Zobrazeno 1 - 10
of 44
pro vyhledávání: '"Roy, Pratanu"'
Autor:
Chung, Seung Whan, Choi, Youngsoo, Roy, Pratanu, Roy, Thomas, Lin, Tiras Y., Nguyen, Du T., Hahn, Christopher, Duoss, Eric B., Baker, Sarah E.
Computational physics simulation can be a powerful tool to accelerate industry deployment of new scientific technologies. However, it must address the challenge of computationally tractable, moderately accurate prediction at large industry scales, an
Externí odkaz:
http://arxiv.org/abs/2410.21583
Autor:
Chung, Seung Whan, Choi, Youngsoo, Roy, Pratanu, Roy, Thomas, Lin, Tiras Y., Nguyen, Du T., Hahn, Christopher, Duoss, Eric B., Baker, Sarah E.
Scaling up new scientific technologies from laboratory to industry often involves demonstrating performance on a larger scale. Computer simulations can accelerate design and predictions in the deployment process, though traditional numerical methods
Externí odkaz:
http://arxiv.org/abs/2410.21534
This study presents a novel physics-informed neural network (PINN) framework for modeling poroelasticity in heterogeneous media with material interfaces. The approach introduces a composite neural network (CoNN) where separate neural networks predict
Externí odkaz:
http://arxiv.org/abs/2407.03372
We present an efficient physics-informed neural networks (PINNs) framework, termed Adaptive Interface-PINNs (AdaI-PINNs), to improve the modeling of interface problems with discontinuous coefficients and/or interfacial jumps. This framework is an enh
Externí odkaz:
http://arxiv.org/abs/2406.04626
Autor:
Roy, Pratanu, Castonguay, Stephen
The use of deep learning methods in scientific computing represents a potential paradigm shift in engineering problem solving. One of the most prominent developments is Physics-Informed Neural Networks (PINNs), in which neural networks are trained to
Externí odkaz:
http://arxiv.org/abs/2403.03223
Autor:
Chung, Seung Whan, Choi, Youngsoo, Roy, Pratanu, Moore, Thomas, Roy, Thomas, Lin, Tiras Y., Nguyen, Du Y., Hahn, Christopher, Duoss, Eric B., Baker, Sarah E.
Numerous cutting-edge scientific technologies originate at the laboratory scale, but transitioning them to practical industry applications is a formidable challenge. Traditional pilot projects at intermediate scales are costly and time-consuming. An
Externí odkaz:
http://arxiv.org/abs/2401.10245
Autor:
Sarma, Antareep Kumar, Roy, Sumanta, Annavarapu, Chandrasekhar, Roy, Pratanu, Jagannathan, Shriram
Publikováno v:
In Computer Methods in Applied Mechanics and Engineering 1 September 2024 429
Autor:
Chung, Seung Whan, Choi, Youngsoo, Roy, Pratanu, Moore, Thomas, Roy, Thomas, Lin, Tiras Y., Nguyen, Du T., Hahn, Christopher, Duoss, Eric B., Baker, Sarah E.
Publikováno v:
In Computer Methods in Applied Mechanics and Engineering 1 July 2024 427
Autor:
Lin, Tiras Y., Moore, Thomas, Nguyen, Du, Roy, Pratanu, Dudukovic, Nikola A., Seung, Kansas, Troksa, Michael, Walton, Rebecca L., Hahn, Christopher, Duoss, Eric B., Baker, Sarah
Publikováno v:
In Cell Reports Physical Science 19 June 2024 5(6)
Autor:
Castonguay, Stephen T., Roy, Pratanu, Sun, Yunwei, Aubry, Sylvie, Foley, Brandon, Glascoe, Elizabeth A., Sharma, Hom N.
Publikováno v:
In Chemical Engineering Science 5 July 2023 275