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Class-based delta-encoding for high-speed train data stream

机译:基于类的三角形编码,用于高速列车数据流

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摘要

Railway transportation plays an important role in both economic and social development. The requirements of the railway traffic increase in recent decades. In order to meet the growing demand, a new generation control system of railway transportation emerges. It consists of collection, transmission, analysis and scheduling module. In such a context, an information transmission system is built to connect trains and scheduling center. However, the infrastructure of the railway system cannot provide enough bandwidth for such amount of data. As a result, the efficiency of data transmission cannot be ensured. In this paper, we focus on the compression algorithm that reduce the amount of transmitted data and improve the system performance. Based on the analysis of the common algorithms, an efficient compression algorithm, named delta-encoding, is proposed. It consists of two steps: preprocessing and compression. Delta-encoding utilizes a class-based difference model, which reduces the data redundancy, to realize a preprocessing algorithm. With the combination of preprocessing algorithm and a regular compression algorithm, delta-encoding has better performance on compression ratio, and becomes a universal hybrid algorithm for structured data in IoT system rather than a specific algorithm in high-speed train system. Finally, several experiments are provided to prove that delta-encoding have advantages in both compression ratio and compression time.
机译:铁路运输在经济和社会发展中起着重要作用。近几十年来铁路交通的要求增加。为了满足日益增长的需求,出现了一种新一代的铁路运输控制系统。它由集合,传输,分析和调度模块组成。在这种情况下,建立信息传输系统以连接列车和调度中心。然而,铁路系统的基础设施不能为这种数据量提供足够的带宽。结果,无法确保数据传输的效率。在本文中,我们专注于减少传输数据量并提高系统性能的压缩算法。基于对常见算法的分析,提出了一种有效的压缩算法,名为Delta编码。它由两个步骤组成:预处理和压缩。 Δ编码利用基于类的差异模型,从而降低了数据冗余,实现了预处理算法。随着预处理算法和常规压缩算法的组合,δ编码具有更好的压缩比性能,并且成为IOT系统中的结构化数据的通用混合算法,而不是高速列车系统中的特定算法。最后,提供了几个实验以证明δ编码具有压缩比和压缩时间的优点。

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