scispace - formally typeset
Proceedings ArticleDOI

Model predictive control for infusion pump insulin delivery

Reads0
Chats0
TLDR
The authors present an algorithm for controlling blood glucose in the Type I diabetic patient using model predictive control (MPG) of a closed-loop insulin infusion pump, designed from a detailed 19th order model of the human glucose-insulin system.
Abstract
The authors present an algorithm for controlling blood glucose in the Type I diabetic patient using model predictive control (MPG) of a closed-loop insulin infusion pump The controller is designed from a detailed 19th order model of the human glucose-insulin system Input constraints, based on insulin pump and physiological requirements, are enforced The controller is challenged with a hyperglycemic diabetic patient (setpoint tracking), and a controlled diabetic ingesting a meal (unmeasured disturbance rejection) To improve both robustness and performance, a new controller using MPC with state estimation is synthesized Compared to the non-state estimating controller, the new controller results in a 40% improvement in overshoot, to a maximum hypoglycemic deviation of 79 mg/dl, and a 23% decrease in settling time These results demonstrate the potential use for this algorithm in a closed-loop insulin infusion pump

read more

Citations
More filters
Patent

External infusion device with remote programming, bolus estimator and/or vibration alarm capabilities

TL;DR: In this paper, an infusion system for infusing a liquid into a body includes an external infusion device and a remote commander, which includes a commander housing, a keypad for transmitting commands.
Journal ArticleDOI

A model-based algorithm for blood glucose control in Type I diabetic patients

TL;DR: A model-based-predictive control algorithm is developed to maintain normoglycemia in the Type I diabetic patient using a closed-loop insulin infusion pump and outperforms an internal model controller from literature under noise-free conditions.
Patent

System and method for initiating and maintaining continuous, long-term control of a concentration of a substance in a patient using a feedback or model-based controller coupled to a single-needle or multi-needle intradermal (ID) delivery device

TL;DR: A closed loop therapy system for controlling a concentration of a substance, such as blood glucose concentration, in the body of a user is described in this paper, which employs a sensor system that measures a glucose level, a controller that uses the measured glucose levels to generate an output that can be used to automatically or manually control an intradermal insulin infusion system to set a constant or time-varying profile of target blood glucose concentrations in a user.
Journal ArticleDOI

Modular Closed-Loop Control of Diabetes

TL;DR: A three-layer modular architecture for the control of diabetes, consisting in a sensor/pump interface module (IM), a continuous safety module (CSM), and a real-time control module (RTCM) is introduced, which separates the functions of insulin recommendation (postmeal insulin for mitigating hyperglycemia) and safety (prevention of hypoglycemia).
Patent

Drug delivery pen with event notification means

TL;DR: In this article, the authors present a system for drug delivery and the monitoring of drug delivery, which includes a drug delivery device, a holder for the device when the device is not in use, a detector for detecting the presence of the drug delivery devices within or close to the holder, and at least one algorithm for querying and prompting a user of the device.
References
More filters
Journal ArticleDOI

Physiologic evaluation of factors controlling glucose tolerance in man: measurement of insulin sensitivity and beta-cell glucose sensitivity from the response to intravenous glucose.

TL;DR: The feasibility of the minimal model technique to determine the etiology of impaired glucose tolerance is demonstrated and it is demonstrated that subjects (regardless of weight) could be segregated into good and lower tolerance by the product of second-phase beta-cell responsivity and insulin sensitivity.
Journal ArticleDOI

A physiological model of glucose-insulin interaction in type 1 diabetes mellitus.

TL;DR: A clinical model of glucose-insulin interaction in insulin-dependent diabetes mellitus has been developed for patient and medical staff education and the possible use of the model as a tool for automated insulin dosage adjustment is explored.
Journal ArticleDOI

A semiclosed-loop algorithm for the control of blood glucose levels in diabetics

TL;DR: A semiclosed-loop algorithm is proposed for continuous insulin delivery to diabetic patients based on three hourly plasma glucose samples and shows that it is superior to two existing algorithms in controlling hyperglycemia.
Journal ArticleDOI

Model predictive control with state estimation

TL;DR: Developpement d'une formulation etat-espace d'un regulateur predictif a modele multivariable avec estimation d'etat.
Journal ArticleDOI

Validation of mathematical models of complex endocrine-metabolic systems. A case study on a model of glucose regulation.

TL;DR: A novel approach based on a ‘partition and input/output inversion’ technique which allows the full use of this new data set for validating a submodel of the previous model, instead of having to do an extra modelling effort, is presented.
Related Papers (5)