AptBLE:蓝牙5中基于K-means算法的自适应PHY模式

Xuan Luo, Mingyuan Zang, Ying Yan, L. Dittmann
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引用次数: 0

摘要

自2016年蓝牙5标准发布以来,其在商业电子产品中的使用量迅速大幅增加。与BLE 4.2相比,Bluetooth5支持三种PHY模式,分别是2M、1M和Coded PHY模式,提供更高的吞吐量和更宽的范围。然而,在它的吞吐量和覆盖范围之间存在权衡。在连接建立时,PHY模式通常是预先配置和固定的。这种严格的设计限制了提供动态吞吐量和覆盖范围的灵活性。因此,我们提出了一种称为AptBLE的方法,该方法通过考虑接收信号强度指示器(RSSI)水平自适应地切换蓝牙5中的PHY模式。具体来说,我们使用K-means聚类算法优化了不同PHY模式的RSSI阈值。此外,在AptBLE的基础上,进一步启用了数据长度扩展(DLE)特性,并将改进后的方法命名为AptBLEM。我们在电路板上实现了able (M),并在室内环境中进行了测试。实验结果表明,在吞吐量和传输范围方面,aptable具有更强的灵活性和鲁棒性,优于原有的固定PHY模式。此外,AptBLEM的吞吐量是AptBLE的三倍,最大吞吐量为1035Kbps,室内环境下的传输距离为42m。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
AptBLE: Adaptive PHY Mode based on K-means Algorithm in Bluetooth5
Since Bluetooth5 standard released in 2016, its usage in commercial electronic products has been increased rapidly and substantially. Comparing to BLE 4.2, Bluetooth5 supports three PHY modes, respectively 2M, 1M and Coded PHY mode, providing a higher throughput and a wider range. Whereas there is a trade-off between its throughput and coverage. When the connection is established, the PHY mode is commonly pre-configured and fixed. This rigid design limits the flexibility in offering dynamic throughput and coverage. Therefore, we propose a method termed AptBLE, that switches the PHY mode in Bluetooth5 adaptively by considering the Received Signal Strength Indicator (RSSI) level. Specifically, we optimise the RSSI threshold for different PHY modes using the K-means clustering algorithm. Moreover, based on AptBLE, we further enable the Data Length Extension (DLE) feature and term the improved method as AptBLEM. We implement AptBLE (M) on the boards and test in indoor environment. The experimental results show that, AptBLE is more flexible, robust and outperforms the original fixed PHY mode in terms of throughput and transmission range. Furthermore, AptBLEM can triple the throughput than AptBLE, with a maximum throughput value in 1035Kbps and 42m range in indoor environment.
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