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Research challenges in computation, communication, and context awareness for ubiquitous healthcare

机译:普适医疗保健在计算,通信和上下文感知方面的研究挑战

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摘要

A new paradigm for ubiquitous healthcare characterized by pervasive continuous vital sign data collection, real-time processing of monitored data to derive meaningful physiological parameters, and context-aware data- and patient-centric decision making, is central to deliver personalized healthcare solutions to the elderly and the physically challenged. However, this new paradigm requires real-time processing of wirelessly collected vital signs using inherently complex physiological models and analysis of the processed information under context (e.g., location, ambient conditions, current physical activity) to extract knowledge about the health condition of patients. As the computational capabilities of biomedical sensor nodes are insufficient to run these models, this article presents an innovative resource provisioning framework that organizes and harnesses the computing capabilities of under-utilized electronic devices in the vicinity (e.g., laptops, tablets, PDAs, DVRs, medical terminals) in home and hospital settings. Novel wireless communication solutions for reliable vital sign transmission and algorithms for acquiring context awareness to support this framework are also discussed.
机译:以无处不在的连续生命体征数据收集,对监测数据的实时处理以得出有意义的生理参数以及以情境感知的数据和以患者为中心的决策制定为特征的无处不在的医疗保健新模式,对于向医疗机构提供个性化医疗保健解决方案至关重要老年人和身体残障人士。但是,这种新范例要求使用固有的复杂生理模型对无线收集的生命体征进行实时处理,并在上下文(例如位置,环境条件,当前身体活动)下分析处理后的信息,以提取有关患者健康状况的知识。由于生物医学传感器节点的计算能力不足以运行这些模型,因此,本文提出了一种创新的资源配置框架,该框架可组织和利用附近未充分利用的电子设备(例如,笔记本电脑,平板电脑,PDA,DVR,医疗终端)在家庭和医院中使用。还讨论了用于可靠生命体征传输的新型无线通信解决方案,以及用于获取上下文感知以支持该框架的算法。

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