Novel Data Fusion Scheme of WBAN for Medical Monitoring,ERICDATA高等教育知識庫
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篇名
Novel Data Fusion Scheme of WBAN for Medical Monitoring
並列篇名
Novel Data Fusion Scheme of WBAN for Medical Monitoring
作者 Jian YanQingxu DengGuangjie Han Yuhan Lin
英文摘要
The aging of the global population and increasing incidence of chronic diseases have exacerbated social problems such as the shortage of medical resources and increased medical costs. There is a growing interest in medical monitoring services based on wireless body area network (WBAN). In WBAN, due to limitations on processing capacity, battery, and storage capacity of the sensors, it is difficult to guarantee the low-latency, highreliability requirements, and better user experience of medical monitoring services. Therefore, a novel data fusion method of WBAN for medical monitoring services is proposed in this study. According to the redundancy and complementarity of WBAN data collection in time or space, the proposed method realizes the fusion of single source and multisource data in time and space, which obtains a consistent interpretation and description of the measured object, as well as more effective collection results than a single sensor. Furthermore, to meet the requirements of real-time of medical monitoring services, a hierarchical data fusion model based on edge computing is proposed. In this model, to realize the load balance of the entire system and maximize system utility, different types of data fusion tasks are scheduled for execution on the sensor, sink node, or edge node. The simulation results show that the proposed method effectively improves the accuracy and reliability of WBAN data collection when the algorithm execution time is acceptable and meets the real-time requirements of medical monitoring services.
起訖頁 877-889
關鍵詞 WBANData fusionEdge computingMedical monitoring
刊名 網際網路技術學刊  
期數 202107 (22:4期)
出版單位 台灣學術網路管理委員會
DOI 10.53106/160792642021072204015  複製DOI
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