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The application of wavelets to lossless compression and progressive transmission of floating point data in 3-D curvilinear grids

机译:小波在三维曲线网格中浮点数数据的应用逐渐传输

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Many times in computational fluid dynamics (CFD) work very large datasets are produced on remote machines. This vast amount of data must often be moved to a local machine for post processing and visualization. However, this can be time consuming because of the large quantity of data that must be transmitted. Compressing the data can speed up the transmission and save several hours of the researchers' time. Progressive transmission can further increase efficiency of the visualization process by giving researchers an approximation of the data very quickly. They can then make a decision based on this approximation about whether to continue the transmission or, if the data is determined to be undesirable, to abort it. A method of lossless compression using wavelets is presented that enables progressive transmission of CFD data in Plot-3D format, a standard format for CFD data. Given a CFD data set, the floating point data is first converted to double-precision floating point format. Although the conversion to double-precision floating point numbers doubles the size of the data set, most of the extra precision retains the value of zero. It can therefore be compressed very well using Huffman codes.
机译:在计算流体动力学(CFD)工作中多次在远程机器上产生非常大的数据集。通常必须将此大量数据移动到本地计算机以进行处理和可视化。但是,由于必须传输的数据量大,这可能是耗时的。压缩数据可以加快传输并节省几个小时的研究人员的时间。逐行传输可以通过给研究人员非常快速地逼近数据来进一步提高可视化过程的效率。然后,它们可以基于关于是否继续传输的近似或者如果确定是不希望的,则基于该近似进行判定。提出了一种使用小波的无损压缩方法,其能够以绘图3D格式,CFD数据的标准格式实现CFD数据的逐步传输。给定CFD数据集,首先将浮点数据转换为双精度浮点格式。虽然转换为双重精度浮点数使数据集的大小加倍,但大多数额外精度都保留了零的值。因此,它可以使用Huffman码非常良好地压缩。

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