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AsthmaGuide: an asthma monitoring and advice ecosystem

机译:哮喘指南:哮喘监测和建议生态系统

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Recently, there has been an increased use of wireless sensor networks and embedded systems in the medical sector. Healthcare providers are now attempting to use these devices to monitor patients in a more accurate and automated way. This would permit healthcare providers to have up-todate patient information without physical interaction, allowing for more accurate diagnoses and better treatment. One group of patients that can greatly benefit from this kind of daily monitoring is asthma patients. Healthcare providers need daily information in order to understand the current risk factors for asthma patients and to provide appropriate advice. It is not only important to monitor patients' lung health, but also to monitor other physiological parameters, environmental factors, medication, and subjective feelings. We develop a smartphone, sensor rich, and cloud based asthma system called AsthmaGuide, in which a smartphone is used as a hub for collecting comprehensive information. The data, including data over time, is then displayed in a cloud web application for both patients and healthcare providers to view. AsthmaGuide also provides an advice and alarm infrastructure based on the collected data and parameters set by healthcare providers. With these components, AsthmaGuide provides a comprehensive ecosystem that allows patients to be involved in their own health and also allows doctors to provide more effective day-today care. Using real asthma patient wheezing sounds, we also develop two different types of classification approaches and show that one is 96% accurate, the second is 98.6% accurate and both outperform the state of art which is 87% accurate at automatically detecting wheezing. AsthmaGuide has both English and Korean language implementations.
机译:最近,在医疗领域越来越多地使用无线传感器网络和嵌入式系统。医疗保健提供者现在正在尝试使用这些设备以更准确和自动化的方式监视患者。这将使医疗保健提供者无需物理干预即可获取最新的患者信息,从而可以进行更准确的诊断和更好的治疗。可以从这种日常监测中大大受益的一组患者是哮喘患者。医疗保健提供者需要日常信息,以了解当前哮喘患者的危险因素并提供适当的建议。监视患者的肺部健康不仅很重要,而且监视其他生理参数,环境因素,药物和主观感觉也很重要。我们开发了名为AsthmaGuide的智能手机,传感器丰富和基于云的哮喘系统,该系统将智能手机用作收集全面信息的枢纽。然后,包括随时间推移的数据在内的数据将显示在云Web应用程序中,以供患者和医疗保健提供者查看。 AsthmaGuide还根据医疗保健提供者收集的数据和参数提供建议和警报基础结构。通过这些组件,AthmaGuide提供了一个全面的生态系统,使患者可以参与自己的健康状况,还可以让医生提供更有效的日常护理。使用真实的哮喘患者的喘鸣声,我们还开发了两种不同类型的分类方法,结果显示一种准确度为96%,第二种准确度为98.6%,并且在自动检测喘息方面均优于现有技术,准确度为87%。 AsthmaGuide具有英语和韩语两种实现方式。

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