使用上下文感知移动设备的低成本传感数据收集

P. Jayaraman, A. Zaslavsky, J. Delsing
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引用次数: 6

摘要

传感器源数据的采集和处理一直是无线传感器网络(WSN)的一大挑战。无线传感器网络是各种应用所需的大量有价值数据的分布式生产者。在本文中,我们提出使用上下文感知数据骡子(CADAMULE)作为传感器网络中智能数据收集的解决方案。我们通过在运行时合并上下文发现,对上下文空间建模理论进行了扩展。当预定义的上下文不足以进行推理过程时,这有助于我们的系统通过查看先前的情况和事件来发现新的上下文属性。我们以该模型为基础,为移动数据骡子提供上下文信息,移动数据骡子的空闲通信和处理能力可以用来收集和处理传感器数据。本文的重点是提出并评估一种具有成本效益的数据收集技术,该技术使用从系统获得的上下文信息计算出的成本公式。我们通过一个模拟来验证我们的系统,在这个模拟中,我们试图找出并确定最好的、也是最具成本效益的数据骡子。上下文感知数据骡子与传感器节点协商,收集数据并将其发送到接收器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cost Efficient Data Collection of Sensory Originated Data using Context-Aware Mobile Devices
Sensory originated data collection and processing has always been a big challenge in wireless sensor networks (WSN). WSN represent a distributed producer of large amount of valuable data required by varied number of applications. In this paper we propose the use of context aware data mules (CADAMULE) as a solution for smart data collection within sensor networks. We present an extension to Context Spaces modelling theory by incorporating context discovery at runtime. This facilitates our system to discover new context attributes by looking into previous situations and events when pre-defined context is not sufficient for the reasoning process. We use this model as a base to provide contextual information to the mobile data mule whose spare capacity for communication and processing can be used to collect and process sensor data. The focus of the paper is to propose and evaluate a cost-efficient data collection technique which uses a cost formula computed from the context information obtained by the system. We validate our system by a simulation in which we try to reason out and identify the best and also the most cost efficient data mule. The context aware data mule negotiates with the sensor node collecting and delivering the data to the sink.
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