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Exploiting Reactive Mobility for Collaborative Target Detection in Wireless Sensor Networks

机译:在无线传感器网络中利用反应性移动进行协作目标检测

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摘要

Recent years have witnessed the deployments of wireless sensor networks in a class of mission-critical applications such as object detection and tracking. These applications often impose stringent Quality-of-Service requirements including high detection probability, low false alarm rate, and bounded detection delay. Although a dense all-static network may initially meet these Quality-of-Service requirements, it does not adapt to unpredictable dynamics in network conditions (e.g., coverage holes caused by death of nodes) or physical environments (e.g., changed spatial distribution of events). This paper exploits reactive mobility to improve the target detection performance of wireless sensor networks. In our approach, mobile sensors collaborate with static sensors and move reactively to achieve the required detection performance. Specifically, mobile sensors initially remain stationary and are directed to move toward a possible target only when a detection consensus is reached by a group of sensors. The accuracy of final detection result is then improved as the measurements of mobile sensors have higher Signal-to-Noise Ratios after the movement. We develop a sensor movement scheduling algorithm that achieves near-optimal system detection performance under a given detection delay bound. The effectiveness of our approach is validated by extensive simulations using the real data traces collected by 23 sensor nodes.
机译:近年来,目睹了无线传感器网络在诸如任务检测和跟踪之类的关键任务应用中的部署。这些应用程序通常会提出严格的服务质量要求,包括高检测概率,低虚警率和有限的检测延迟。尽管一个密集的全静态网络最初可以满足这些服务质量要求,但它无法适应网络条件(例如,节点死亡导致的覆盖漏洞)或物理环境(例如,事件的空间分布发生变化)中不可预测的动态)。本文利用反应性移动性来提高无线传感器网络的目标检测性能。在我们的方法中,移动传感器与静态传感器协作,并做出反应性移动以实现所需的检测性能。具体而言,移动传感器最初保持静止,并且仅在一组传感器达成检测共识时才被引导向可能的目标移动。随着移动传感器的测量在运动后具有更高的信噪比,最终检测结果的准确性得以提高。我们开发了一种传感器运动调度算法,可以在给定的检测延迟范围内实现接近最佳的系统检测性能。我们的方法的有效性通过使用23个传感器节点收集的真实数据轨迹进行的广泛仿真得到了验证。

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