From Capture to Simulation - Connecting Forward and Inverse Problems in Fluids
We explore the connection between fluid capture, simulation
and proximal methods, a class of algorithms commonly used
for inverse problems in image processing and computer
vision. Our key finding is that the proximal operator
constraining fluid velocities to be divergence-free is
directly equivalent to the pressure-projection methods
commonly used in incompressible flow solvers. This
observation lets us treat the inverse problem of fluid
tracking as a constrained flow problem all while working in
an efficient, modular framework. In addition it lets us
tightly couple fluid simulation into flow tracking,
providing a global prior that significantly increases
tracking accuracy and temporal coherence as compared to
previous techniques. We demonstrate how we can use these
improved results for a variety of applications, such as
re-simulation, detail enhancement, and domain
modification. We furthermore give an outlook of the
applications beyond fluid tracking that our proximal
operator framework could enable by exploring the connection
of deblurring and fluid guiding.
Projects
Bradley Atcheson, Wolfgang Heidrich, Ivo Ihrke
In: Experiments in Fluids 2009.
Go to project listIn: Experiments in Fluids 2009.
Abstract
The background oriented schlieren method (BOS) allows for accurate flow measurements with a simple experimental configuration. To estimate per-pixel displacement vectors between two images, BOS systems traditionally borrow window-based algorithms from particle image velocimetry. In this paper, we evaluate the performance of more recent optical flow methods in BOS settings. We also analyze the impact of different background patterns, suggesting the use of a pattern with detail at many scales. Experiments with both synthetic and real datasets show that the performance of BOS systems can be significantly improved through a combination of optical flow algorithms and multiscale background.
Project Page Bibtex
@ARTICLE{Atcheson:EiF:2008,
author = {Bradley Atcheson and Wolfgang Heidrich and Ivo Ihrke},
title = {An evaluation of optical flow algorithms for background oriented schlieren imaging},
journal = {Experiments in Fluids},
year = {2008},
volume = {to appear},
number = {},
pages = {},
doi = {10.1007/s00348-008-0572-7}
}
author = {Bradley Atcheson and Wolfgang Heidrich and Ivo Ihrke},
title = {An evaluation of optical flow algorithms for background oriented schlieren imaging},
journal = {Experiments in Fluids},
year = {2008},
volume = {to appear},
number = {},
pages = {},
doi = {10.1007/s00348-008-0572-7}
}