Application of machine learning in affordable and accessible insulin management for type 1 and 2 diabetes: A comprehensive review

M Eghbali-Zarch, S Masoud - Artificial Intelligence in Medicine, 2024 - Elsevier
Proper insulin management is vital for maintaining stable blood sugar levels and preventing
complications associated with diabetes. However, the soaring costs of insulin present …

An automatic deep reinforcement learning bolus calculator for automated insulin delivery systems

S Ahmad, A Beneyto, T Zhu, I Contreras, P Georgiou… - Scientific Reports, 2024 - nature.com
In hybrid automatic insulin delivery (HAID) systems, meal disturbance is compensated by
feedforward control, which requires the announcement of the meal by the patient with type 1 …

Telehealth-Enabled In-Home Elbow Rehabilitation for Brachial Plexus Injuries Using Deep-Reinforcement-Learning-Assisted Telepresence Robots

MN Khan, A Altalbe, F Naseer, Q Awais - Sensors, 2024 - mdpi.com
Due to damage to the network of nerves that regulate the muscles and feeling in the
shoulder, arm, and forearm, brachial plexus injuries (BPIs) are known to significantly reduce …

[HTML][HTML] G2P2C—A modular reinforcement learning algorithm for glucose control by glucose prediction and planning in Type 1 Diabetes

C Hettiarachchi, N Malagutti, CJ Nolan… - … Signal Processing and …, 2024 - Elsevier
Develo** diagnostic and treatment solutions for medical applications is often challenging
due to the complex dynamics, partial observability, high inter-and intra-population variability …

[HTML][HTML] Traffic Signal Control with State-Optimizing Deep Reinforcement Learning and Fuzzy Logic

T Meepokgit, S Wisayataksin - Applied Sciences, 2024 - mdpi.com
Traffic lights are the most commonly used tool to manage urban traffic to reduce congestion
and accidents. However, the poor management of traffic lights can result in further problems …

Blood-glucose regulator design for diabetics based on LQIR-driven Sliding-Mode-Controller with self-adaptive reaching law

O Saleem, J Iqbal - PloS one, 2024 - journals.plos.org
Type I Diabetes is an endocrine disorder that prevents the pancreas from regulating the
blood glucose (BG) levels in a patient's body. The ubiquitous Linear-Quadratic-Integral …

Programmable transimpedance amplifier with integrated bandgap reference for glucose concentration measurement

R Ahmad, AM Joshi, D Boolchandani - arxiv preprint arxiv:2305.12503, 2023 - arxiv.org
For glucose electrochemical sensors, a comprehensive electronics interface is designed
and constructed in 0.18 um, CMOS process technology, and 1.5 V supply voltage. This …

Multimodal Reinforcement Learning for Embedding Networks and Medication Recommendation in Parkinson's Disease

H Kim, C Park, JH Kim, S Jang, HK Lee - IEEE Access, 2024 - ieeexplore.ieee.org
This study presents a comprehensive framework for analyzing Parkinson's disease (PD)
progression and optimizing medication recommendations based on multimodal data …

Good practices and common pitfalls of machine learning in nutrition research

D Kirk - Proceedings of the Nutrition Society, 2024 - cambridge.org
Machine learning is increasingly being utilised across various domains of nutrition research
due to its ability to analyse complex data, especially as large datasets become more readily …

Auto adaptation of closed-loop insulin delivery system using continuous reward functions and incremental discretization

MC Serafini, N Rosales, F Garelli - Computer Methods in …, 2024 - Taylor & Francis
Several closed or hybrid loop controllers for Blood Glucose (BG) regulation, which are also
known as Artificial Pancreas (AP) Systems or Automated Insulin Delivery systems (AIDs), are …