使用物联网进行生命体征的新型健康监测系统
Scientific reports
|August 19, 2024
概括
这项研究开发了一种物联网 (IoT) 系统,用于使用8个嵌入式传感器监测生命体征的健康状况. 该系统在对303名患者的自动健康评估中实现了99%以上的准确性.
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
- 物联网 (IoT) 的物联网 (IoT) 的物联网.
背景情况:
- 生命体征监测对于患者健康评估至关重要.
- 现有的方法可能缺乏连续或自动化的功能.
- 物联网 (IoT) 提供了远程和实时健康数据收集的潜力.
研究的目的:
- 开发和评估一个基于物联网的系统,用于生命体征健康监测.
- 评估自动化健康确定方法的准确性.
- 调查嵌入式物联网传感器用于全面收集患者数据的使用.
主要方法:
- 使用MATLAB模拟了一个无线身体区域网络 (WBAN).
- 在人体上嵌入了8个物联网传感器节点,以收集生命体征.
- 利用机器学习,特别是MLP神经网络,用于数据评估.
- 采用8个传感器系统收集了303名患者的数据.
主要成果:
- 该系统监测了8个生命体征,包括脉率,血压,胆固醇和体温.
- 实现了超过99%的自动健康确定精度.
- 展示了使用嵌入式物联网传感器用于持续健康监测的可行性.
结论:
- 开发的物联网系统为健康评估提供了准确和自动化的方法.
- 这项技术可以在医疗中心有效地利用,以改善患者监测.
- 支持物联网的生命体征监测对主动医疗保健具有重大前景.
相关概念视频
01:30Pulse rhythm
777
Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
777
01:25Introduction to Vital Signs
1.9K
Vital signs are physiological measurements that help key into the status of the body's essential functions. These include body temperature, pulse rate, respiratory rate, and blood pressure, commonly abbreviated as T, P, R, and BP. Some healthcare settings also consider oxygen saturation (SpO2) and, in specific contexts, pain and level of consciousness as additional vital signs.
Vital signs help healthcare professionals assess an individual's well-being and detect any functional changes...
Vital signs help healthcare professionals assess an individual's well-being and detect any functional changes...
1.9K
01:19Guidelines For Measuring Vital Signs
1.6K
Following these guidelines can help nurses accurately measure vital signs, assess changes in patient conditions, and provide timely treatment when necessary. Adhering closely to the guidelines ensures the accuracy and reliability of the results.
Before taking a patient's vital signs, a nurse would consider and assess the patient's comfort level and ensure appropriate equipment is available.
Before taking a patient's vital signs, a nurse would consider and assess the patient's comfort level and ensure appropriate equipment is available.
1.6K
01:21Sites for measruring blood pressure
1.6K
Blood pressure measurement is a fundamental clinical procedure, providing crucial data for assessing cardiovascular health. Among the various sites for this measurement, the brachial and popliteal arteries are predominantly utilized due to their accessibility and the reliability of their readings. This lesson delves into the anatomical significance, methodology, and considerations of measuring blood pressure at these locations.
The Brachial Artery: Primary Site for Blood Pressure Measurement
The Brachial Artery: Primary Site for Blood Pressure Measurement
1.6K
01:25Errors occurring during blood pressure monitoring
646
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...
646
01:11Assessing Blood pressure in the Leg
2.2K
Proper measurement of leg blood pressure is a critical skill for healthcare providers, ensuring precise and reliable readings. When performed correctly, this procedure informs patient care and enhances the efficacy of interventions. The following text outlines step-by-step guidelines to measure blood pressure in the leg, providing clarity and ease of understanding for practitioners.
Preparation:
Preparation:
2.2K