Image and video compression of fluid flow data

被引:5
作者
Anatharaman, Vishal [1 ]
Feldkamp, Jason [1 ]
Fukami, Kai [1 ]
Taira, Kunihiko [1 ]
机构
[1] Univ Calif Los Angeles, Dept Mech & Aerosp Engn, Los Angeles, CA 90095 USA
关键词
Multimedia compression; Wake; Turbulence; DIRECT NUMERICAL-SIMULATION; IMMERSED BOUNDARY METHOD; ORTHONORMAL BASES; CHANNEL FLOW; WALL REGION; TURBULENCE;
D O I
10.1007/s00162-023-00643-4
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
We study the compression of spatial and temporal features in fluid flow data using multimedia compression techniques. The efficacy of spatial compression techniques, including JPEG and JPEG2000 (JP2), and spatiotemporal video compression techniques, namely H.264, H.265, and AV1, in limiting the introduction of compression artifacts and preserving underlying flow physics are considered for laminar periodic wake around a cylinder, two-dimensional turbulence, and turbulent channel flow. These compression techniques significantly compress flow data while maintaining dominant flow features with negligible error. AV1 and H.265 compressions present the best performance across a variety of canonical flow regimes and outperform traditional techniques such as proper orthogonal decomposition in some cases. These image and video compression algorithms are flexible, scalable, and generalizable holding potential for a wide range of applications in fluid dynamics in the context of data storage and transfer.
引用
收藏
页码:61 / 82
页数:22
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