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Acoustic Target Tracking Using Tiny Wireless Sensor Devices

机译:使用微型无线传感器设备跟踪声学目标跟踪

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With the advancement of MEMS technologies, wireless networks consist of tiny sensor devices hold the promise of revolutionizing sensing in a wide range of application domains because of their flexibility, low cost and ease of deployment. However, the constrained computation power, battery power, storage capacity and communication bandwidth of the tiny devices pose challenging problems in the design and deployment of such systems. Target localization using acoustic signal with tiny wireless devices is a particularly difficult task due to the amount of signal processing and computation involved. In this paper, we provide an in-depth study of designing such wireless sensor networks for real-world acoustic tracking applications. We layout a cluster-based architecture to address the limitations of the tiny sensing devices. To achieve effective utilization of the scarce wireless bandwidth, a quality-driven paradigm to suppress redundant information and resolve contention is proposed. One instance of the quality-driven approach is implemented in the acoustic tracking system, where the quality of the tracking reports can be quantified numerically. We demonstrate the effectiveness of our proposed architecture and protocols using a sensor network testbed based on UCBerkeley mica motes. Considering the performance limitations of tiny sensor devices, the achieved acoustic target tracking accuracy is extraordinarily good. Our experimental study also shows that the acoustic target tracking quality can be indeed measured and used to assist resource allocation decisions. This application-driven design and implementation exercises also serve to identify important areas of further work in in-network processing and communications.
机译:随着MEMS技术的发展,无线网络包括微型传感器装置的保持在宽范围内,因为它们柔韧性,低成本和易于部署的应用程序域的革命性感测的承诺。然而,微小设备的约束计算功率,电池电量,存储容量和通信带宽在这种系统的设计和部署方面构成了挑战性问题。由于涉及的信号处理量和计算量,使用带有微小无线设备的声学信号的目标定位是特别困难的任务。在本文中,我们提供了为真实世界声学跟踪应用设计这种无线传感器网络的深入研究。我们布局基于群集的架构,以解决微小传感器设备的局限性。为了实现稀缺无线带宽的有效利用,提出了一种抑制冗余信息和解决争用的质量驱动的范例。质量驱动方法的一个实例在声学跟踪系统中实现,其中可以在数字上量化跟踪报告的质量。我们展示了我们使用基于Ucberkeley MICA MOTES的传感器网络测试的拟议体系结构和协议的有效性。考虑到微小传感器装置的性能限制,所实现的声学目标跟踪精度非常好。我们的实验研究还表明,声学目标跟踪质量可以确实测量并用于协助资源分配决策。这种应用驱动的设计和实施练习还用于确定网络内处理和通信中进一步工作的重要领域。

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