智能葡萄糖管理的数据支持学习和控制算法:最先进的状态

IF 7.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Deheng Cai , Wenjing Wu , Marzia Cescon , Wei Liu , Linong Ji , Dawei Shi
{"title":"智能葡萄糖管理的数据支持学习和控制算法:最先进的状态","authors":"Deheng Cai , Wenjing Wu , Marzia Cescon , Wei Liu , Linong Ji , Dawei Shi","doi":"10.1016/j.arcontrol.2023.100897","DOIUrl":null,"url":null,"abstract":"","PeriodicalId":50750,"journal":{"name":"Annual Reviews in Control","volume":null,"pages":null},"PeriodicalIF":7.3000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Data-enabled learning and control algorithms for intelligent glucose management: The state of the art\",\"authors\":\"Deheng Cai , Wenjing Wu , Marzia Cescon , Wei Liu , Linong Ji , Dawei Shi\",\"doi\":\"10.1016/j.arcontrol.2023.100897\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"\",\"PeriodicalId\":50750,\"journal\":{\"name\":\"Annual Reviews in Control\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":7.3000,\"publicationDate\":\"2023-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Annual Reviews in Control\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1367578823000615\",\"RegionNum\":2,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"AUTOMATION & CONTROL SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Annual Reviews in Control","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1367578823000615","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0

摘要

胰岛素外敷是糖尿病患者调节血糖的有效途径。每日多次注射(MDI)、传感器增强泵(SAP)和人工胰腺(AP)是胰岛素治疗中广泛采用的方法。随着连续血糖监测(CGM)传感器的日益普及,已经为MDI、SAP和AP开发了大量基于数据的学习和控制算法。在本文中,我们从系统和控制的角度,根据CGM数据或其他可用数据的反馈,对为MDI、SAP和AP开发的最先进的方法进行了系统审查。综述了为MDI、SAP和AP开发的传统学习和控制方法,包括运行到运行控制、比例-积分-微分控制、模糊逻辑控制和模型预测控制,以及对机器学习技术在MDI、SAP、AP中的作用的讨论。最后,讨论了算法体系结构设计的潜在未来方向,MDI、SAP和AP算法设计的统一控制框架,以及MDI、SAP、AP的实际应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Data-enabled learning and control algorithms for intelligent glucose management: The state of the art
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Annual Reviews in Control
Annual Reviews in Control 工程技术-自动化与控制系统
CiteScore
19.00
自引率
2.10%
发文量
53
审稿时长
36 days
期刊介绍: The field of Control is changing very fast now with technology-driven “societal grand challenges” and with the deployment of new digital technologies. The aim of Annual Reviews in Control is to provide comprehensive and visionary views of the field of Control, by publishing the following types of review articles: Survey Article: Review papers on main methodologies or technical advances adding considerable technical value to the state of the art. Note that papers which purely rely on mechanistic searches and lack comprehensive analysis providing a clear contribution to the field will be rejected. Vision Article: Cutting-edge and emerging topics with visionary perspective on the future of the field or how it will bridge multiple disciplines, and Tutorial research Article: Fundamental guides for future studies.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信