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AptBLE: Adaptive PHY Mode based on K-means Algorithm in Bluetooth5

机译:Aptble:基于Bluetooth5中的K-Means算法的自适应PHY模式

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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.
机译:由于2016年的Bluetooth5标准发布,因此其在商业电子产品中的使用量迅速且大幅增加。与BLE 4.2相比,Bluetooth5支持三种PHY模式,分别为2M,1M和编码的PHY模式,提供更高的吞吐量和更广泛的范围。而其吞吐量与覆盖范围之间存在权衡。建立连接时,PHY模式通常预先配置和固定。这种刚性设计限制了提供动态吞吐量和覆盖范围的灵活性。因此,我们提出了一种通过考虑所接收的信号强度指示符(RSSI)电平,自适应地在蓝牙5中切换PHY模式的方法。具体地,我们使用K-means聚类算法优化不同PHY模式的RSSI阈值。此外,基于APTBLE,我们进一步使数据长度扩展(DLE)特征和术语作为APTBLAGE的改进方法。我们在电路板上实施Aptble(m)并在室内环境中进行测试。实验结果表明,在吞吐量和传输范围内,Aptble更灵活,稳健,优于原始固定的PHY模式。此外,ATPT字可以三倍于Aptble,最大吞吐量值在1035kbps和42m范围内的室内环境中。

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