025 Flow Turbulence and Combustion article Engineering Combustion and flame dynamics Open access

Geveen Arumapperuma, Nicola Sorace, Oliver Bladek, Ludovico Nista, Lukas Berger, Heinz G. Pitsch, +2 more

7

citations
Generalization error bounds for iterative recovery algorithms unfolded as neural networks
2023 Information and Inference A Journal of the IMA article Engineering Sparse and Compressive Sensing Techniques Open access

Ekkehard Schnoor, Arash Behboodi, Holger Rauhut

6

citations
Day-ahead prediction of plug-in loads using a long short-term memory neural network
2020 Energy and Buildings article Engineering Building Energy and Comfort Optimization cited by 2 patents

Romana Markovic, Elie Azar, Masab Khalid Annaqeeb, Jérôme Frisch, Christoph van Treeck

27

citations
Generalization of convolutional neural networks for defect detection in friction stir welding towards the qualification of a spindle-integrated high granularity process-force measurement system
2026 Welding in the World article Engineering Advanced Welding Techniques Analysis Open access

Pascal Rabe, Alexander Schiebahn, Uwe Reisgen, Anton Strachkov, Marcel Fey, Christian Brecher

1

citations
Graph Neural Network-Based Multi-Agent Reinforcement Learning for Active Voltage Control: Performance and Topology Robustness
2025 SSRN Electronic Journal preprint Engineering Optimal Power Flow Distribution Open access

Chijioke Eze, Chetan Prakash, Antonello Monti

0

citations
Low-overhead fault tolerance for safety-critical neural network applications
2020 RWTH Publications (RWTH Aachen) dissertation Engineering Radiation Effects in Electronics Open access

Christoph Schorn

0

citations
Parameter-Adaptive Approximate MPC: Tuning Neural-Network Controllers without Retraining
2024 arXiv (Cornell University) preprint Engineering Advanced Control Systems Optimization Open access

Henrik Hose, Alexander Gräfe, Sebastian Trimpe

0

citations
Non-destructive evaluation of the friction stir welding process, generalizing a deep neural defect detection network to identify internal weld defects across different aluminum alloys
2023 Welding in the World article Engineering Advanced Welding Techniques Analysis Open access

Pascal Rabe, Uwe Reisgen, Alexander Schiebahn

34

citations
A physics-informed neural network approach to modelling elastoplastic soils and the implicit finite-element coupling
2024 preprint Engineering Geotechnical Engineering and Soil Mechanics Open access

Mingpeng Liu, Qinghua Zhang, Raúl Fuentes

1

citations
Compressive Sensing and Neural Networks from a Statistical Learning Perspective
2020 arXiv (Cornell University) preprint Engineering Sparse and Compressive Sensing Techniques Open access

Arash Behboodi, Holger Rauhut, Ekkehard Schnoor

1

citations
Compressive Sensing and Neural Networks from a Statistical Learning Perspective
2022 Applied and numerical harmonic analysis book-chapter Engineering Sparse and Compressive Sensing Techniques Open access

Arash Behboodi, Holger Rauhut, Ekkehard Schnoor

12

citations
Filamentary TaO x /HfO 2 ReRAM Devices for Neural Networks Training with Analog In‐Memory Computing
2022 Advanced Electronic Materials article Engineering Advanced Memory and Neural Computing Open access

Tommaso Stecconi, Roberto Guido, Luca Berchialla, Antonio La Porta, Jonas Weiß, Youri Popoff, +8 more

43

citations
Approximate Nonlinear Model Predictive Control With Safety-Augmented Neural Networks
2025 IEEE Transactions on Control Systems Technology article Engineering Advanced Control Systems Optimization Open access

Henrik Hose, Johannes Köhler, Melanie N. Zeilinger, Sebastian Trimpe

14

citations
Dataset - Generalization of deep recurrent optical flow estimation for particle-image velocimetry data
2022 Zenodo (CERN European Organization for Nuclear Research) dataset Engineering Fluid Dynamics and Turbulent Flows Open access

Christian Lagemann, Kai Lagemann, Sach Mukherjee, Wolfgang Schröder

1

citations
Dataset - Generalization of deep recurrent optical flow estimation for particle-image velocimetry data
2022 DZNE Pub dataset Engineering Fluid Dynamics and Turbulent Flows Open access

Christian Lagemann, Kai Lagemann, Sach Mukherjee, Wolfgang Schröder

0

citations
A modeling approach for trailing edge flap forces and moments in the preliminary aircraft design stage
2023 AIAA AVIATION Forum conference-paper Engineering Aerospace and Aviation Technology

Ralph Stephan, Cedric Heyen, Eike Stumpf, Johannes Ruhland, Christian Breitsamter

0

citations
Reproducible asteroid orbit determination with the General Open Orbital Dynamics platform and machine-learning-based astrometry
2026 conference-abstract Engineering Space Satellite Systems and Control Open access

Gijs Verdoes Kleijn, Max Chong, Dominic Dirkx, Trienko Grobler, E. Balbinot, Rees Williams, +3 more

0

citations
Theory and implementation of inelastic Constitutive Artificial Neural Networks
2024 Computer Methods in Applied Mechanics and Engineering article Engineering Elasticity and Material Modeling Open access

Hagen Holthusen, Lukas Lamm, Tim Brepols, Stefanie Reese, Ellen Kuhl

84

citations
Spiking neural networks for nonlinear regression of complex transient signals on sustainable neuromorphic processors
2024 npj Unconventional Computing article Engineering Advanced Memory and Neural Computing Open access

Marcus Stoffel, Saurabh Balkrishna Tandale

14

citations
Zero-shot temporal resolution domain adaptation for spiking neural networks
2025 Neural Networks article Engineering Advanced Memory and Neural Computing Open access

Sanja Karilanova, Emre Neftci, Ayça Özçelikkale

0

citations
Modeling of equivalent strain in 2D cross-sections of open die forged components using neural networks
2024 Advances in Industrial and Manufacturing Engineering article Engineering Metal Forming Simulation Techniques Open access

Nikhil Vijay Jagtap, Niklas Reinisch, Rasul Abdusalamov, David Benjamin Bailly, Mikhail Itskov

1

citations
Gibbs-Duhem-Informed Neural Networks for Binary Activity Coefficient Prediction
2023 arXiv (Cornell University) preprint Engineering Phase Equilibria and Thermodynamics Open access

Jan G. Rittig, Kobi Felton, Alexei A. Lapkin, Alexander Mitsos

1

citations
Fast prediction of the material displacement in open die forging using neural networks
2024 Materials research proceedings conference-paper Engineering Metal Forming Simulation Techniques Open access

Nikhil Vijay Jagtap

1

citations