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LoRa Network Planning: Gateway Placement and Device Configuration

机译:LoRa网络规划:网关放置和设备配置

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LoRa is a leading Low-Power Wide-Area Network technology for IoT applications that require communication over long distances at low power. While there exist several studies on the performance, scalability and security of LoRa networks, the important problem of how to efficiently plan and deploy LoRa networks has not received much attention so far. In this work, we address this problem, which consists of the joint problems of gateway placement, spreading factor assignment, and power allocation. We formulate the problem as a mixed-integer non-linear optimization problem, which can be solved only for small networks. By systematically analyzing the structural properties of the optimal problem, specifically on regularly-structured networks, we develop an approximate algorithm for planning large-scale LoRa networks efficiently. Simulation results are provided to show the behavior and performance of our algorithm in different network scenarios. We have also compared our algorithm with the commonly used ADR algorithm, which shows 15% and 20% improvement in average throughput and energy efficiency of the network, respectively.
机译:LoRa是一种领先的低功耗广域网技术,适用于需要以低功耗进行长距离通信的物联网应用。尽管对LoRa网络的性能,可伸缩性和安全性进行了一些研究,但是到目前为止,如何有效规划和部署LoRa网络这一重要问题尚未引起人们的广泛关注。在这项工作中,我们解决了这个问题,其中包括网关放置,扩频因子分配和功率分配的联合问题。我们将该问题表述为混合整数非线性优化问题,该问题只能在小型网络中解决。通过系统地分析最优问题的结构特性,特别是在规则结构的网络上,我们开发了一种近似算法,可以有效地规划大规模LoRa网络。仿真结果显示了我们算法在不同网络场景下的行为和性能。我们还将算法与常用的ADR算法进行了比较,后者分别显示出网络平均吞吐量和能效分别提高了15%和20%。

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