首页> 美国卫生研究院文献>Sensors (Basel Switzerland) >Advanced Necklace for Real-Time PPG Monitoring in Drivers
【2h】

Advanced Necklace for Real-Time PPG Monitoring in Drivers

机译:用于在驾驶员中实时监控 PPG 的 Advanced Necklace

代理获取
本网站仅为用户提供外文OA文献查询和代理获取服务,本网站没有原文。下单后我们将采用程序或人工为您竭诚获取高质量的原文,但由于OA文献来源多样且变更频繁,仍可能出现获取不到、文献不完整或与标题不符等情况,如果获取不到我们将提供退款服务。请知悉。

摘要

Monitoring heart rate (HR) through photoplethysmography (PPG) signals is a challenging task due to the complexities involved, even during routine daily activities. These signals can indeed be heavily contaminated by significant motion artifacts resulting from the subjects’ movements, which can lead to inaccurate heart rate estimations. In this paper, our objective is to present an innovative necklace sensor that employs low-computational-cost algorithms for heart rate estimation in individuals performing non-abrupt movements, specifically drivers. Our solution facilitates the acquisition of signals with limited motion artifacts and provides acceptable heart rate estimations at a low computational cost. More specifically, we propose a wearable sensor necklace for assessing a driver’s well-being by providing information about the driver’s physiological condition and potential stress indicators through HR data. This innovative necklace enables real-time HR monitoring within a sleek and ergonomic design, facilitating seamless and continuous data gathering while driving. Prioritizing user comfort, the necklace’s design ensures ease of wear, allowing for extended use without disrupting driving activities. The collected physiological data can be transmitted wirelessly to a mobile application for instant analysis and visualization. To evaluate the sensor’s performance, two algorithms for estimating the HR from PPG signals are implemented in a microcontroller: a modified version of the mountaineer’s algorithm and a sliding discrete Fourier transform. The goal of these algorithms is to detect meaningful peaks corresponding to each heartbeat by using signal processing techniques to remove noise and motion artifacts. The developed design is validated through experiments conducted in a simulated driving environment in our lab, during which drivers wore the sensor necklace. These experiments demonstrate the reliability of the wearable sensor necklace in capturing dynamic changes in HR levels associated with driving-induced stress. The algorithms integrated into the sensor are optimized for low computational cost and effectively remove motion artifacts that occur when users move their heads.
机译:由于涉及的复杂性,通过光电容积脉搏波 (PPG) 信号监测心率 (HR) 是一项具有挑战性的任务,即使在日常活动中也是如此。这些信号确实会受到受试者运动导致的重大运动伪影的严重污染,从而导致心率估计不准确。在本文中,我们的目标是提出一种创新的项链传感器,它采用低计算成本的算法来估计执行非突然运动的个体(特别是驾驶员)的心率。我们的解决方案有助于采集具有有限运动伪影的信号,并以较低的计算成本提供可接受的心率估计。更具体地说,我们提出了一种可穿戴传感器项链,通过心率数据提供有关驾驶员生理状况和潜在压力指标的信息,从而评估驾驶员的健康状况。这款创新的项链采用时尚且符合人体工程学的设计,可实现实时心率监测,有助于在驾驶时无缝、连续地收集数据。这款项链的设计优先考虑用户的舒适度,确保易于佩戴,可在不干扰驾驶活动的情况下长时间使用。收集的生理数据可以无线传输到移动应用程序,以进行即时分析和可视化。为了评估传感器的性能,在微控制器中实现了两种从 PPG 信号估计 HR 的算法:登山者算法的修改版本和滑动离散傅里叶变换。这些算法的目标是通过使用信号处理技术来去除噪声和运动伪影,从而检测与每个检测信号对应的有意义的峰值。开发的设计通过我们实验室在模拟驾驶环境中进行的实验得到验证,在此期间,驾驶员佩戴传感器项链。这些实验证明了可穿戴传感器项链在捕捉与驾驶引起的压力相关的 HR 水平动态变化方面的可靠性。集成到传感器中的算法经过优化,计算成本低,可有效消除用户移动头部时出现的运动伪影。

著录项

代理获取

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号