Safe and Personalized Meal Bolus Calculator for Type-1 Diabetes Using Bayesian Optimization

LSTMs and Deep Residual Networks for Carbohydrate and Bolus Recommendations in Type 1 Diabetes Management

(2021) Jeremy Beauchamp et al.   SENSORS

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

(2021) Deheng Cai et al.   CONTROL ENGINEERING PRACTICE

Advanced Closed-Loop Control System Improves Postprandial Glycemic Control Compared With a Hybrid Closed-Loop System Following Unannounced Meal

(2021) Jose Garcia-Tirado et al.   DIABETES CARE

Advanced hybrid artificial pancreas system improves on unannounced meal response - In silico comparison to currently available system

(2021) Jose Garcia-Tirado et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

The Use of a Smart Bolus Calculator Informed by Real-time Insulin Sensitivity Assessments Reduces Postprandial Hypoglycemia Following an Aerobic Exercise Session in Individuals With Type 1 Diabetes

(2020) Chiara Fabris et al.   DIABETES CARE

An Insulin Bolus Advisor for Type 1 Diabetes Using Deep Reinforcement Learning

(2020) Taiyu Zhu et al.   SENSORS

Machine-Learning Based Model to Improve Insulin Bolus Calculation in Type 1 Diabetes Therapy

(2020) Giulia Noaro et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Multiple models for artificial pancreas predictions identified from free-living condition data: A proof of concept study

(2019) C. Toffanin et al.   JOURNAL OF PROCESS CONTROL

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

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

Extremum Seeking Control for Personalized Zone Adaptation in Model Predictive Control for Type 1 Diabetes

(2018) Zhixing Cao et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Personalised Adaptive CBR Bolus Recommender System for Type 1 Diabetes

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

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

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

A fundamental control limitation for linear positive systems with application to Type 1 diabetes treatment

(2015) Graham C. Goodwin et al.   AUTOMATICA

Closed-Loop Artificial Pancreas Systems: Engineering the Algorithms

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

Reducing Risks in Type 1 Diabetes Using ${\cal H}_\infty$ Control

(2014) Patricio Colmegna et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Advanced Insulin Bolus Advisor based on Run-To-Run Control and Case-Based Reasoning

(2014)   IEEE Journal of Biomedical and Health Informatics

Bolus Calculator: A Review of Four “Smart” Insulin Pumps

(2008) Howard Zisser et al.   Diabetes Technology & Therapeutics