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Improving Proximity Detection of Mesh Beacons at the Edge for Indoor and Outdoor Navigation

机译:改进用于室内和室外导航的边缘网状信标的接近度检测

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Navigation Systems are challenging software solutions that can support users who move in unknown environments. In this context, Bluetooth Beacons can strongly benefit of Mesh configuration for the deployment of new efficient mobility services in Edge computing and Internet of Things (IoT) scenarios. In this paper, we investigate how to use the Wireless Mesh Network (WMN) concept for improving the indoor and outdoor Navigation Systems using low-cost Bluetooth devices. This scientific work is preparatory for the adoption of Machine Learning algorithms that will drive and optimise the configuration of WMN, directly deployed at the Edge, achieving advances for navigation services. Detailed analysis of Bluetooth Low Energy (BLE) signal propagation in both indoor and outdoor scenarios are reported, representing the starting point for forthcoming developments. Specifically, our analysis shows how BLE interference among beacons depends on the distance among beacons and transmitting power, and this open new opportunities in designing new optimization strategies to be executed at the Edge.
机译:导航系统是具有挑战性的软件解决方案,可以为在未知环境中移动的用户提供支持。在这种情况下,蓝牙信标可以极大地受益于网格配置,以便在边缘计算和物联网(IoT)场景中部署新的高效移动服务。在本文中,我们研究了如何使用无线网状网络(WMN)概念来改进使用低成本蓝牙设备的室内和室外导航系统。这项科学工作为采用机器学习算法做准备,该算法将驱动和优化直接部署在Edge上的WMN的配置,从而实现导航服务的进步。报告了在室内和室外场景中对蓝牙低功耗(BLE)信号传播进行的详细分析,代表了即将进行的开发的起点。具体而言,我们的分析表明,信标之间的BLE干扰如何取决于信标之间的距离和发射功率,这为设计在Edge上执行的新优化策略提供了新的机遇。

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