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The paper describes the interaction design of a hand-held interface supporting the self-management of Type 1 diabetes. It addresses well-established clinical and human-computer interaction requirements. The design exploits three…

Computers and Society · Computer Science 2020-08-11 Robert Spence , Chukwuma Uduku , Kezhi Li , Nick Oliver , Pantelis Georgiou

This paper introduces an Internet of Things (IoT)-based data acquisition and monitoring scheme for insulin pumps. The proposed work employs embedded system hardware (Keil LPC1768-board) for data acquisition and monitoring. The hardware is…

Human-Computer Interaction · Computer Science 2018-12-07 Zeyad A. Al-Odat , Sudarshan K. Srinivasan , Eman Al-qtiemat , Mohana Asha Latha Dubasi , Sana Shuja

Current closed-loop insulin delivery algorithms need to be informed of carbohydrate intake disturbances. This can be a burden on people using these systems. Pramlintide is a hormone that delays gastric emptying, which enables insulin…

Type 1 Diabetes (T1D) is a chronic condition where the body produces little or no insulin, a hormone required for the cells to use blood glucose (BG) for energy and to regulate BG levels in the body. Finding the right insulin dose and time…

Machine Learning · Computer Science 2024-11-28 Isabella Degen , Zahraa S. Abdallah

In recent years, Human-centric cyber-physical systems have increasingly involved artificial intelligence to enable knowledge extraction from sensor-collected data. Examples include medical monitoring and control systems, as well as…

Computer Vision and Pattern Recognition · Computer Science 2026-01-09 Bernard Ngabonziza , Ayan Banerjee , Sandeep K. S. Gupta

The development of a fully autonomous artificial pancreas system (APS) to independently regulate the glucose levels of a patient with Type 1 diabetes has been a long-standing goal of diabetes research. A significant barrier to progress is…

Software Engineering · Computer Science 2022-12-15 Xugui Zhou , Maxfield Kouzel , Haotian Ren , Homa Alemzadeh

In type 2 diabetes (T2D) treatment, finding a safe and effective basal insulin dose is a challenge. The dose-response is highly individual and to ensure safety, people with T2D titrate by slowly increasing the daily insulin dose to meet…

Systems and Control · Electrical Eng. & Systems 2022-11-28 Sarah Ellinor Engell , Tinna Björk Aradóttir , Tobias K. S. Ritschel , Henrik Bengtsson , John Bagterp Jørgensen

We present the design and \textit{in-silico} evaluation of a closed-loop insulin delivery algorithm to treat type 1 diabetes (T1D) consisting in a data-driven multi-step-ahead blood glucose (BG) predictor integrated into a Linear…

Systems and Control · Electrical Eng. & Systems 2023-07-25 Eleonora Maria Aiello , Mehrad Jaloli , Marzia Cescon

Automated insulin delivery (AID) and artificial pancreas systems increasingly serve as safety-critical cyber-physical technologies in clinical care, integrating sensors, algorithms, software, and insulin-delivery hardware to automate a…

Cryptography and Security · Computer Science 2026-05-21 Austin James , Xavier-Lewis Palmer , Lucas Potter , Celisha Oscar

This paper introduces a deep level teardown process of a personal medical device - the OmniPod wireless tubeless insulin pump. This starts with mechanical teardown exposing the engineering solutions used inside the device. Then the…

Cryptography and Security · Computer Science 2017-09-19 Sergei Skorobogatov

In this paper, a novel robust tracking control scheme for a general class of discrete-time nonlinear systems affected by unknown bounded uncertainty is presented. By solving a parameterized optimal tracking control problem subject to the…

Systems and Control · Electrical Eng. & Systems 2023-12-08 Alexandros Tanzanakis , John Lygeros

The management of type 1 diabetes has been revolutionized by the artificial pancreas system (APS), which automates insulin delivery based on continuous glucose monitor (CGM). While conventional closed-loop systems rely on CGM data, which…

Systems and Control · Electrical Eng. & Systems 2024-11-19 Debayani Ghosh , Sahaj Saxena , Navin Kumar

Modern treatments for Type 1 diabetes (T1D) use devices known as artificial pancreata (APs), which combine an insulin pump with a continuous glucose monitor (CGM) operating in a closed-loop manner to control blood glucose levels. In…

Machine Learning · Computer Science 2018-12-04 Matthew O'Kelly , Aman Sinha , Justin Norden , Hongseok Namkoong

In this paper, we build a new, simple, and interpretable mathematical model to estimate and forecast physiology related to the human glucose-insulin system, constrained by available data. By constructing a simple yet flexible model class…

Quantitative Methods · Quantitative Biology 2022-09-22 M. Sirlanci , M. E. Levine , C. C. Low Wang , D. J. Albers , A. M. Stuart

Type I Diabetes (T1D) is a chronic disease in which the body's ability to synthesize insulin is destroyed. It can be difficult for patients to manage their T1D, as they must control a variety of behavioral factors that affect glycemic…

Logic in Computer Science · Computer Science 2019-06-25 Josephine Lamp , Simone Silvetti , Marc Breton , Laura Nenzi , Lu Feng

In this paper, several advanced data-driven nonlinear identification techniques are compared on a specific problem: a simplified glucoregulatory system modeling example. This problem represents a challenge in the development of an…

Systems and Control · Computer Science 2018-04-20 Anna Marconato , Maarten Schoukens , Koen Tiels , W. Dhammika Widanage , Amjad Abu-Rmileh , Johan Schoukens

Effective management of Type 1 Diabetes requires continuous glucose monitoring and precise insulin adjustments to prevent hyperglycemia and hypoglycemia. With the growing adoption of wearable glucose monitors and mobile health applications,…

Machine Learning · Computer Science 2026-01-22 Giorgia Rigamonti , Mirko Paolo Barbato , Davide Marelli , Paolo Napoletano

Diabetes Mellitus, one of the leading causes of death worldwide, has no cure to date and can lead to severe health complications, such as retinopathy, limb amputation, cardiovascular diseases, and neuronal disease, if left untreated.…

Machine Learning · Computer Science 2023-08-21 Alain Hennebelle , Leila Ismail , Huned Materwala , Juma Al Kaabi , Priya Ranjan , Rajiv Janardhanan

In this paper we investigate the use of model-based reinforcement learning to assist people with Type 1 Diabetes with insulin dose decisions. The proposed architecture consists of multiple Echo State Networks to predict blood glucose levels…

We present a new method for the automated synthesis of safe and robust Proportional-Integral-Derivative (PID) controllers for stochastic hybrid systems. Despite their widespread use in industry, no automated method currently exists for…

Systems and Control · Computer Science 2017-09-08 Fedor Shmarov , Nicola Paoletti , Ezio Bartocci , Shan Lin , Scott A. Smolka , Paolo Zuliani