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A lossless compression algorithm for vibration data of space systems

机译:空间系统振动数据的无损压缩算法

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Space systems demand some of the most precise and accurate technology. The body of space systems are subjected to many vibrations and shocks. To make sure their stable operation, these vibrations are monitored continuously at a higher sampling rate which results in large amount of data. The data is transmitted over a wireless network to the ground station. Therefore data compression becomes unavoidable, not only for efficient utilization of transmission bandwidth but also for reduced storage requirements. Even the smallest vibration is critical in space applications. So lossless compression techniques are preferred. In this work, a lossless compression technique is proposed where the input data is split into two sets which helps in attaining data redundancy and then the algorithm is applied. Modified Move to front(MTF) coding is done on this data, where positional values of a dictionary are transmitted instead of the sample value. Run length encoding(RLE) is done on the MTF coded data. Next all the successively repeating number patterns in the data set is recognized and RLE coded. The compression ratio obtained for data without and with noise are 4.15 and 2.75 respectively.
机译:太空系统需要一些最精确的技术。太空系统的主体受到许多振动和冲击。为了确保其稳定运行,将以更高的采样率连续监测这些振动,从而产生大量数据。数据通过无线网络传输到地面站。因此,数据压缩变得不可避免,这不仅是为了有效利用传输带宽,而且是为了减少存储需求。在太空应用中,即使最小的振动也是至关重要的。因此,首选无损压缩技术。在这项工作中,提出了一种无损压缩技术,其中将输入数据分为两组,这有助于获得数据冗余,然后应用该算法。修改后的移动到最前(MTF)编码在此数据上进行,在该数据上传输字典的位置值而不是样本值。游程长度编码(RLE)在MTF编码数据上完成。接下来,识别数据集中的所有连续重复的数字模式并对其进行RLE编码。对于有噪声和无噪声的数据,压缩率分别为4.15和2.75。

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