Suraj Pawar

activity

20192022

most citedOn closures for reduced order models

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A spectrum of first-principle to machine-learned avenues

147 citations · 396 across the 9 of their papers we have counts for

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Showing physics.flu-dynShow all

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physics.flu-dyn2021

Multi-fidelity information fusion with concatenated neural networks

Suraj Pawar, Omer San, Prakash Vedula +2

Recently, computational modeling has shifted towards the use of deep learning, and other data-driven modeling frameworks. Although this shift in modeling holds promise in many appl…

physics.flu-dyn2021★ 147 cited

On closures for reduced order models $-$ A spectrum of first-principle to machine-learned avenues

Shady E. Ahmed, Suraj Pawar, Omer San +3

For over a century, reduced order models (ROMs) have been a fundamental discipline of theoretical fluid mechanics. Early examples include Galerkin models inspired by the Orr-Sommer…

Multi-fidelity information fusion with concatenated neural networks

On closures for reduced order models − A spectrum of first-principle to machine-learned avenues

On closures for reduced order models $-$ A spectrum of first-principle to machine-learned avenues