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Natural Disaster Monitoring with Wireless Sensor Networks: A Case Study of Data-intensive Applications upon Low-Cost Scalable Systems

机译:无线传感器网络的自然灾害监测:低成本可扩展系统上数据密集型应用的案例研究

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The wireless sensor network (WSN) technology has applied in monitoring natural disasters for more than one decade. Disasters can be closely monitored by augmenting a variety of sensors, and WSN has merits in (1) low cost, (2) quick response, and (3) salability and flexibility. Natural disaster monitoring with WSN is a well-known data intensive application for the high bandwidth requirements and stringent delay constraints. It manifests a typical paradigm of data-intensive application upon low-cost scalable system. In this study, we first assessed representative works in this area by classifying those in the domains of application of WSNs for disasters and optimization technologies significantly distinguishing these from general-purpose WSNs. We then described the design of an early warning system for geohazards in reservoir region, which relies on the WSN technology inspired by the existing work with focuses on issues of (1) supporting reliable data transmission, (2) handling huge data of heterogeneous sources and types, and (3) minimizing energy consumption. This study proposes a dynamic routing protocol, a method for network recovery, and a method for managing mobile nodes to enable real-time and reliable data transmission. The system incorporates data fusion and reconstruction approaches to bring together all data into a single view of the geohazard under monitoring. A distributed algorithm for joint optimal control of power and rate has been developed, which can improve utility of network (> 95 %) and to minimize the energy consumption (reduction by > 20 % in comparison with LEACH). Experimental results indicate the potentials of the proposed approaches in terms of adapting to the needs of early warning on geohazards.
机译:无线传感器网络(WSN)技术已用于监视自然灾害已有十多年的历史了。可以通过增加各种传感器来密切监视灾难,并且WSN的优点是(1)成本低,(2)快速响应以及(3)可销售性和灵活性。使用WSN进行自然灾害监视是众所周知的数据密集型应用程序,它具有高带宽要求和严格的延迟约束。它体现了低成本可扩展系统上数据密集型应用程序的典型范例。在这项研究中,我们首先通过对WSN在灾难中的应用领域进行分类和优化技术来对这一领域的代表性工作进行评估,从而将这些与常规WSN进行显着区分。然后,我们描述了水库区域地质灾害预警系统的设计,该系统依赖于受现有工作启发的WSN技术,重点放在以下问题上:(1)支持可靠的数据传输,(2)处理异构源的大量数据,以及类型,以及(3)减少能耗。这项研究提出了一种动态路由协议,一种用于网络恢复的方法以及一种用于管理移动节点以实现实时和可靠数据传输的方法。该系统结合了数据融合和重建方法,可将所有数据汇总到受监控的地质灾害的单一视图中。已经开发了一种用于功率和速率的联合最优控制的分布式算法,该算法可以提高网络的利用率(> 95%)并最小化能耗(与LEACH相比减少20%以上)。实验结果表明了所提出方法在适应地质灾害早期预警方面的潜力。

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