基于路由协议的新型数据传输,提高5G医疗物联网服务质量

Zahraa A. Jaaz, Inteasar Yaseen Khudhair, Hanaa M. Mushgil
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引用次数: 0

摘要

在改善人们健康方面,各种形式的智慧城市应用在智慧医疗领域得到了应用。医疗保健提供者越来越多地使用医疗物联网(IoMT)作为连接医疗保健系统、计算能力和健康监视器的环境,以提高服务质量(QoS)。智能医疗设备将数据传输到IoMT,这需要一个高效的解决方案。IoMT和5G网络的重要性要求开发和测试一种新的多跳增强基于集群的路由协议(MRCRP),以提高健康数据传输的QoS。簇头选择采用一种节能的方法来提高资源利用率。使用最小-最大归一化将原始数据转换为有意义的数据,以便进行更多的分析。利用主成分分析(PCA)提取相关特征。然后采用所提出的路由技术有效地传输数据。研究了该方法的性能指标,如延迟、吞吐量、能耗和丢包率,并与标准路由协议进行了比较分析。
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A Novel Routing Protocol-Based Data Transmission to Enhance the Quality of Service for Internet of Medical Things Using 5G
When it comes to improving people's health, various forms of smart city applications are put to use in the area of smart healthcare. Health care providers are increasingly using the internet of medical things (IoMT) as an environment of linked healthcare systems, computational capabilities, and health monitors to improve the quality of service (QoS). Smart healthcare devices transmit data to IoMT and it requires an efficient solution. IoMT's and 5G networks' importance necessitates the development and testing of a novel multi-hop reinforced clustering-based routing protocol (MRCRP) to improve health data transmission's QoS. Cluster head selection is carried out using an energy-efficient approach to enhance resource usage. Min-max normalization is used to transform original data into meaningful data for more analysis. Using principal component analysis (PCA), relevant features can be extracted. The proposed routing technique is then employed to effectively transmit the data. The suggested approach's performance measures, such as delay, throughput, energy consumption, and packet drop ratio are studied, as is a comparative analysis with standard routing protocols..
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