Bayesian optimization assisted meal bolus decision based on Gaussian processes learning and risk-sensitive control

Plasma-insulin-cognizant adaptive model predictive control for artificial pancreas systems

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Data-driven modeling and prediction of blood glucose dynamics: Machine learning applications in type 1 diabetes

(2019) Ashenafi Zebene Woldaregay et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

ARX model for interstitial glucose prediction during and after physical activities

(2019) Hector M. Romero-Ugalde et al.   CONTROL ENGINEERING PRACTICE

GluNet: A Deep Learning Framework for Accurate Glucose Forecasting

(2019) Kezhi Li et al.   IEEE Journal of Biomedical and Health Informatics

Seasonal Local Models for Glucose Prediction in Type 1 Diabetes

(2019) Eslam Montaser et al.   IEEE Journal of Biomedical and Health Informatics

Velocity-weighting & velocity-penalty MPC of an artificial pancreas: Improved safety & performance

(2018) Ravi Gondhalekar et al.   AUTOMATICA

Model predictive control with integral action for artificial pancreas

(2018) Gian Paolo Incremona et al.   CONTROL ENGINEERING PRACTICE

Insulin Sensitivity Index-Based Optimization of Insulin to Carbohydrate Ratio: In Silico Study Shows Efficacious Protection Against Hypoglycemic Events Caused by Suboptimal Therapy

(2018) Michele Schiavon et al.   Diabetes Technology & Therapeutics

Artificial Pancreas Systems: An Introduction to the Special Issue

(2018) Ali Cinar   IEEE CONTROL SYSTEMS MAGAZINE

The Artificial Pancreas and Meal Control: An Overview of Postprandial Glucose Regulation in Type 1 Diabetes

(2018) Anas El Fathi et al.   IEEE CONTROL SYSTEMS MAGAZINE

Toward a Run-to-Run Adaptive Artificial Pancreas: In Silico Results

(2018) Chiara Toffanin et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Online Glucose Prediction Using Computationally Efficient Sparse Kernel Filtering Algorithms in Type-1 Diabetes

(2018) Xia Yu et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

Efficient Reinforcement Learning via Probabilistic Trajectory Optimization

(2018) Yunpeng Pan et al.   IEEE Transactions on Neural Networks and Learning Systems

Personalised Adaptive CBR Bolus Recommender System for Type 1 Diabetes

(2018) Ferran Torrent-Fontbona et al.   IEEE Journal of Biomedical and Health Informatics

A Dual Mode Adaptive Basal-Bolus Advisor Based on Reinforcement Learning

(2018) Qingnan Sun et al.   IEEE Journal of Biomedical and Health Informatics

Periodic zone-MPC with asymmetric costs for outpatient-ready safety of an artificial pancreas to treat type 1 diabetes

(2016) Ravi Gondhalekar et al.   AUTOMATICA

Enhanced Model Predictive Control (eMPC) Strategy for Automated Glucose Control

(2016) Joon Bok Lee et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Taking the Human Out of the Loop: A Review of Bayesian Optimization

(2016) Bobak Shahriari et al.   PROCEEDINGS OF THE IEEE

Gaussian Processes for Data-Efficient Learning in Robotics and Control

(2015) Marc Peter Deisenroth et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Closed-Loop Artificial Pancreas Systems: Engineering the Algorithms

(2014) Francis J. Doyle et al.   DIABETES CARE

Fuzzy-Logic-Based Supervisor of Insulin Bolus Delivery for Patients with Type 1 Diabetes Mellitus

(2013) Shih-Wei Liu et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Benefits of a bolus calculator in pre- and postprandial glycaemic control and meal flexibility of paediatric patients using continuous subcutaneous insulin infusion (CSII)

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