Stream Processing in Networks of Smart Devices

H. Ziekow, Lenka Ivantysynova
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引用次数: 1

Abstract

Increasing attention on data streams has led to research in developing systems for querying streaming data. Special challenges arise, when data are gathered using networked devices which have constrained resources. Examples for such systems are sensor networks where motes can use their processing capability to reduce communication and save energy. Yet, it is still an open research issue how stream queries can optimally be processed in such networks. In this paper we address the problem of mapping stream queries to heterogeneous device-networks. We present a metric for handling the trade-off between quality of service (QoS) and energy consumption. This includes a model which describes how query operators and their hosting devices affect energy consumption and QoS. Based on the model we have developed an algorithm that optimizes mappings and the mapped query plans for a given network. We also discuss results calculated by a prototype that uses our metric
智能设备网络中的流处理
对数据流的日益关注导致了对流数据查询系统的研究。当使用资源有限的网络设备收集数据时,就会出现特殊的挑战。这种系统的例子是传感器网络,在传感器网络中,节点可以利用它们的处理能力来减少通信和节省能源。然而,如何在这样的网络中最优地处理流查询仍然是一个开放的研究问题。在本文中,我们解决了将流查询映射到异构设备网络的问题。我们提出了一个度量来处理服务质量(QoS)和能耗之间的权衡。这包括一个描述查询操作符及其托管设备如何影响能耗和QoS的模型。基于该模型,我们开发了一种算法,用于优化给定网络的映射和映射查询计划。我们还讨论了使用我们的度量的原型计算的结果
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