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可穿戴技术在皮肤电和心脏活动测量中的应用:Fitbit Sense、Empatica E4 和 Shimmer GSR3 的比较

Wearable Technologies for Electrodermal and Cardiac Activity Measurements: A Comparison between Fitbit Sense, Empatica E4 and Shimmer GSR3.

机构信息

Department of Computer, Control, and Management Engineering, Sapienza University of Rome, 00185 Rome, Italy.

BrainSigns Srl, 00198 Rome, Italy.

出版信息

Sensors (Basel). 2023 Jun 23;23(13):5847. doi: 10.3390/s23135847.

Abstract

The capability of measuring specific neurophysiological and autonomic parameters plays a crucial role in the objective evaluation of a human's mental and emotional states. These human aspects are commonly known in the scientific literature to be involved in a wide range of processes, such as stress and arousal. These aspects represent a relevant factor especially in real and operational environments. Neurophysiological autonomic parameters, such as Electrodermal Activity (EDA) and Photoplethysmographic data (PPG), have been usually investigated through research-graded devices, therefore resulting in a high degree of invasiveness, which could negatively interfere with the monitored user's activity. For such a reason, in the last decade, recent consumer-grade wearable devices, usually designed for fitness-tracking purposes, are receiving increasing attention from the scientific community, and are characterized by a higher comfort, ease of use and, therefore, by a higher compatibility with daily-life environments. The present preliminary study was aimed at assessing the reliability of a consumer wearable device, i.e., the Fitbit Sense, with respect to a research-graded wearable, i.e., the Empatica E4 wristband, and a laboratory device, i.e., the Shimmer GSR3+. EDA and PPG data were collected among 12 participants while they performed multiple resting conditions. The results demonstrated that the EDA- and PPG-derived features computed through the wearable and research devices were positively and significantly correlated, while the reliability of the consumer device was significantly lower.

摘要

测量特定神经生理和自主参数的能力在客观评估人类的心理和情绪状态方面起着至关重要的作用。这些人类方面在科学文献中通常被认为涉及广泛的过程,如应激和唤醒。这些方面在真实和操作环境中是一个相关的因素。神经生理自主参数,如皮肤电活动 (EDA) 和光体积描记数据 (PPG),通常通过研究级设备进行研究,因此具有高度的侵入性,这可能会对被监测用户的活动产生负面影响。出于这个原因,在过去的十年中,最近的消费者级可穿戴设备,通常用于健身追踪目的,受到科学界越来越多的关注,其特点是更高的舒适度、易用性,因此与日常生活环境的兼容性更高。本初步研究旨在评估一款消费者可穿戴设备(即 Fitbit Sense)相对于研究级可穿戴设备(即 Empatica E4 腕带)和实验室设备(即 Shimmer GSR3+)的可靠性。在 12 名参与者进行多项休息状态时,同时收集 EDA 和 PPG 数据。结果表明,通过可穿戴设备和研究设备计算得出的 EDA 和 PPG 衍生特征呈正显著相关,而消费者设备的可靠性显著较低。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8c19/10346781/140acb8752cb/sensors-23-05847-g001.jpg

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