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Fog computing and IoT based healthcare support service for dengue fever

机译:基于雾计算和基于物联网的医疗保健支持服务,用于登革热

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Purpose - This paper has proposed a Fog architecture-based framework, which classifies dengue patients into uninfected, infected and severely infected using a data set built in 2010. The aim of this proposed framework is to developed a latency-aware system for classifying users into different categories based on their respective symptoms using Internet of Things (IoT) sensors and audio and video files. Design/methodology/approach - To achieve the aforesaid aim, a smart framework is proposed, which consist of three components, namely, IoT layer, Fog infrastructure and cloud computing. The latency of the system is reduced by using network devices located in the Fog infrastructure. Data generated by IoT layer will first be processed by Fog layer devices which are in closer proximity of the user. Raw data and data generated will later be stored on cloud infrastructure, from where it will be sent to different entities such as user, hospital, doctor and government healthcare agencies. Findings - Experimental evaluation proved the hypothesis that using the Fog infrastructure can achieve better response time for latency sensitive applications with the least effect on accuracy of the system Originality/value - The proposed Fog-based architecture can be used with IoT to directly link it with the Fog layer.
机译:目的-本文提出了一种基于Fog架构的框架,该框架使用2010年建立的数据集将登革热患者分为未感染,已感染和严重感染。该框架的目的是开发一种可将用户分类为延迟的系统使用物联网(IoT)传感器和音频和视频文件根据各自的症状区分不同的类别。设计/方法/方法-为了达到上述目的,提出了一种智能框架,该框架由物联网层,雾基础设施和云计算三个部分组成。通过使用位于Fog基础架构中的网络设备,可以减少系统的延迟。物联网层生成的数据将首先由用户附近的雾层设备处理。原始数据和生成的数据将稍后存储在云基础架构中,然后从那里将其发送到不同的实体,例如用户,医院,医生和政府医疗机构。发现-实验评估证明了以下假设:使用Fog基础架构可以对延迟敏感的应用程序实现更好的响应时间,而对系统准确性的影响最小。原始/值-所建议的基于Fog的体系结构可与IoT一起使用,以将其与雾层。

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