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High quality sensor placement for SHM systems : refocusing on application demands

机译:适用于SHM系统的高质量传感器放置:重新关注应用需求

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摘要

There are heavy studies recently on applying wireless sensor networks for structural health monitoring. These works usually focus on the computer science aspect, and the considerations include energy consumption, network connectivity, etc. It is commonly believed that for the current resource limited wireless sensors, system design could be more efficient if the application requirements are incorporated. Nevertheless, we often find that, rather than integration, assumptions have to be made due to lack of knowledge of civil engineering; for example, to evaluate routing algorithms, the sensor placement is assumed to be random or on grids/trees. These may not be practically meaningful to the respective application demands, and make the great efforts by the computer science community on developing efficient methods from the sensor network aspect less useful. In this paper, we study the very first problem of the SHM systems: the sensor placement and focus on the civil requirements. We first study the current general framework of structure health monitoring. We redevelop the framework that includes a new sensor placement module. This module implements the most widely accepted sensor placement scheme from civil engineering but focusing on its usefulness for computer science. It provides such interfaces that can rank the placement quality of the candidate locations in a step by step manner. We then optimize system performance by considering network connectivity and data routing issues; with the objective on energy efficiency. We evaluate our scheme using the data from the structural health monitoring system on the Ting Kau Bridge, Hong Kong. We show that a uniform and a state-of-the-art placement are not very meaningful in placement quality. Our scheme achieves almost the same sensor placement quality with that of the civil engineering with five-fold improvement in system lifetime. We conduct an experiment on the in-built Guangzhou New TV Tower, China; and the results valid- - ate the effectiveness of our scheme.
机译:最近有大量研究将无线传感器网络应用于结构健康监测。这些工作通常集中在计算机科学方面,并且考虑的因素包括能耗,网络连接性等。通常认为,对于当前资源有限的无线传感器,如果结合了应用程序要求,系统设计可能会更加高效。尽管如此,我们经常发现,由于缺乏土木工程知识,因此不得不进行假设而不是整合。例如,为了评估路由算法,假定传感器放置是随机的或在网格/树上。这些对于各自的应用需求可能实际上没有意义,并且使得计算机科学界在开发从传感器网络方面的有效方法方面所做的巨大努力没有用。在本文中,我们研究了SHM系统的第一个问题:传感器的位置并关注民用要求。我们首先研究当前结构健康监测的一般框架。我们重新开发了包含新传感器放置模块的框架。该模块实现了土木工程中最广泛接受的传感器放置方案,但重点在于其对计算机科学的实用性。它提供了可以逐步评估候选位置的放置质量的界面。然后,我们通过考虑网络连接和数据路由问题来优化系统性能;以提高能源效率为目标。我们使用来自香港汀九桥的结构健康监测系统的数据来评估我们的计划。我们表明,统一且最新的布局对布局质量而言意义不大。我们的方案实现了与土木工程几乎相同的传感器放置质量,系统寿命提高了五倍。我们在中国内置的广州新电视塔进行了实验;结果证明了我们方案的有效性。

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