Multivariable Artificial Pancreas System to Detect and Mitigate the Effects of Unannounced Physical Activities and Acute Psychological Stress
Multivariable Artificial Pancreas System to Detect and Mitigate the Effects of Unannounced Physical Activities and Acute Psychological Stress
批准号:
10488195
负责人:
Ali Cinar
金额:
$50.3万
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
已结题
起止时间:
2021-09-12 至 2024-07-31
关键词:
Activities of Daily LivingAcuteAddressAffectAgeAlgorithmic SoftwareAlgorithmsArtificial PancreasBehavioralBiomedical EngineeringBlood GlucoseCharacteristicsClassificationClinicClinicalClinical ResearchComplexCoupledDataDatabasesDetectionDiabetes MellitusDoseEndocrinologistEventExerciseFeedbackFrightFundingFutureGenerationsGlucoseHybridsHyperglycemiaHypoglycemiaIndividualInfusion proceduresInsulinInsulin-Dependent Diabetes MellitusLifeManualsMetabolicMetabolismModelingNational Institute of Diabetes and Digestive and Kidney DiseasesNursesOutputPatientsPerformancePersonsPhysical activityPhysiologicalPsychological StressRaceResearchResearch PersonnelScientistStressSystemTechnologyTimeTrainingUpdateVariantWorkacute stressbaseblood glucose regulationclassification algorithmdata streamseuglycemiaexercise physiologistexperimental studyglucose monitorglucose sensorglycemic controlimprovedin silicoindividual variationmachine learning algorithmmachine learning modelmonitoring devicemultidisciplinarynext generationsedentarysexsoftware developmentuser-friendlywearable device
中文摘要
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英文摘要
IIT Project Summary/Abstract
The objective of this proposal is to demonstrate a viable, functionally integrated multivariable
artificial pancreas that will mitigate meal, physical activity and acute psychological stress
challenges without any manual inputs to better regulate glucose levels of people with diabetes.
The first generation of artificial pancreas (AP) systems, the hybrid closed-loop AP, collects data
from continuous glucose monitoring devices and relies on manual user inputs for mitigating the
effects of meals and physical activities. Acute psychological stress and many other physical
activities besides planned exercise can affect blood glucose levels and cause challenges to
maintaining euglycemia for people with type 1 diabetes. Various physical activities and acute
psychological stress events affect the metabolism and sensitivity to insulin in different ways.
Hence, their types, intensities and durations, and their individual and concurrent presence must
be detected in order to determine the optimal insulin administration. The multivariable artificial
pancreas approach provides a well-integrated and user-friendly technology with minimal burden
on the user and mitigates the effects of unexpected physical activities and acute psychological
stress inducements. Additionally, this technology would be safer by reducing the number and
duration of hypoglycemic and hyperglycemic events, compared to APs based exclusively on
continuous glucose monitoring device data. Such multivariable AP systems can only be
developed by using a sophisticated multivariable approach that uses real-time information from
continuous glucose monitoring devices and physiological variables obtained from wearable
devices worn in free-living daily life.
期刊论文(1)
专著(0)
科研奖励(0)
会议论文
SCH: Integrating AI and System Engineering for Glucose Regulation in Diabetes
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批准号:10706604
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项目类别:
-
资助金额:$29.87万
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财政年份:2022
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负责人:Ali Cinar
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依托单位:
SCH: Integrating AI and System Engineering for Glucose Regulation in Diabetes
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批准号:10600491
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项目类别:
-
资助金额:$30.0万
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财政年份:2022
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负责人:Ali Cinar
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依托单位:
Multivariable Artificial Pancreas System to Detect and Mitigate the Effects of Unannounced Physical Activities and Acute Psychological Stress
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批准号:10290033
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项目类别:
-
资助金额:$51.55万
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财政年份:2021
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负责人:Ali Cinar
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依托单位:
Control Systems for Artificial Pancreas Use During and After Exercise
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批准号:8643031
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项目类别:
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资助金额:$247.81万
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财政年份:2013
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负责人:Ali Cinar
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依托单位:
Fault-tolerant Control Systems for Artificial Pancreas
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批准号:8643041
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项目类别:
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资助金额:$195.36万
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财政年份:2013
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负责人:Ali Cinar
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依托单位:
Multivariable Closed Loop Technologies for Physically Active Young Adults with Ty
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批准号:7791951
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项目类别:
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资助金额:$21.99万
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财政年份:2009
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负责人:Ali Cinar
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依托单位:
Multivariable Closed Loop Technologies for Physically Active Young Adults with Ty
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批准号:7939934
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项目类别:
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资助金额:$21.8万
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财政年份:2009
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负责人:Ali Cinar
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依托单位:
海外基金