AU2014205120B2 - Model-based personalization scheme of an artificial pancreas for type I diabetes applications - Google Patents

Model-based personalization scheme of an artificial pancreas for type I diabetes applications Download PDF

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Publication number
AU2014205120B2
AU2014205120B2 AU2014205120A AU2014205120A AU2014205120B2 AU 2014205120 B2 AU2014205120 B2 AU 2014205120B2 AU 2014205120 A AU2014205120 A AU 2014205120A AU 2014205120 A AU2014205120 A AU 2014205120A AU 2014205120 B2 AU2014205120 B2 AU 2014205120B2
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Australia
Prior art keywords
controller
insulin
subject
model
basal
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AU2014205120A
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AU2014205120A1 (en
Inventor
Francis J. Doyle Iii
Dassau EYAL
Joon Book LEE
Dale E. Seborg
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University of California San Diego UCSD
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University of California
University of California San Diego UCSD
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    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61MDEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
    • A61M5/00Devices for bringing media into the body in a subcutaneous, intra-vascular or intramuscular way; Accessories therefor, e.g. filling or cleaning devices, arm-rests
    • A61M5/14Infusion devices, e.g. infusing by gravity; Blood infusion; Accessories therefor
    • A61M5/168Means for controlling media flow to the body or for metering media to the body, e.g. drip meters, counters ; Monitoring media flow to the body
    • A61M5/172Means for controlling media flow to the body or for metering media to the body, e.g. drip meters, counters ; Monitoring media flow to the body electrical or electronic
    • A61M5/1723Means for controlling media flow to the body or for metering media to the body, e.g. drip meters, counters ; Monitoring media flow to the body electrical or electronic using feedback of body parameters, e.g. blood-sugar, pressure
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61FFILTERS IMPLANTABLE INTO BLOOD VESSELS; PROSTHESES; DEVICES PROVIDING PATENCY TO, OR PREVENTING COLLAPSING OF, TUBULAR STRUCTURES OF THE BODY, e.g. STENTS; ORTHOPAEDIC, NURSING OR CONTRACEPTIVE DEVICES; FOMENTATION; TREATMENT OR PROTECTION OF EYES OR EARS; BANDAGES, DRESSINGS OR ABSORBENT PADS; FIRST-AID KITS
    • A61F2/00Filters implantable into blood vessels; Prostheses, i.e. artificial substitutes or replacements for parts of the body; Appliances for connecting them with the body; Devices providing patency to, or preventing collapsing of, tubular structures of the body, e.g. stents
    • A61F2/02Prostheses implantable into the body
    • A61F2/022Artificial gland structures using bioreactors
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61MDEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
    • A61M5/00Devices for bringing media into the body in a subcutaneous, intra-vascular or intramuscular way; Accessories therefor, e.g. filling or cleaning devices, arm-rests
    • A61M5/14Infusion devices, e.g. infusing by gravity; Blood infusion; Accessories therefor
    • A61M5/168Means for controlling media flow to the body or for metering media to the body, e.g. drip meters, counters ; Monitoring media flow to the body
    • A61M5/172Means for controlling media flow to the body or for metering media to the body, e.g. drip meters, counters ; Monitoring media flow to the body electrical or electronic
    • A61M5/1723Means for controlling media flow to the body or for metering media to the body, e.g. drip meters, counters ; Monitoring media flow to the body electrical or electronic using feedback of body parameters, e.g. blood-sugar, pressure
    • A61M2005/1726Means for controlling media flow to the body or for metering media to the body, e.g. drip meters, counters ; Monitoring media flow to the body electrical or electronic using feedback of body parameters, e.g. blood-sugar, pressure the body parameters being measured at, or proximate to, the infusion site
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61MDEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
    • A61M2205/00General characteristics of the apparatus
    • A61M2205/50General characteristics of the apparatus with microprocessors or computers
    • A61M2205/52General characteristics of the apparatus with microprocessors or computers with memories providing a history of measured variating parameters of apparatus or patient

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  • Health & Medical Sciences (AREA)
  • Transplantation (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Public Health (AREA)
  • Engineering & Computer Science (AREA)
  • Biomedical Technology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Vascular Medicine (AREA)
  • Veterinary Medicine (AREA)
  • Animal Behavior & Ethology (AREA)
  • General Health & Medical Sciences (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Cardiology (AREA)
  • Diabetes (AREA)
  • Anesthesiology (AREA)
  • Hematology (AREA)
  • External Artificial Organs (AREA)
  • Infusion, Injection, And Reservoir Apparatuses (AREA)
  • Medicines That Contain Protein Lipid Enzymes And Other Medicines (AREA)
AU2014205120A 2013-01-14 2014-01-13 Model-based personalization scheme of an artificial pancreas for type I diabetes applications Active AU2014205120B2 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201361751941P 2013-01-14 2013-01-14
US61/751,941 2013-01-14
PCT/US2014/011360 WO2014110538A1 (en) 2013-01-14 2014-01-13 Model-based personalization scheme of an artificial pancreas for type i diabetes applications

Publications (2)

Publication Number Publication Date
AU2014205120A1 AU2014205120A1 (en) 2015-07-23
AU2014205120B2 true AU2014205120B2 (en) 2019-10-17

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AU2014205120A Active AU2014205120B2 (en) 2013-01-14 2014-01-13 Model-based personalization scheme of an artificial pancreas for type I diabetes applications

Country Status (7)

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US (4) US10413664B2 (https=)
EP (1) EP2943149B1 (https=)
JP (2) JP2016506775A (https=)
KR (1) KR102211352B1 (https=)
AU (1) AU2014205120B2 (https=)
CA (1) CA2897189C (https=)
WO (2) WO2014109898A1 (https=)

Families Citing this family (70)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8417311B2 (en) 2008-09-12 2013-04-09 Optiscan Biomedical Corporation Fluid component analysis system and method for glucose monitoring and control
WO2009049252A1 (en) 2007-10-10 2009-04-16 Optiscan Biomedical Corporation Fluid component analysis system and method for glucose monitoring and control
US7959598B2 (en) 2008-08-20 2011-06-14 Asante Solutions, Inc. Infusion pump systems and methods
US9292010B2 (en) * 2012-11-05 2016-03-22 Rockwell Automation Technologies, Inc. Online integration of model-based optimization and model-less control
WO2014109898A1 (en) * 2013-01-14 2014-07-17 The Regents Of University Of California Model-based personalization scheme of an artificial pancreas for type i diabetes applications
US9561324B2 (en) 2013-07-19 2017-02-07 Bigfoot Biomedical, Inc. Infusion pump system and method
GB2523989B (en) 2014-01-30 2020-07-29 Insulet Netherlands B V Therapeutic product delivery system and method of pairing
CN104749954B (zh) * 2015-02-08 2017-04-12 北京化工大学 基于内模控制策略的智能灰箱控制系统装置及控制方法
CN111905188B (zh) 2015-02-18 2022-07-22 英赛罗公司 流体输送和输注装置及其使用方法
US10275573B2 (en) 2016-01-13 2019-04-30 Bigfoot Biomedical, Inc. User interface for diabetes management system
US10806859B2 (en) 2016-01-14 2020-10-20 Bigfoot Biomedical, Inc. Adjusting insulin delivery rates
HK1256995A1 (zh) 2016-01-14 2019-10-11 Bigfoot Biomedical, Inc. 药物输送设备、系统和方法中的阻塞解决方案
US12383166B2 (en) 2016-05-23 2025-08-12 Insulet Corporation Insulin delivery system and methods with risk-based set points
WO2018058041A1 (en) 2016-09-23 2018-03-29 Insulet Corporation Fluid delivery device with sensor
CA3037432A1 (en) 2016-12-12 2018-06-21 Bigfoot Biomedical, Inc. Alarms and alerts for medication delivery devices and related systems and methods
US10500334B2 (en) 2017-01-13 2019-12-10 Bigfoot Biomedical, Inc. System and method for adjusting insulin delivery
US10758675B2 (en) 2017-01-13 2020-09-01 Bigfoot Biomedical, Inc. System and method for adjusting insulin delivery
US10881793B2 (en) 2017-01-13 2021-01-05 Bigfoot Biomedical, Inc. System and method for adjusting insulin delivery
EP3568860B1 (en) 2017-01-13 2025-12-10 Insulet Corporation Insulin delivery methods, systems and devices
US10583250B2 (en) 2017-01-13 2020-03-10 Bigfoot Biomedical, Inc. System and method for adjusting insulin delivery
EP4708311A2 (en) 2017-01-13 2026-03-11 Insulet Corporation Insulin delivery methods, systems and devices
EP3398558A1 (en) 2017-05-02 2018-11-07 Carlo Andretta In body perfusion system
CA3198598A1 (en) 2017-05-05 2018-11-08 Eli Lilly And Company Closed loop control of physiological glucose
EP3438858A1 (en) 2017-08-02 2019-02-06 Diabeloop Closed-loop blood glucose control systems and methods
WO2019125932A1 (en) 2017-12-21 2019-06-27 Eli Lilly And Company Closed loop control of physiological glucose
USD928199S1 (en) 2018-04-02 2021-08-17 Bigfoot Biomedical, Inc. Medication delivery device with icons
EP3788628B1 (en) 2018-05-04 2024-12-11 Insulet Corporation Safety constraints for a control algorithm-based drug delivery system
US12562251B1 (en) 2018-05-09 2026-02-24 Bigfoot Biomedical, Inc. Computing architecture for assuring the provenance of medication therapy related parameters, and related systems, methods and devices
CN112313754A (zh) 2018-06-22 2021-02-02 伊莱利利公司 胰岛素和普兰林肽输送系统、方法和设备
US11147922B2 (en) * 2018-07-13 2021-10-19 Iowa State University Research Foundation, Inc. Feedback predictive control approach for processes with time delay in the manipulated variable
CN109116738B (zh) * 2018-09-27 2021-04-13 杭州电子科技大学 一种工业加热炉的二自由度内模控制分析方法
US11628251B2 (en) 2018-09-28 2023-04-18 Insulet Corporation Activity mode for artificial pancreas system
EP3864668A1 (en) 2018-10-11 2021-08-18 Insulet Corporation Event detection for drug delivery system
USD920343S1 (en) 2019-01-09 2021-05-25 Bigfoot Biomedical, Inc. Display screen or portion thereof with graphical user interface associated with insulin delivery
KR102788429B1 (ko) 2019-05-02 2025-03-27 삼성전자주식회사 개인화된 생체 정보 보정 장치 및 방법
US11801344B2 (en) 2019-09-13 2023-10-31 Insulet Corporation Blood glucose rate of change modulation of meal and correction insulin bolus quantity
US11935637B2 (en) 2019-09-27 2024-03-19 Insulet Corporation Onboarding and total daily insulin adaptivity
WO2021113647A1 (en) 2019-12-06 2021-06-10 Insulet Corporation Techniques and devices providing adaptivity and personalization in diabetes treatment
US11833329B2 (en) 2019-12-20 2023-12-05 Insulet Corporation Techniques for improved automatic drug delivery performance using delivery tendencies from past delivery history and use patterns
JP7512395B2 (ja) 2020-01-06 2024-07-08 インスレット コーポレイション 持続する残差に基づく食事および/または運動行為の予測
US12370307B2 (en) 2020-02-03 2025-07-29 Insulet Corporation Use of fuzzy logic in predicting user behavior affecting blood glucose concentration in a closed loop control system of an automated insulin delivery device
US11551802B2 (en) 2020-02-11 2023-01-10 Insulet Corporation Early meal detection and calorie intake detection
US11547800B2 (en) 2020-02-12 2023-01-10 Insulet Corporation User parameter dependent cost function for personalized reduction of hypoglycemia and/or hyperglycemia in a closed loop artificial pancreas system
US11986630B2 (en) 2020-02-12 2024-05-21 Insulet Corporation Dual hormone delivery system for reducing impending hypoglycemia and/or hyperglycemia risk
US11324889B2 (en) 2020-02-14 2022-05-10 Insulet Corporation Compensation for missing readings from a glucose monitor in an automated insulin delivery system
US12495994B2 (en) 2020-02-20 2025-12-16 Insulet Corporation Meal bolus subcategories in model based insulin therapy
US11607493B2 (en) 2020-04-06 2023-03-21 Insulet Corporation Initial total daily insulin setting for user onboarding
WO2022020197A1 (en) 2020-07-22 2022-01-27 Insulet Corporation Open-loop insulin delivery basal parameters based on insulin delivery records
US11684716B2 (en) 2020-07-31 2023-06-27 Insulet Corporation Techniques to reduce risk of occlusions in drug delivery systems
US12569619B2 (en) 2020-09-21 2026-03-10 Insulet Corporation Techniques for determining automated insulin delivery dosages
WO2022072332A1 (en) 2020-09-30 2022-04-07 Insulet Corporation Drug delivery device with integrated optical-based glucose monitor
EP4221588A1 (en) 2020-09-30 2023-08-09 Insulet Corporation Secure wireless communications between a glucose monitor and other devices
CN112398401B (zh) * 2020-10-29 2022-03-29 上海大学 一种基于参数失配的低开关频率多步模型预测控制方法
US11160925B1 (en) 2021-01-29 2021-11-02 Insulet Corporation Automatic drug delivery system for delivery of a GLP-1 therapeutic
EP4305636A1 (en) 2021-03-10 2024-01-17 Insulet Corporation A medicament delivery device with an adjustable and piecewise analyte level cost component to address persistent positive analyte level excursions
US11904140B2 (en) 2021-03-10 2024-02-20 Insulet Corporation Adaptable asymmetric medicament cost component in a control system for medicament delivery
US20220331520A1 (en) * 2021-04-20 2022-10-20 Insulet Corporation Automatic drug delivery system for individuals with type-2 diabetes
US12592306B2 (en) 2021-04-28 2026-03-31 Insulet Corporation Devices and methods for initialization of drug delivery devices using measured analyte sensor information
US20220351820A1 (en) * 2021-05-01 2022-11-03 Christopher Richard Wilson Method for determining glucose-dependent insulin sensitivity factors
US12496398B2 (en) 2021-05-28 2025-12-16 Insulet Corporation Threshold based automatic glucose control response
US12406760B2 (en) 2021-06-07 2025-09-02 Insulet Corporation Exercise safety prediction based on physiological conditions
US12514980B2 (en) 2021-06-30 2026-01-06 Insulet Corporation Adjustment of medicament delivery by a medicament delivery device based on menstrual cycle phase
US12521486B2 (en) 2021-07-16 2026-01-13 Insulet Corporation Method for modification of insulin delivery during pregnancy in automatic insulin delivery systems
WO2023049900A1 (en) 2021-09-27 2023-03-30 Insulet Corporation Techniques enabling adaptation of parameters in aid systems by user input
WO2023070245A1 (en) * 2021-10-25 2023-05-04 Medtrum Technologies Inc. Closed-loop artificial pancreas insulin infusion control system
CN116020007B (zh) * 2021-10-25 2025-11-25 上海移宇科技股份有限公司 闭环人工胰腺胰岛素输注控制系统
CN116020006B (zh) * 2021-10-25 2025-12-23 上海移宇科技股份有限公司 闭环人工胰腺胰岛素输注控制系统
US11439754B1 (en) 2021-12-01 2022-09-13 Insulet Corporation Optimizing embedded formulations for drug delivery
EP4243030A1 (en) 2022-03-09 2023-09-13 Insulet Corporation Adjusting medicament delivery parameters in an open loop medicament delivery mode
CN120457493A (zh) 2023-01-06 2025-08-08 英赛罗公司 自动或手动启动的随餐推注输送及随后的自动安全约束放宽

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20120123234A1 (en) * 2009-02-26 2012-05-17 Eran Atlas Method and system for automatic monitoring of diabetes related treatments

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7806886B2 (en) * 1999-06-03 2010-10-05 Medtronic Minimed, Inc. Apparatus and method for controlling insulin infusion with state variable feedback
US6575905B2 (en) * 2000-09-22 2003-06-10 Knobbe, Lim & Buckingham Method and apparatus for real-time estimation of physiological parameters
AU2001292946A1 (en) * 2000-09-26 2002-04-08 Advantage 3D Llc Method and system for generation, storage and distribution of omni-directional object views
US6544212B2 (en) * 2001-07-31 2003-04-08 Roche Diagnostics Corporation Diabetes management system
US8114023B2 (en) * 2006-07-28 2012-02-14 Legacy Emanuel Hospital & Health Center Analyte sensing and response system
US10173006B2 (en) * 2007-06-21 2019-01-08 University Of Virginia Patent Foundation LQG artificial pancreas control system and related method
GR1007310B (el) * 2009-03-09 2011-06-10 Αχιλλεας Τσουκαλης Εμφυτευσιμος βιοαισθητηρας με αυτοματη βαθμονομηση
AU2010239138B2 (en) * 2009-04-20 2016-01-21 University Of Technology, Sydney A method and system for determining a variation in a metabolic function and managing the variation accordingly
EP2435962B1 (en) * 2009-05-29 2023-04-19 University of Virginia Patent Foundation System coordinator and modular architecture for open-loop and closed-loop control of diabetes
US8762070B2 (en) * 2010-02-11 2014-06-24 Regents Of The University Of California Systems, devices and methods to deliver biological factors or drugs to a subject
US9907909B2 (en) * 2012-12-20 2018-03-06 Animas Corporation Method and system for a hybrid control-to-target and control-to-range model predictive control of an artificial pancreas
WO2014109898A1 (en) * 2013-01-14 2014-07-17 The Regents Of University Of California Model-based personalization scheme of an artificial pancreas for type i diabetes applications

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20120123234A1 (en) * 2009-02-26 2012-05-17 Eran Atlas Method and system for automatic monitoring of diabetes related treatments

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
Alessia Tagliavini, "Development and evaluation of pid controllers for glucose control in people with type 1 diabetes mellitus", (20120716), URL: http://tesi.cab.unipd.it/40204/, (20160708) *
VAN HEUSDEN, K. ET AL., "Control-Relevant Models for Glucose Control Using A Priori Patient Characteristics", IEEE TRANS. BIO. ENG., (2012), vol. 59, pages 1839 - 1849 *

Also Published As

Publication number Publication date
KR102211352B1 (ko) 2021-02-03
US20200078516A1 (en) 2020-03-12
KR20150108862A (ko) 2015-09-30
JP2019055258A (ja) 2019-04-11
US20220105270A1 (en) 2022-04-07
EP2943149A1 (en) 2015-11-18
US12102796B2 (en) 2024-10-01
EP2943149A4 (en) 2016-08-17
CA2897189A1 (en) 2014-07-17
US20240366873A1 (en) 2024-11-07
JP6914907B2 (ja) 2021-08-04
US20150306314A1 (en) 2015-10-29
JP2016506775A (ja) 2016-03-07
AU2014205120A1 (en) 2015-07-23
CA2897189C (en) 2017-09-05
US11197955B2 (en) 2021-12-14
WO2014110538A1 (en) 2014-07-17
WO2014109898A1 (en) 2014-07-17
US10413664B2 (en) 2019-09-17
EP2943149B1 (en) 2020-09-30

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