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Video-guided real-to-virtual parameter transfer for viscous fluids
- Source :
- ACM Transactions on Graphics. 38:1-12
- Publication Year :
- 2019
- Publisher :
- Association for Computing Machinery (ACM), 2019.
-
Abstract
- In physically-based simulation, it is essential to choose appropriate material parameters to generate desirable simulation results. In many cases, however, choosing appropriate material parameters is very challenging, and often tedious trial-and-error parameter tuning steps are inevitable. In this paper, we propose a real-to-virtual parameter transfer framework that identifies material parameters of viscous fluids with example video data captured from real-world phenomena. Our method first extracts positional data of fluids and then uses the extracted data as a reference to identify the viscosity parameters, combining forward viscous fluid simulations and parameter optimization in an iterative process. We evaluate our method with a range of synthetic and real-world example data, and demonstrate that our method can identify the hidden physical variables and viscosity parameters. This set of recovered physical variables and parameters can then be effectively used in novel scenarios to generate viscous fluid behaviors visually consistent with the example videos.
- Subjects :
- Physics::Fluid Dynamics
Set (abstract data type)
Fluid simulation
Viscosity
Range (mathematics)
Computer science
Transfer (computing)
0202 electrical engineering, electronic engineering, information engineering
020207 software engineering
02 engineering and technology
Viscous liquid
Computer Graphics and Computer-Aided Design
Algorithm
Subjects
Details
- ISSN :
- 15577368 and 07300301
- Volume :
- 38
- Database :
- OpenAIRE
- Journal :
- ACM Transactions on Graphics
- Accession number :
- edsair.doi...........9c0f5fce916d98e0e7047697fcffbb28