基于机器学习的微波系统用于对内压力的非侵入性监测
Daljeet Singh1,2, Mariella Särestöniemi3,4,5, Teemu Myllylä3,4,6,7
1Research Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Oulu, 90570, Finland. daljeet.singh@oulu.fi.
Biomedical engineering online
|October 10, 2025
概括
一个新的微波系统使用机器学习进行非侵入性内压力 (ICP) 监测. 这种可穿戴技术准确地检测到ICP的变化,为侵入性方法提供了安全的替代方案.
科学领域:
- 生物医学工程 生物医学工程
- 医疗器械 医疗器械
- 微波技术 微波技术的使用
背景情况:
- 内压力 (ICP) 对大脑功能至关重要.
- 升高的ICP可以导致严重的神经损伤.
- 非侵入性的ICP监测方法非常受欢迎.
研究的目的:
- 为ICP监控提出一种基于机器学习 (ML) 的非侵入性微波方法.
- 开发和测试一个定量微波设置的人体试验对象.
- 通过可穿戴技术实现安全和长时间的ICP监控.
主要方法:
- 采用了两级特征提取过程,具有先进的信号属性.
- 采用了六个轻量级微波传感器,具有各种各样的放置策略.
- 开发了一个现实的人类幻影模型和一个独特的数据集创建模块,使用有序选择方案 (OSS).
主要成果:
- 机器学习驱动的微波系统展示了精确的ICP监控能力.
- 该系统检测到微小的ICP波动,与侵入性传感器读数相关.
- 拟议的方法显示了使用轻量级ML算法实时操作的潜力.
结论:
- 开发的微波系统为ICP监测提供了一个有希望的非侵入性方法.
- 该技术适用于可穿戴应用,允许持续和安全的患者监测.
- 这种方法为传统的侵入性ICP测量技术提供了可行的替代方案.
相关概念视频
Equipments Used To Measure Blood Pressure
Direct Method
This invasive approach involves cannulating a peripheral artery. During each cardiac contraction, pressure generates mechanical motion within the catheter, transmitted through rigid, fluid-filled tubing to a transducer. This transducer converts mechanical motion into electrical signals displayed as waveforms on a monitor. An automatic flushing system prevents blood backflow. Due to the potential risk of unexpected arterial blood loss, this method is primarily used in intensive...
This invasive approach involves cannulating a peripheral artery. During each cardiac contraction, pressure generates mechanical motion within the catheter, transmitted through rigid, fluid-filled tubing to a transducer. This transducer converts mechanical motion into electrical signals displayed as waveforms on a monitor. An automatic flushing system prevents blood backflow. Due to the potential risk of unexpected arterial blood loss, this method is primarily used in intensive...
Measurement of Fluid Pressure
Fluid pressure is commonly measured using devices called manometers, which rely on liquid columns to indicate pressure differences. The height of a liquid column in a manometer reflects the pressure exerted by the fluid, providing a simple yet effective means of measurement. Different types of manometers serve specific purposes based on their configurations and the type of fluids involved.
A basic form of manometer is the piezometer, a vertical tube open at the top and filled with the same...
A basic form of manometer is the piezometer, a vertical tube open at the top and filled with the same...


