分析有耗压缩对湍流矢量场中粒子轨迹的影响

M. Treib, K. Bürger, Jun Wu, R. Westermann
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引用次数: 1

摘要

我们揭示了当使用有损数据压缩时,湍流矢量场中粒子轨迹的准确性。到目前为止,由于假定的准确性问题,数据压缩一直被认为是相当犹豫的。由于观察到粒子轨迹总是受到不准确性的影响,我们定量地分析了由有损压缩引起的额外不准确性。在一些实验中,我们证实了压缩对轨迹精度的影响很小。尽管我们的实验并不普遍有效,但它们表明,对由于压缩而导致的粒子积分误差进行更彻底的分析是必要的,并且在某些情况下有损压缩是有效的,并且可以显着降低由于内存和通信带宽造成的性能限制。
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Analyzing the Effect of Lossy Compression on Particle Traces in Turbulent Vector Fields
We shed light on the accuracy of particle trajectories in turbulent vector fields when lossy data compression is used. So far, data compression has been considered rather hesitantly due to supposed accuracy issues. Motivated by the observation that particle traces are always afflicted with inaccuracy, we quantitatively analyze the additional inaccuracies caused by lossy compression. In some experiments we confirm that the compression has only minor impact on the accuracy of the trajectories. Even though our experiments are not generally valid, they indicate that a more thorough analysis of the error in particle integration due to compression is necessary, and that in some cases lossy compression is valid and can significantly reduce performance limitations due to memory and communication bandwidth.
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