Sumanta Roy

Sumanta Roy Email and Phone Number

Graduate Research Intern @ Lawrence Livermore National Laboratory
Livermore, CA, US
Sumanta Roy's Location
Baltimore, Maryland, United States, United States
About Sumanta Roy

I am currently a Ph.D. researcher at The Johns Hopkins University in Baltimore, MD. My work intersects computer science, engineering mechanics, and applied mathematics. My research focuses on advancing computational mechanics, and exploring innovative approaches through physics-informed machine learning. With a passion for blending data-driven and physics-based methods, I am dedicated to pushing the boundaries of scientific machine learning and its applications. My work has been published in several research papers, reflecting my commitment to advancing knowledge in these interdisciplinary fields.Feel free to connect or reach out to me at sroy41@jhu.edu. For an overview of my research contributions, visit my publication list here: https://scholar.google.com/citations?user=7pTScE8AAAAJ&hl=en

Sumanta Roy's Current Company Details
Lawrence Livermore National Laboratory

Lawrence Livermore National Laboratory

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Graduate Research Intern
Livermore, CA, US
Sumanta Roy Work Experience Details
  • Lawrence Livermore National Laboratory
    Graduate Research Intern
    Lawrence Livermore National Laboratory
    Livermore, Ca, Us
  • The Johns Hopkins University
    Nicholas P. Jones Fellow
    The Johns Hopkins University Aug 2024 - Present
    Baltimore, Maryland, United States
  • Indian Institute Of Technology, Madras
    Graduate Research Assistant
    Indian Institute Of Technology, Madras Sep 2022 - Jun 2024
    Chennai, Tamil Nadu, India
    Thesis: An Efficient Physics-informed Neural Networks Framework for Interface Problems• Developed a robust framework of PINNs, known as Interface PINNs (I-PINNs), for modeling heterogeneous physical systems with material interfaces. This framework is expected to have significant applications in modeling complex and highly heterogeneous subsurface systems with geological stratification, as well as naturally occurring faults.• Developed a robust framework for PINNs, termed composite neural networks (CoNN) to capture physics governed by coupled PDEs.
  • Epfl (École Polytechnique Fédérale De Lausanne)
    Visiting Research Student
    Epfl (École Polytechnique Fédérale De Lausanne) Jul 2023 - Sep 2023
    Lausanne, Vaud, Switzerland
    • Developed a tailored set of best practices to train PINNs for the highly heterogeneous forward and inverse problems in 1D/2D diffusion equations. • Extended the Interface PINNs (I-PINNs) and composite neural network (CoNN) frameworks to model heterogeneous poroelastic systems.
  • Indian Institute Of Technology (Banaras Hindu University), Varanasi
    Research Associate
    Indian Institute Of Technology (Banaras Hindu University), Varanasi Jun 2021 - Jun 2022
    Varanasi, Uttar Pradesh, India
    Project: Studying aspects of Soil Mechanics and incorporating them in Limit Analysis• Conducted a comparison of Darcian and Non-Darcian flows in unsaturated soil.• Analyzed suction stress profiles and evaluating the independence of Van Genuchten parameters.• Applyed upper bound limit analysis to compute bearing capacity and stability problems on unsaturated soil, considering various yield conditions.
  • Indian Institute Of Technology (Banaras Hindu University), Varanasi
    Research Intern
    Indian Institute Of Technology (Banaras Hindu University), Varanasi Apr 2021 - Jun 2021
    Varanasi, Uttar Pradesh, India
    Numerical Modelling of 2D Flow regimes in Unsaturated Soil.
  • Jadavpur University
    Undergraduate Research Assistant
    Jadavpur University Dec 2021 - May 2022
    Kolkata, West Bengal, India
    Developed MATLAB codes to simulate the 1D consolidation of representative silty-clay samples, subject to various time varying ramp loadings

Sumanta Roy Education Details

Frequently Asked Questions about Sumanta Roy

What company does Sumanta Roy work for?

Sumanta Roy works for Lawrence Livermore National Laboratory

What is Sumanta Roy's role at the current company?

Sumanta Roy's current role is Graduate Research Intern.

What schools did Sumanta Roy attend?

Sumanta Roy attended The Johns Hopkins University, Indian Institute Of Technology, Madras, Jadavpur University.

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