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Quality-aware dstributed data delivery for continuous query services

机译:质量意识的分布式数据传递,可提供连续查询服务

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We consider the problem of distributed continuous data delivery services in an overlay network of heterogeneous nodes. Each node in the system can be a source for any number of data streams and at the same time be a consumer node that is receiving streams sourced at other nodes. A consumer node may define a filter on a source stream such that only the desired portion of the stream is delivered, minimizing the amount of unnecessary bandwidth consumption. By heterogeneous, we mean that nodes not only may have varying network bandwidths and computing resources but also different interests in terms of the filters and the rates of the data streams they are interested in. Our objective is to construct an efficient stream delivery network in which nodes cooperate in forwarding data streams in the presence of constrained resources. We formalize this distributed stream delivery problem as an optimization one by starting with a simple setup where the network topology is fixed and node bandwidth characteristics are known. The goal of the optimization is to find valid delivery graphs with minimum bandwidth consumption. We extend this problem formulation to QoS-aware stream delivery, in order to handle the bandwidth constrained cases in which unwanted drops and delays are inevitable. We provide a classification of delivery graph construction schemes, and in light of this classification we develop pragmatic quality-aware stream delivery (QASD) algorithms. These algorithms aim at constructing efficient stream delivery graphs in a distributed setting, where global knowledge is not available and network characteristics are not known in advance. We introduce a set of evaluation metrics and provide experimental results to illustrate the effectiveness of our proposed algorithms under these metrics.
机译:我们考虑异构节点覆盖网络中的分布式连续数据传递服务问题。系统中的每个节点可以是任何数量的数据流的源,同时可以是接收其他节点源流的使用者节点。消费者节点可以在源流上定义过滤器,以便仅传递流的所需部分,从而最大程度地减少不必要的带宽消耗。异构是指节点不仅可能具有变化的网络带宽和计算资源,而且在过滤器和它们感兴趣的数据流的速率方面也可能具有不同的兴趣。我们的目标是构建一个高效的流传输网络,其中节点在资源受限的情况下合作转发数据流。我们从一个简单的设置开始,将此分布式流交付问题形式化为一种优化问题,该简单设置中的网络拓扑是固定的,节点带宽特性是已知的。优化的目的是找到带宽消耗最小的有效传递图。为了解决带宽受限的情况,其中不必要的丢包和延迟是不可避免的,我们将这个问题表述扩展到QoS感知流的传递。我们提供了交付图构建方案的分类,并根据该分类,开发了实用的质量感知流交付(QASD)算法。这些算法旨在在分布式环境中构造有效的流传递图,在这种情况下,全球知识不可用,并且网络特性事先也不知道。我们介绍了一组评估指标,并提供了实验结果来说明在这些指标下我们提出的算法的有效性。

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