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Simultaneus Estimation and Control of Glucose-Insulin Dynamics in Type-1 Diabetes
- Source :
- 2019 Medical Technologies Congress (TIPTEKNO).
- Publication Year :
- 2019
- Publisher :
- IEEE, 2019.
-
Abstract
- This paper proposes an observer-controller configuration for the well-known Hovarka Glucose-Insulin dynamics. The aim is to control the blood glucose level without measuring the states in the Hovarka model. In order that nonlinear model predictive control is designed to control the blood glucose level by considering the random inertial glucose inputs under external insulin inputs. For the estimation, a Cubature Kalman filter is designed to estimate the states. Numerical computations are conducted under random glucose inputs from the meals where the applied observer-controller configuration provides blood glucose control without measuring the states. As a result, by using a single subcutaneous glucose measurement, the Hovarka glucose-insuling dynamics can be controlled for a possible portable device in future. © 2019 IEEE.
- Subjects :
- Portable device
Glucose control
Glucose measurements
Cubature kalman filter
Computer science
medicine.medical_treatment
Type-1 diabetes
Blood glucose level
Cubature kalman filters
Cubature Kalman filter
Predictive control systems
Control theory
medicine
Insulin
Model predictive control
Nonlinear model predictive control
Type 1 diabetes
Controllers
Dynamics (mechanics)
Glucose Measurement
Insulin dynamics
medicine.disease
Dynamics
Observer controllers
Blood
Glucose
Nonlinear model
Numerical computations
Biomedical engineering
Kalman filters
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2019 Medical Technologies Congress (TIPTEKNO)
- Accession number :
- edsair.doi.dedup.....eb704c8b67b86244e9ca4add1cfad1d7
- Full Text :
- https://doi.org/10.1109/tiptekno.2019.8894958