Estimating density, velocity, and pressure fields in supersonic flows using physics-informed BOS

We report a new workflow for background-oriented schlieren (BOS), termed “physics-informed BOS,” to extract density, velocity, and pressure fields from a pair of reference and distorted images. Our method uses a physics-informed neural network (PINN) to produce flow fields that simultaneously satisf...

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Bibliographic Details
Published in:Experiments in fluids Vol. 64; no. 1
Main Authors: Molnar, Joseph P, Venkatakrishnan, Lakshmi, Schmidt, Bryan E, Sipkens, Timothy A, Grauer, Samuel J
Format: Journal Article
Language:English
Published: Berlin/Heidelberg Springer Nature 01.01.2023
Springer Berlin Heidelberg
Springer Nature B.V
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ISSN:0723-4864, 1432-1114, 1432-1114
Online Access:Get full text
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