有效的端到端数据交换使用可配置的压缩

Y. Wiseman, K. Schwan, Patrick M. Widener
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引用次数: 109

摘要

我们探索了压缩方法的使用,以改进交互或协作分布式应用程序中基于中间件的信息交换。在这种应用中,良好的压缩系数必须伴随着适合跨网络链路的数据传输速率的压缩速度。我们的方法结合了持续监控当前网络和处理器资源并评估压缩有效性的方法,以及自动选择合适压缩技术的技术。由此产生的网络和用户感知压缩方法在一系列网络链接和应用数据上进行了实验评估,前者范围从低端链接到家庭,到广域互联网链接,到内联网的高端链接,后者包括科学(二元分子动力学数据)和商业(XML)数据集。所获得的结果表明,与非自适应方法相比,这种自适应技术在数据压缩方面有了实质性的改进,在非自适应方法中,当CPU负载较低和/或网络链接较慢时使用更好的压缩方法,而在高端网络基础设施中使用效率较低但通常更快的压缩技术时。
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Efficient end to end data exchange using configurable compression
We explore the use of compression methods to improve the middleware-based exchange of information in interactive or collaborative distributed applications. In such applications, good compression factors must be accompanied by compression speeds suitable for the data transfer rates sustainable across network links. Our approach combines methods that continuously monitor current network and processor resources and assess compression effectiveness, with techniques that automatically choose suitable compression techniques. The resulting network- and user-aware compression methods are evaluated experimentally across a range of network links and application data, the former ranging from low end links to homes, to wide-area Internet links, to high end links in intranets, the latter including both scientific (binary molecular dynamics data) and commercial (XML) data sets. Results attained demonstrate substantial improvements of this adaptive technique for data compression over non-adaptive approaches, where better compression methods are used when CPU loads are low and/or network links are slow, and where less effective and typically, faster compression techniques are used in high end network infrastructures.
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