Papers matching “neural network surrogate model” 123
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Introducing a Deep Neural Network-Based Model Predictive Control Framework for Rapid Controller Implementation2024 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
14citations -
FPGA-accelerated Binary Neural Networks as a surrogate model for a viscoplastic constitutive law in impulsively loaded beams2025 Mechanics Research Communications article Computer Science Advanced Neural Network Applications Open access
Vasileios Polydoras, Saurabh Balkrishna Tandale, Rutwik Gulakala, Marcus Stoffel
2citations -
An artificial neural network for surrogate modeling of stress fields in viscoplastic polycrystalline materials2023 npj Computational Materials article Materials Science Machine Learning in Materials Science Open access
Mohammad Sarkari Khorrami, Jaber Rezaei Mianroodi, Nima Hamidi Siboni, Pawan Goyal, Bob Svendsen, Peter Benner, +1 more
97citations -
An artificial neural network for surrogate modeling of stress fields in viscoplastic polycrystalline materials2022 arXiv (Cornell University) preprint Materials Science Machine Learning in Materials Science Open access
Mohammad Sarkari Khorrami, Jaber Rezaei Mianroodi, Nima Hamidi Siboni, Pawan Goyal, Bob Svendsen, Peter Benner, +1 more
7citations -
Deterministic global nonlinear model predictive control with recurrent neural networks embedded : 21st IFA World Congress, Germany, July 11-17, 20202020 RWTH Publications (RWTH Aachen) other Engineering Advanced Control Systems Optimization Open access
Danimir T. Doncevic, Artur M. Schweidtmann, Yannic Vaupel, Pascal M. Schäfer, Adrian Caspari, Alexander Mitsos
3citations -
Comparison of two artificial neural networks trained for the surrogate modeling of stress in materially heterogeneous elastoplastic solids2022 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access
Sarthak Kapoor, Jaber Rezaei Mianroodi, Mohammad Sarkari Khorrami, Nima S. Siboni, Bob Svendsen
3citations -
Extrapolation of cavitation and hydrodynamic pressure in lubricated contacts: a physics-informed neural network approach2025 Advanced Modeling and Simulation in Engineering Sciences article Engineering Tribology and Lubrication Engineering Open access
Faras Brumand‐Poor, Freddy Kokou Azanledji, Nils Plückhahn, Florian Barlog, Lukas Boden, Katharina Schmitz
8citations -
Automated model discovery for human cardiac tissue: Discovering the best model and parameters2024 bioRxiv (Cold Spring Harbor Laboratory) preprint Engineering Elasticity and Material Modeling Open access
Denisa Martonová, Mathias Peirlinck, Kevin Linka, Gerhard A. Holzapfel, Sigrid Leyendecker, Ellen Kuhl
6citations -
Data from: Accelerating greenhouse gas retrievals with neural network-based forward models2026 Zenodo (CERN European Organization for Nuclear Research) dataset Environmental Science Atmospheric and Environmental Gas Dynamics Open access
Fiona Lippert, Andrew Gerald Barr, Marcos Herreras-Giralda, Masahiro Momoi, Fernando Rejano, Sha Lu, +4 more
0citations -
Data from: Accelerating greenhouse gas retrievals with neural network-based forward models2026 Zenodo (CERN European Organization for Nuclear Research) dataset Environmental Science Atmospheric and Environmental Gas Dynamics Open access
Fiona Lippert, Andrew Gerald Barr, Marcos Herreras-Giralda, Masahiro Momoi, Fernando Rejano, Sha Lu, +4 more
0citations