Sumanta Roy

Employment

• Johns Hopkins University
  2024 - 2029

Education

Education history is unavailable.

Projects & Funding

Projects & funding information is unavailable.

Publications (12)

• Adaptive Interface-PINNs (AdaI-PINNs) for transient diffusion: Applications to forward and inverse problems in heterogeneous media
  Finite Elements in Analysis and Design 2025 DOI: 10.1016/j.finel.2024.104305
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• Adaptive Interface-PINNs (AdaI-PINNs): An Efficient Physics-Informed Neural Networks Framework for Interface Problems
  Communications in Computational Physics 2025 DOI: 10.4208/cicp.OA-2024-0131
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• Physics-informed neural networks for heterogeneous poroelastic media
  International Journal for Computational Methods in Engineering Science and Mechanics 2025 DOI: 10.1080/15502287.2024.2440420
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• Interface PINNs (I-PINNs): A physics-informed neural networks framework for interface problems
  Computer Methods in Applied Mechanics and Engineering 2024 DOI: 10.1016/j.cma.2024.117135
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• Adaptive Interface-PINNs (AdaI-PINNs): An Efficient Physics-informed Neural Networks Framework for Interface Problems
  Arxiv 2024 DOI: 10.48550/arXiv.2406.04626
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• Adaptive Interface-Pinns (Adai-Pinns) for Transient Diffusion: Applications to Forward and Inverse Problems in Heterogeneous Media
  Ssrn 2024 DOI: 10.2139/ssrn.4970427
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• Analysis of Unsaturated Slope Stability under Seismic and Surcharge Loading by Upper Bound Rigid Block Method
  Arxiv 2024 DOI: 10.48550/arXiv.2407.16633
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• Interface Pinns: A Framework of Physics-Informed Neural Networks for Interface Problems
  Ssrn 2024 DOI: 10.2139/ssrn.4766623
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• Interpreting the Suction Stress Profiles under Steady-State Conditions Considering the Independence of van Genuchten SWCC Parameters
  Arxiv 2024 DOI: 10.48550/arXiv.2411.04333
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• Physics-informed Neural Networks for Heterogeneous Poroelastic Media
  Arxiv 2024 DOI: 10.48550/arXiv.2407.03372
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