Artificial Pancreas Based on Model Predictive Control
نویسنده
چکیده
Diabetes is recognized as a group of heterogeneous disorders with the common elements of high blood glucose concentration and glucose intolerance, due to insulin deficiency and impaired effectiveness of insulin action. The most common types of diabetes are diabetes mellitus type 1 and diabetes mellitus type 2, which does not necessarily require insulin injections. Type 2 constitutes about 85 to 95% of the approximately 246 million people worldwide with diabetes. The number of type 1 diabetics is estimated to be 10 to 20 million worldwide. Type 1 diabetes occurs when these beta cells are destroyed by the body's own immune system. So, the model is to be developed to recover from diabetes by means of MPC controller. This constrained robust control strategy is developed to reduce risks of hypoand hyperglycemias (low and high blood glucose concentration). Here the role of controller is to regulate the blood glucose level by giving insulin. Closed-loop performance is evaluated through simulation studies of different controllers and it becomes human friendly.
منابع مشابه
Intelligent blood glucose control in diabetic patients: design and simulation of an artificial pancreas
Background: Diabetes mellitus (DM) is a common chronic disease with diverse complications. About 10% of the earth's population suffer from this disease. For smart control of the blood glucose in DM patients, an artificial pancreas was designed and simulated by a predictive sliding mode controller considering the time delay of insulin effect. Method: In this method, one of the time-delay glucos...
متن کاملModel Predictive Inferential Control of a Distillation Column
Typical production objectives in distillation process require the delivery of products whose compositions meet certain specifications. The distillation control system, therefore, must hold product compositions as near the set points as possible in faces of upset. In this project, inferential model predictive control, that utilizes an artificial neural network estimator and model predictive cont...
متن کاملModel Predictive Control with Invariant Sets in Artificial Pancreas for Type 1 Diabetes Mellitus
This thesis deals with Model Predictive Control (mpc) for artificial pancreas for Type 1 Diabetes Mellitus (t1dm) patients. A control strategy exploiting invariant sets in mpc for blood glucose level control is developed, to the authors knowledge for the first time. The work includes various types of invariant sets relevant for the artificial pancreas problem, and different ways to incorporate ...
متن کاملPeriodic-zone model predictive control for diurnal closed-loop operation of an artificial pancreas.
BACKGROUND The objective of this research is an artificial pancreas (AP) that performs automatic regulation of blood glucose levels in people with type 1 diabetes mellitus. This article describes a control strategy that performs algorithmic insulin dosing for maintaining safe blood glucose levels over prolonged, overnight periods of time and furthermore was designed with outpatient, multiday de...
متن کاملAn Output-Feedback Model Predictive Control with Moving Horizon Estimation Approach to the Treatment of T1DM with an Artificial Pancreas
A new estimation and control approach for the feedback control of an artificial pancreas to treat Type I Diabetes Mellitus (T1DM) is proposed. This approach combines moving horizon estimation and model predictive control into a single min-max optimization problem in which the estimation and control problems are solved simultaneously. Advantages to this approach include effective control with ro...
متن کاملThe artificial pancreas: current status and future prospects in the management of diabetes.
Recent advances in insulins, insulin pumps, continuous glucose-monitoring systems, and control algorithms have resulted in an acceleration of progress in the development of artificial pancreas devices. This review discusses progress in the development of external systems that are based on subcutaneous drug delivery and subcutaneous continuous glucose monitoring. There are two major system-level...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2015