Byte Caching in Wireless Networks

Franck Le, M. Srivatsa, A. Iyengar
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引用次数: 14

Abstract

The explosion of data consumption has led to a renewed interest in byte caching. With studies showing potential reductions in network traffic of 50%, this fine grained caching technique looks like a very good and attractive solution for mobile wireless operators. However, properties of wireless networks actually present new challenges. We first show that a single packet loss, re-ordering or corruption -- all common conditions over the air interface -- can result in circular dependencies and cause existing byte caching algorithms to loop endlessly. To remedy the problem, we then explore a new set of encoding algorithms. Third, we assess the impact of packet losses on byte caching performances, both in terms of byte savings and delay reduction. We found that a mere 1% packet loss can already nullify any delay reduction and instead cause significant increases that users may not be willing to tolerate. Finally, we shared several insights, including interactions between transport layer protocol's mechanisms (e.g., TCP window congestion) and byte caching operations that can cause sophisticated encoding algorithms to perform poorly. We believe that these insights are important for designing more efficient and robust byte caching encoding algorithms.
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无线网络中的字节缓存
数据消费的爆炸式增长重新引起了对字节缓存的兴趣。研究表明,网络流量可能减少50%,这种细粒度缓存技术看起来是移动无线运营商非常好的、有吸引力的解决方案。然而,无线网络的特性实际上提出了新的挑战。我们首先展示了单个数据包丢失、重新排序或损坏——所有空中接口上的常见情况——都可能导致循环依赖,并导致现有的字节缓存算法无休止地循环。为了解决这个问题,我们探索了一套新的编码算法。第三,我们评估了数据包丢失对字节缓存性能的影响,包括字节节省和延迟减少。我们发现,仅仅1%的数据包丢失就可以抵消任何延迟减少,而是导致用户可能不愿意容忍的显著增加。最后,我们分享了一些见解,包括传输层协议机制(例如,TCP窗口拥塞)和字节缓存操作之间的交互,这些操作可能导致复杂的编码算法表现不佳。我们相信这些见解对于设计更高效、更健壮的字节缓存编码算法非常重要。
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