基于智能手表的安全IoMT血糖监测使用多模式活动和营养数据与转移学习
Mazin Abed Mohammed1,2,3,4, Mohd Khanapi Abd Ghani5, Sajida Memon6
1Department of Artificial Intelligence, College of Computer Science and Information Technology, University of Anbar, Anbar, 31001, Iraq. mazinalshujeary@uoanbar.edu.iq.
Scientific reports
|January 30, 2026
概括
这项研究引入了一个安全的智能手表系统,使用医疗物联网 (IoMT) 传感器和转移学习来准确预测血糖水平. 该系统通过分析活动和营养数据来增强健康监测,以获得个性化的见解.
科学领域:
- 生物医学工程 生物医学工程
- 医疗信息学 医疗信息学
- 可穿戴技术可穿戴技术
背景情况:
- 现代医疗保健面临着不平衡的饮食和久坐的生活方式带来的挑战,导致血糖水平升高.
- 精确的血糖监测对于管理与饮食和活动相关的健康状况至关重要.
研究的目的:
- 提出一种新的,安全的智能手表系统,使用IoMT和转移学习来增强体糖监测.
- 通过收集多式联络数据,在各种饮食和活动条件下预测血糖水平.
主要方法:
- 开发了一个带有IoMT传感器 (心率,血压等) 的智能手表框架. 用于多式联运数据收集.
- 使用转移学习深度卷积神经网络开放集 (TL-DCNNOS) 算法,通过边缘节点进行安全的数据处理和执行.
- 员工转移学习和DCNN用于实时行为模式识别 (吃饭,坐着,走路),以识别正常和异常活动.
主要成果:
- 在各种运行时活动中实现了99%的血糖预测准确度.
- 通过安全的数据处理和边缘计算,尽量减少时间消耗和安全风险.
- 通过使用IoMT数据集,在各种主题上展示了有效的实时学习和分类.
结论:
- 拟议的支持IoMT的智能手表系统为持续监测血糖提供了安全而准确的解决方案.
- 转移学习和DCNN在实时行为分析中是有效的,用于个性化健康管理.
- 这一框架有可能显著改善主动医疗保健和葡萄糖水平的管理.
相关概念视频
Glucose Homeostasis: Regulation of Blood Glucose
4.1K
Carbohydrates consumed through foods are converted into glucose, a crucial energy source for the body. In the prandial state, high blood glucose levels stimulate the secretion of insulin from the pancreas. Insulin inhibits hepatic glucose production and stimulates glucose uptake and metabolism by muscle and adipose tissue. The excess glucose is converted into glycogen and stored in the liver and muscles.
During fasting, when blood glucose levels are low, the pancreas secretes glucagon. it...
During fasting, when blood glucose levels are low, the pancreas secretes glucagon. it...
4.1K
Hormones Regulating Blood Glucose
6.8K
Insulin is released by beta cells of the pancreas when blood glucose levels are high. It facilitates glucose absorption and utilization in insulin-dependent cells with insulin receptors on their plasma membranes. Insulin promotes glucose uptake by increasing the number of glucose transport proteins in the cell membrane, allowing glucose to enter the cell. As a result, glucose utilization and ATP production are enhanced.
In addition to accelerating glucose uptake and utilization, insulin has...
In addition to accelerating glucose uptake and utilization, insulin has...
6.8K
The Roles of Bacteria and Fungi in Plant Nutrition
47.3K
Plants have the impressive ability to create their own food through photosynthesis. However, plants often require assistance from organisms in the soil to acquire the nutrients they need to function correctly. Both bacteria and fungi have evolved symbiotic relationships with plants that help the species to thrive in a wide variety of environments.
47.3K
Parentral Nutrition: Centeral and Peripheral Parental Nutrition
902
Parenteral Nutrition (PN) delivers essential nutrients directly into the bloodstream, bypassing the digestive system. It is commonly used for individuals with severe digestive disorders or conditions that prevent normal nutrient absorption.
PN can be administered through two primary routes:
1. Central Parenteral Nutrition (CPN):
CPN involves delivering a high concentration of nutrients through a large vein. This is typically achieved using a Peripherally Inserted Central Catheter (PICC) or,...
PN can be administered through two primary routes:
1. Central Parenteral Nutrition (CPN):
CPN involves delivering a high concentration of nutrients through a large vein. This is typically achieved using a Peripherally Inserted Central Catheter (PICC) or,...
902
Errors occurring during blood pressure monitoring
1.4K
Blood pressure monitoring is a crucial clinical procedure in diagnosing and managing various cardiovascular conditions. Despite its significance, the accuracy of blood pressure measurements can be compromised by multiple factors, potentially leading to either falsely high or low readings. These inaccuracies are critical as they can significantly impact patient care. So, it is vital to understand these challenges deeply and adopt strategic approaches to minimize errors.
Several factors...
Several factors...
1.4K
Microbial Nutrition
1.2K
Organisms exhibit remarkable metabolic diversity, categorized based on how they acquire energy and carbon. These strategies enable survival in various ecological niches and are essential for maintaining energy flow and nutrient cycling within ecosystems.Energy and Carbon SourcesOrganisms are classified as phototrophs or chemotrophs based on energy acquisition. Phototrophs use light as their energy source, while chemotrophs rely on oxidizing chemical compounds. Further differentiation arises...
1.2K


