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Taniya Kapoor
Taniya Kapoor
Postdoc Researcher, TU Delft
tudelft.nl의 이메일 확인됨 - 홈페이지
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Physics-informed neural networks for solving forward and inverse problems in complex beam systems
T Kapoor, H Wang, A Nunez, R Dollevoet
IEEE Transactions on Neural Networks and Learning Systems, 2023
532023
Transfer learning for improved generalizability in causal physics-informed neural networks for beam simulations
T Kapoor, H Wang, A Núñez, R Dollevoet
Engineering Applications of Artificial Intelligence 133, 108085, 2024
162024
Neural oscillators for generalization of physics-informed machine learning
T Kapoor*, A Chandra*, DM Tartakovsky, H Wang, A Nunez, R Dollevoet
Proceedings of the AAAI Conference on Artificial Intelligence 38 (12), 13059 …, 2024
92024
Neural oscillators for generalizing parametric PDEs
T Kapoor, A Chandra, D Tartakovsky, H Wang, A Núñez, R Dollevoet
NeurIPS 2023 Workshop: The Symbiosis of Deep Learning and Differential …, 2023
62023
Neural oscillators for magnetic hysteresis modeling
A Chandra*, T Kapoor*, B Daniels, M Curti, K Tiels, DM Tartakovsky, ...
arXiv preprint arXiv:2308.12002, 2023
62023
Physics-informed machine learning for moving load problems
T Kapoor, H Wang, A Núñez, R Dollevoet
Journal of Physics: Conference Series, 2023
62023
Predicting traction return current in electric railway systems through physics-informed neural networks
T Kapoor, H Wang, A Núñez, R Dollevoet
2022 IEEE Symposium Series on Computational Intelligence (SSCI), 1460-1468, 2022
52022
Solving partial differential equations with sampled neural networks
C Datar, T Kapoor, A Chandra, Q Sun, I Burak, EL Bolager, A Veselovska, ...
arXiv preprint arXiv:2405.20836, 2024
12024
Physics Informed Neural Networks (PINNs) for Fully Nonlinear High-Dimensional PDEs
T Kapoor
ETH Zurich, 2021
1*2021
Characterizing nonlinear piezoelectric dynamics through deep neural operator learning
A Chandra, T Kapoor, M Curti, K Tiels, EA Lomonova
Applied Physics Letters 125 (26), 2024
2024
Neural Differential Equation-Based Two-Stage Approach for Generalization of Beam Dynamics
T Kapoor, H Wang, A Stamou, K El Sayed, A Núñez, DM Tartakovsky, ...
IEEE Transactions on Industrial Informatics, 2024
2024
Physics-informed machine learning: from methods to beam structures
T Kapoor
TU Delft, 2024
2024
Gradient weighted physics-informed neural networks for capturing shocks in porous media flows
S Kapoor, A Chandra, T Kapoor, M Curti
NeurIPS 2023 Workshop: Machine Learning and the Physical Sciences, 2023
2023
Physics Informed Neural Networks for Approximating Fully Nonlinear PDEs
T Kapoor, R Molinaro, S Mishra
London Mathematical Society Workshop on the Mathematics of Deep Learning, 2022
2022
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학술자료 1–14