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高效压缩分子动力学轨迹文件。

Efficient compression of molecular dynamics trajectory files.

机构信息

Department of Computer Science, University of Cape Town, Cape Town, South Africa.

出版信息

J Comput Chem. 2012 Oct 15;33(27):2131-41. doi: 10.1002/jcc.23050. Epub 2012 Jun 25.

Abstract

We investigate whether specific properties of molecular dynamics trajectory files can be exploited to achieve effective file compression. We explore two classes of lossy, quantized compression scheme: "interframe" predictors, which exploit temporal coherence between successive frames in a simulation, and more complex "intraframe" schemes, which compress each frame independently. Our interframe predictors are fast, memory-efficient and well suited to on-the-fly compression of massive simulation data sets, and significantly outperform the benchmark BZip2 application. Our schemes are configurable: atomic positional accuracy can be sacrificed to achieve greater compression. For high fidelity compression, our linear interframe predictor gives the best results at very little computational cost: at moderate levels of approximation (12-bit quantization, maximum error ≈ 10(-2) Å), we can compress a 1-2 fs trajectory file to 5-8% of its original size. For 200 fs time steps-typically used in fine grained water diffusion experiments-we can compress files to ~25% of their input size, still substantially better than BZip2. While compression performance degrades with high levels of quantization, the simulation error is typically much greater than the associated approximation error in such cases.

摘要

我们研究了分子动力学轨迹文件的特定属性是否可以被利用来实现有效的文件压缩。我们探索了两类有损、量化的压缩方案:“帧间”预测器,它利用模拟中连续帧之间的时间相干性,以及更复杂的“帧内”方案,它独立压缩每个帧。我们的帧间预测器速度快、内存效率高,非常适合大规模模拟数据集的实时压缩,并且显著优于基准 BZip2 应用程序。我们的方案是可配置的:可以牺牲原子位置精度来实现更高的压缩率。对于高保真度的压缩,我们的线性帧间预测器在计算成本非常低的情况下给出了最好的结果:在中等近似水平(12 位量化,最大误差≈10(-2) Å)下,我们可以将 1-2 fs 的轨迹文件压缩到原始大小的 5-8%。对于 200 fs 的时间步长-通常用于精细粒度的水扩散实验-我们可以将文件压缩到其输入大小的~25%,仍然大大优于 BZip2。虽然压缩性能随着量化水平的提高而降低,但在这种情况下,模拟误差通常比相关的近似误差大得多。

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