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Related papers: Blood Glucose Level Prediction in Type 1 Diabetes …

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People with diabetes have to manage their blood glucose level to keep it within an appropriate range. Predicting whether future glucose values will be outside the healthy threshold is of vital importance in order to take corrective actions…

Machine Learning · Computer Science 2023-04-03 J. Alvarado , J. Manuel Velasco , F. Chávez , J. Ignacio Hidalgo , F. Fernández de Vega

Diabetes Mellitus (DM) is a chronic disease characterized by an increase in blood glucose (sugar) above normal levels and it appears when human body is not able to produce enough insulin to cover the peripheral tissue demand. Nowadays, DM…

Computers and Society · Computer Science 2020-11-05 Enzo Rucci , Lisandro Delia , Joaquín Pujol , Paula Erbino , Armando De Giusti , Juan José Gagliardino

Objective: Numerous glucose prediction algorithm have been proposed to empower type 1 diabetes (T1D) management. Most of these algorithms only account for input such as glucose, insulin and carbohydrate, which limits their performance.…

Tissues and Organs · Quantitative Biology 2024-12-20 Chengyuan Liu , Josep Vehi , Nick Oliver , Pantelis Georgiou , Pau Herrero

Every year, humanity loses about 1.5 million persons due to diabetic disease. Therefore continuous monitoring of diabetes is highly needed, but the conventional approach, i.e., fingertip pricking, causes mental and physical pain to the…

Signal Processing · Electrical Eng. & Systems 2024-11-19 Abdelrhman Y. Soliman , Ahmed M. Nor , Octavian Fratu , Simona Halunga , Osama A. Omer , Ahmed S. Mubark

Precise and timely forecasting of blood glucose levels is essential for effective diabetes management. While extensive research has been conducted on Type 1 diabetes mellitus, Type 2 diabetes mellitus (T2DM) presents unique challenges due…

Computational Engineering, Finance, and Science · Computer Science 2024-09-12 Yuyang Sun , Panagiotis Kosmas

Diabetes mellitus is a disease that affects to hundreds of millions of people worldwide. Maintaining a good control of the disease is critical to avoid severe long-term complications. In recent years, several artificial pancreas systems…

Neural and Evolutionary Computing · Computer Science 2023-05-09 J. Ignacio Hidalgo , J. Manuel Colmenar , José L. Risco-Martín , Alfredo Cuesta-Infante , Esther Maqueda , Marta Botella , José Antonio Rubio

Background: Predictive modeling is a key component of solutions to many healthcare problems. Among all predictive modeling approaches, machine learning methods often achieve the highest prediction accuracy, but suffer from a long-standing…

Machine Learning · Computer Science 2018-12-10 Gang Luo

People with Type 1 diabetes (T1D) require regular exogenous infusion of insulin to maintain their blood glucose concentration in a therapeutically adequate target range. Although the artificial pancreas and continuous glucose monitoring…

Signal Processing · Electrical Eng. & Systems 2020-09-08 Taiyu Zhu , Kezhi Li , Pau Herrero , Pantelis Georgiou

Diabetes cases worldwide have risen steadily over the past decades, lending urgency to the search for more efficient, effective, and personalized ways to treat the disease. Current treatment strategies, however, may fail to maintain…

Tissues and Organs · Quantitative Biology 2014-03-05 S. M. Kissler , C. Cichowitz , S. Sankaranarayanan , D. M. Bortz

Precise glucose level monitoring is critical for people with diabetes to avoid serious complications. While there are several methods for continuous glucose level monitoring, research on maintenance devices is limited. To mitigate the gap,…

Machine Learning · Computer Science 2024-06-10 Azmine Toushik Wasi

The global diabetes epidemic highlights the importance of maintaining good glycemic control. Glucose prediction is a fundamental aspect of diabetes management, facilitating real-time decision-making. Recent research has introduced models…

Artificial Intelligence · Computer Science 2024-04-19 Ming Cheng , Xingjian Diao , Ziyi Zhou , Yanjun Cui , Wenjun Liu , Shitong Cheng

Due to the sensitive nature of diabetes-related data, preventing them from being shared between studies, progress in the field of glucose prediction is hard to assess. To address this issue, we present GLYFE (GLYcemia Forecasting…

Signal Processing · Electrical Eng. & Systems 2020-06-30 Maxime De Bois , Mehdi Ammi , Mounîm A. El Yacoubi

The prevalence of Diabetes mellitus (DM) in the Middle East is exceptionally high as compared to the rest of the world. In fact, the prevalence of diabetes in the Middle East is 17-20%, which is well above the global average of 8-9%.…

Computer Vision and Pattern Recognition · Computer Science 2021-01-12 Muhammad Usman , Kashif Ahmad , Amir Sohail , Marwa Qaraqe

Diabetes is a prevalent chronic condition that compromises the health of millions of people worldwide. Minimally invasive methods are needed to prevent and control diabetes but most devices for measuring glucose levels are invasive and not…

Diabetes is one of the deadliest diseases in the world and affects nearly 10 percent of the global adult population. Fortunately, powerful new technologies allow for a consistent and reliable treatment plan for people with diabetes. One…

Other Quantitative Biology · Quantitative Biology 2021-01-08 Julia Ann Jose , Trae Waggoner , Sudarsan Manikandan

While the Artificial Pancreas is effective in regulating the blood glucose in the safe range of 70-180 mg/dl in type 1 diabetic patients, the high intra-patient variability, as well as exogenous meal disturbances, poses a serious challenge.…

Systems and Control · Electrical Eng. & Systems 2022-06-30 Bhabani Shankar Dey , Anirudh Nath , Abhilash Patel , Indra Narayan Kar

Calculating mealtime insulin doses poses a significant challenge for individuals with Type 1 Diabetes (T1D). Doses should perfectly compensate for expected post-meal glucose excursions, requiring a profound understanding of the individual's…

Quantitative Methods · Quantitative Biology 2024-06-24 Anas El Fathi , Elliott Pryor , Marc D. Breton

Disease progression varies with age and is influenced by underlying genetic, biochemical, and hormonal etiologies, suggesting the need for tailored monitoring, care, and medication beyond standard clinical guidelines. Specifically, in…

Machine Learning · Computer Science 2026-04-28 Beyza Cinar , Maria Maleshkova

The growing worldwide incidence of diabetes requires more effective approaches for managing blood glucose levels. Insulin delivery systems have advanced significantly, with artificial intelligence (AI) playing a key role in improving their…

Artificial Intelligence · Computer Science 2025-03-25 Maria Panagiotou , Knut Stroemmen , Lorenzo Brigato , Bastiaan E. de Galan , Stavroula Mougiakakou

This work presents a Model Predictive Control (MPC) for the artificial pancreas, which is able to autonomously manage basal insulin injections in type 1 diabetic patients. Specifically, the MPC goal is to maintain the patients' blood…

Systems and Control · Electrical Eng. & Systems 2024-01-31 Beatrice Sonzogni , José María Manzano , Marco Polver , Fabio Previdi , Antonio Ferramosca