IBSync: Intra-body Synchronization of Wearable Devices Using Artificial ECG Landmarks

Florian Wolling, Cong Dat Huynh, Kristof Van Laerhoven
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引用次数: 5

Abstract

The synchronization of wearable devices in distributed, multi-device systems is a persistent challenge. Particularly machine learning approaches suffer from the devices’ inaccurate clock sources and unmatched time. While the online synchronization based on radio transmission is energy-intensive, offline approaches originated in activity recognition suffer from inaccurate motion patterns. In recent years, intra-body communication emerged as a promising technique that uses the human body as a limited and hence more efficient medium. Due to the absence of commercial platforms, applications are rare and underinvestigated. To boost their development and to enable the precise synchronization, we introduce IBSync and propose to repurpose the ECG sensor in commercial wearable devices to detect artificial signals induced into the skin. The short-time Fourier transform and Pearson’s normalized cross-correlation are used to detect, precisely locate, and assign synchronization landmarks within the measurements. Based on a total of 105 min of recordings, we evaluated the concept and demonstrate its general feasibility with a promising accuracy of 0.203 ± 1.633 samples (1.587 ± 12.755 ms) in typical proximity to the transmitter.
IBSync:使用人工心电地标的可穿戴设备的体内同步
分布式、多设备系统中可穿戴设备的同步是一个持久的挑战。特别是机器学习方法受到设备不准确的时钟源和不匹配的时间的影响。基于无线电传输的在线同步是能量密集型的,而源于活动识别的离线方法存在运动模式不准确的问题。近年来,体内通信作为一种有前途的技术出现了,它利用人体作为一个有限的、因此更有效的媒介。由于缺乏商业平台,应用程序很少,研究不足。为了促进其发展并实现精确同步,我们引入IBSync并建议将ECG传感器重新用于商用可穿戴设备,以检测诱导到皮肤的人工信号。短时傅里叶变换和皮尔逊归一化互相关被用来检测,精确定位,并在测量中分配同步标志。基于总共105分钟的记录,我们评估了这一概念,并证明了其总体可行性,在典型接近发射机的情况下,精度为0.203±1.633个样本(1.587±12.755 ms)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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