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A Smart Body Area Network for Diabetes Management

机译:用于糖尿病管理的智能体域网

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Smart Body Area Networks (SBAN), which utilize data fusion, machine learning and data mining, of sensor derived data, provide increased functionality and capability for more persuasive healthcare. In the area of diabetes diagnosis and treatment body area networks have been proposed for glucose monitoring while dedicated telemedicine systems for the monitoring of artificial pancreas-related clinical trials as well as home use have also been developed. An SBAN platform that allows the seamless addition of diabetes-based physiological monitoring approaches and treatment capability is proposed here for the continuous time monitoring and management of diabetes. In addition to glucose monitoring hypoglycaemia prediction as well as the influence of daily changes in the subject's insulin sensitivity on glucose regulation are also considered within the context of either self-management or automatic glucose control. Because cardiovascular disease (CVD) is a major risk factor for both type 1 and 2 diabetic subjects the inclusion of an ECG monitoring system, is also integrated within the SBAN. Though self-management of Diabetes is supported by the SBAN the ultimate aim is to provide fully automated diabetes management, and CVD monitoring via the incorporation of an artificial pancreas device and real-time ECG classification.
机译:利用传感器衍生数据的数据融合,机器学习和数据挖掘的智能人体局域网(SBAN),为更具说服力的医疗保健提供了增强的功能和能力。在糖尿病的诊断和治疗领域中,已经提出了用于监测葡萄糖的身体区域网络,同时还已经开发了用于监测人造胰腺相关的临床试验以及家庭使用的专用远程医疗系统。在此,提出了一个SBAN平台,该平台可无缝添加基于糖尿病的生理监测方法和治疗能力,以进行糖尿病的连续时间监测和管理。除了血糖监测外,还应在自我管理或自动血糖控制的背景下考虑低血糖预测以及受试者胰岛素敏感性的每日变化对血糖调节的影响。由于心血管疾病(CVD)是1型和2型糖尿病患者的主要危险因素,因此在SBAN中也集成了ECG监测系统。尽管SBAN支持糖尿病的自我管理,但最终目的是通过结合人工胰腺装置和实时ECG分类来提供全自动糖尿病管理和CVD监测。

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