A review of personalized blood glucose prediction strategies for T1DM patients

被引：177
作者：
Oviedo, Silvia [1 ]
Vehi, Josep [2 ]
Calm, Remei [2 ]
Armengol, Joaquim [2 ]
机构：
[1] Univ Girona, Inst Informat & Aplicac, Parc Cient & Tecnol, Girona 17003, Spain
[2] Univ Girona, Inst Informat & Aplicac, Campus Montilivi,Edifici P4, Girona 17071, Spain
来源：
INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN BIOMEDICAL ENGINEERING | 2017年 / 33卷 / 06期
关键词：
artificial pancreas; blood glucose prediction; data-driven BG prediction models; hybrid BG prediction models; physiological BG prediction models; predictive models; LOOP INSULIN DELIVERY; TYPE-1; DIABETES-MELLITUS; ARTIFICIAL PANCREAS; POSTPRANDIAL RESPONSE; MONITORING SENSORS; TIME PREDICTION; NEURAL-NETWORK; YOUNG-PEOPLE; IN-SILICO; HOME-USE;
D O I：
10.1002/cnm.2833
中图分类号：
R318 [生物医学工程];
学科分类号：
0831 ;
摘要：
This paper presents a methodological review of models for predicting blood glucose (BG) concentration, risks and BG events. The surveyed models are classified into three categories, and they are presented in summary tables containing the most relevant data regarding the experimental setup for fitting and testing each model as well as the input signals and the performance metrics. Each category exhibits trends that are presented and discussed. This document aims to be a compact guide to determine the modeling options that are currently being exploited for personalized BG prediction.
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页数：21
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共 139 条
  • [1] [Anonymous], 2015, IDF Diabetes Atlas, V7
  • [2] [Anonymous], 2012, IFAC P, DOI DOI 10.3182/20120829-3-HU-2029.00106
  • [3] Toward Closing the Loop: An Update on Insulin Pumps and Continuous Glucose Monitoring Systems
    Aye, Tandy
    Block, Jen
    Buckingham, Bruce
    [J]. ENDOCRINOLOGY AND METABOLISM CLINICS OF NORTH AMERICA, 2010, 39 (03) : 609 - +
  • [4] Balakrishnan NP, 2012, IEEE ENG MED BIO, P1250, DOI 10.1109/EMBC.2012.6346164
  • [5] Personalized mechanistic models for exercise, meal and insulin interventions in children and adolescents with type 1 diabetes
    Balakrishnan, Naviyn Prabhu
    Samavedham, Lakshminarayanan
    Rangaiah, Gade Pandu
    [J]. JOURNAL OF THEORETICAL BIOLOGY, 2014, 357 : 62 - 73
  • [6] Personalized Hybrid Models for Exercise, Meal, and Insulin Interventions in Type 1 Diabetic Children and Adolescents
    Balakrishnan, Naviyn Prabhu
    Samavedham, Lakshminarayanan
    Rangaiah, Gade Pandu
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2013, 52 (36) : 13020 - 13033
  • [7] Review and Analysis of Blood Glucose (BG) Models for Type 1 Diabetic Patients
    Balakrishnan, Naviyn Prabhu
    Rangaiah, Gade Pandu
    Samavedham, Lakshminarayanan
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2011, 50 (21) : 12041 - 12066
  • [8] Bellazzi Riccardo, 2009, J Diabetes Sci Technol, V3, P603
  • [9] Challenges and recent progress in the development of a closed-loop artificial pancreas
    Bequette, B. Wayne
    [J]. ANNUAL REVIEWS IN CONTROL, 2012, 36 (02) : 255 - 266
  • [10] QUANTITATIVE ESTIMATION OF INSULIN SENSITIVITY
    BERGMAN, RN
    IDER, YZ
    BOWDEN, CR
    COBELLI, C
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY, 1979, 236 (06): : E667 - E677
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