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Varun Shankar
Varun Shankar
Verifierad e-postadress på cmu.edu
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Multiscale graph neural network autoencoders for interpretable scientific machine learning
S Barwey, V Shankar, V Viswanathan, R Maulik
Journal of Computational Physics 495, 112537, 2023
112023
Learning non-linear spatio-temporal dynamics with convolutional Neural ODEs
V Shankar, G Portwood, A Mohan, P Mitra, C Rackauckas, L Wilson, ...
Third Workshop on Machine Learning and the Physical Sciences (NeurIPS 2020), 2020
102020
Differentiable physics-enabled closure modeling for Burgers’ turbulence
V Shankar, V Puri, R Balakrishnan, R Maulik, V Viswanathan
Machine Learning: Science and Technology 4 (1), 015017, 2023
82023
Validation and parameterization of a novel physics-constrained neural dynamics model applied to turbulent fluid flow
V Shankar, GD Portwood, AT Mohan, PP Mitra, D Krishnamurthy, ...
Physics of Fluids 34 (11), 2022
52022
Rapid spatiotemporal turbulence modeling with convolutional Neural ODEs
V Shankar, G Portwood, A Mohan, P Mitra, V Viswanathan, D Schmidt
APS Division of Fluid Dynamics Meeting Abstracts, X11. 004, 2020
32020
Platooning for Improved Safety and Efficiency of Semi-trucks [PISES]
V Viswanathan, V Shankar, S Sripad
Mobility21, Carnegie Mellon University, 2019
12019
Learning closure models with neural operator-embedded differentiable CFD
V Shankar, V Viswanathan
APS March Meeting Abstracts 2023, S53. 002, 2023
2023
Differentiable physics-enabled closure modeling for Burgers' turbulence
V Shankar, V Puri, R Balakrishnan, R Maulik, V Viswanathan
arXiv preprint arXiv:2209.11614, 2022
2022
Physics-guided surrogate models for fluid dynamics in complex geometries
V Shankar, R Walters, R Wang, R Yu, V Viswanathan
APS March Meeting Abstracts 2022, A32. 003, 2022
2022
Platooning for Improved Safety and Efficiency of Semi-Trucks (PISES) II
V Viswanathan, V Shankar, S Sripad
Mobility21, Carnegie Mellon University, 2021
2021
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Artiklar 1–10