基于可穿戴医疗传感器的系统设计综述

Arsalan Mosenia;Susmita Sur-Kolay;Anand Raghunathan;Niraj K. Jha
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引用次数: 107

摘要

可穿戴医疗传感器(WMS)越来越受到科学界和行业的关注。在传感、无线通信和机器学习技术进步的推动下,基于WMS的系统已经开始改变我们的日常生活。尽管WMS最初是为了实现持续健康监测的低成本解决方案而开发的,但基于WMS的系统的应用范围现在远远超出了医疗保健。一些研究工作已经提出在不同的应用领域使用这种系统,例如教育、人机交互和安全。尽管在过去几年中,此类研究的数量急剧增长,但与它们的设计、开发和实施相关的潜在挑战既没有得到充分研究,也没有得到充分认识。本文讨论了基于WMS开发的各种服务、应用程序和系统,并阐明了它们的设计目标和挑战。我们首先提供WMS的简要历史,并讨论其市场是如何增长的。然后,我们讨论了基于WMS的系统的应用范围。接下来,我们将描述一个典型的基于WMS的系统的体系结构、构成该系统的组件及其局限性。之后,我们提出了一个基于WMS的系统应该满足的理想设计目标列表。最后,我们讨论了与WMS相关的各种研究方向,以及先前的研究如何试图解决基于WMS的系统中使用的组件的局限性,并满足理想的设计目标。
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Wearable Medical Sensor-Based System Design: A Survey
Wearable medical sensors (WMSs) are garnering ever-increasing attention from both the scientific community and the industry. Driven by technological advances in sensing, wireless communication, and machine learning, WMS-based systems have begun transforming our daily lives. Although WMSswere initially developed to enable low-cost solutions for continuous health monitoring, the applications of WMS-based systems now range far beyond health care. Several research efforts have proposed the use of such systems in diverse application domains, e.g., education, human-computer interaction, and security. Even though the number of such research studies has grown drastically in the last few years, the potential challenges associated with their design, development, and implementation are neither well-studied nor well-recognized. This article discusses various services, applications, and systems that have been developed based on WMSs and sheds light on their design goals and challenges. We first provide a brief history of WMSs and discuss how their market is growing. We then discuss the scope of applications of WMS-based systems. Next, we describe the architecture of a typical WMS-based system and the components that constitute such a system, and their limitations. Thereafter, we suggest a list of desirable design goals that WMS-based systems should satisfy. Finally, we discuss various research directions related to WMSs and how previous research studies have attempted to address the limitations of the components used in WMS-based systems and satisfy the desirable design goals.
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