Cloud based intelligent system for delivering health care as a service
Cloud based intelligent system for delivering health care as a service
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DOI：
10.1016/j.cmpb.2013.09.013
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发表时间：
2014-01-01
影响因子：
6.1
通讯作者：
Chana, Inderveer
中科院分区：
文献类型：
--
作者：
Kaur, Pankaj Deep;Chana, Inderveer
云计算的巨大潜力及其与诸如移动的计算、无线网络、传感器技术等技术的融合允许创建和交付更新类型的云服务。在本文中，我们提倡使用云计算来创建和管理基于云的医疗保健服务。作为一个典型的案例研究，我们设计了一个基于云的智能医疗服务（CBIHCS），执行真实的时间监测用户的健康数据诊断慢性疾病，如糖尿病。先进的身体传感器组件用于收集用户特定的健康数据，并存储在基于云的存储库中，以供后续分析和分类。此外，基础设施级机制提出了CBIHCS提供动态资源弹性。实验结果表明，我们的原型系统实现了92.59%的分类准确率和预测的CPU使用模式提供了更好的机会，自适应资源弹性。(C)2013爱思唯尔爱尔兰有限公司版权所有。
The promising potential of cloud computing and its convergence with technologies such as mobile computing, wireless networks, sensor technologies allows for creation and delivery of newer type of cloud services. In this paper, we advocate the use of cloud computing for the creation and management of cloud based health care services. As a representative case study, we design a Cloud Based Intelligent Health Care Service (CBIHCS) that performs real time monitoring of user health data for diagnosis of chronic illness such as diabetes. Advance body sensor components are utilized to gather user specific health data and store in cloud based storage repositories for subsequent analysis and classification. In addition, infrastructure level mechanisms are proposed to provide dynamic resource elasticity for CBIHCS. Experimental results demonstrate that classification accuracy of 92.59% is achieved with our prototype system and the predicted patterns of CPU usage offer better opportunities for adaptive resource elasticity. (C) 2013 Elsevier Ireland Ltd. All rights reserved.