首页|An artificial intelligence diabetes management architecture based on 5G

An artificial intelligence diabetes management architecture based on 5G

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Along with the development of 5G network and Internet of Things technologies,there has been an explosion in personalized healthcare systems.When the 5G and Artificial Intelligence(AI)is introduced into diabetes man-agement architecture,it can increase the efficiency of existing systems and complications of diabetes can be handled more effectively by taking advantage of 5G.In this article,we propose a 5G-based Artificial Intelligence Diabetes Management architecture(AIDM),which can help physicians and patients to manage both acute com-plications and chronic complications.The AIDM contains five layers:the sensing layer,the transmission layer,the storage layer,the computing layer,and the application layer.We build a test bed for the transmission and application layers.Specifically,we apply a delay-aware RA optimization based on a double-queue model to improve access efficiency in smart hospital wards in the transmission layer.In application layer,we build a prediction model using a deep forest algorithm.Results on real-world data show that our AIDM can enhance the efficiency of diabetes management and improve the screening rate of diabetes as well.

Diabetes5GArtificial intelligenceDeep forestSmart hospital ward

Ruochen Huang、Wei Feng、Shan Lu、Tao shan、Changwei Zhang、Yun Liu

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Department of Information,The First Affiliated Hospital of Nanjing Medical University,Nanjing,210096,China

Department of Medical Informatics,School of Biomedical Engineering and Informatics,Nanjing Medical University,Nanjing,211166,China

Department of Outpatient,The First Affiliated Hospital of Nanjing Medical University,Nanjing,210096,China

Jiangsu Key Laboratory of Wireless Communications,Nanjing University of Posts and Telecommunications,Nanjing,210003,China

Department of Geriatrics,The First Affiliated Hospital of Nanjing Medical University,Nanjing,210096,China

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industry prospecting and common key technology key projects of Jiangsu Province Science and Technology DepartmentSpecial guidance funds for service industry of Jiangsu Province Development and Reform Commissionbig data industry development pilot demonstration project of Ministry of Industry and Information Technology of Chinabig data industry development pilot demonstration project of Ministry of Industry and Information Technology of ChinaIndustrial and Information Industry Transformation and Upgrading Guiding Fund of Jiangsu Economy and Information Technology Research Project of Jiangsu Province Sciencesfound of Jiangsu Engineering Research Center of Jiangsu Province Development and Reform Commissionfound of Jiangsu Digital Future Integration Innovation Center

BE2020721201910892019243202084201804192019-2020ZZWKT15202014602018498

2024

10.1016/j.dcan.2022.09.004

数字通信与网络(英文)

数字通信与网络(英文)

ISSN：
年,卷(期)：2024.10(1)
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