基于自动和生理学特征选择方法的比较,用于使用心率和脉冲率变化指数对生理应激进行分类
Marta Iovino1, Ivan Lazic2, Tatjana Loncar-Turukalo2
1Department of Engineering, University of Palermo, Palermo, Italy.
Physiological measurement
|November 13, 2024
概括
机器学习有效地使用心率变化 (HRV) 和脉率变化 (PRV) 来分类生理压力. 自动功能选择优于手动方法,PRV显示可穿戴式监控的前景.
科学领域:
- 生理监测是指对身体进行生理监测.
- 机器学习应用程序 机器学习应用程序
- 生物医学信号处理
背景情况:
- 生理压力评估对幸福至关重要.
- 心率变化 (HRV) 和脉率变化 (PRV) 是自主神经系统活动的关键指标.
- 使用生理信号区分不同类型的压力 (例如,姿势与精神) 是一个挑战.
研究的目的:
- 评估机器学习算法来分类生理压力.
- 将自动特征选择 (Akaike的标准) 与基于生理学的方法进行比较.
- 评估HRV和PRV在压力分类中的有效性.
主要方法:
- 使用了四种机器学习算法 (LDA,SVM,k-NN,随机森林).
- 分析了来自时间,频率和信息领域的10个HRV和PRV指数.
- 从127名健康人群中收集了数据,这些人处于休息,姿势和精神压力条件下.
主要成果:
- 机器学习模型可以对生理压力进行分类,但区分姿势和心理压力是很困难的.
- 使用Akaike信息标准的自动特征选择比生理驱动的选择产生了更好的结果.
- 基于PRV的功能表现出与基于HRV的功能相当的性能.
结论:
- 确定了与压力分类相关的特定HRV/PRV特征.
- 这些发现表明,PRV分析是使用可穿戴设备进行压力监测的可行选择.
- 该研究有助于在临床和现实环境中推进压力评估方法.
更多相关视频
08:22Author Spotlight: Advancing the Study of Brain-Heart Interplay with a Comprehensive EEGLAB Plugin for Multimodal Signal Analysis
Published on: April 26, 2024
1.7K
08:12Calculating Heart Rate Variability from ECG Data from Youth with Cerebral Palsy During Active Video Game Sessions
Published on: June 5, 2019
19.8K
相关概念视频
Factors Influencing Heart Rate
2.5K
The heart rate, or pulse rate, is a vital indicator of cardiovascular health. It reflects the number of times the heart beats per minute. Various physiological and environmental factors influence heart rate, increasing or decreasing cardiac output. Understanding these factors is crucial for assessing heart function and identifying potential health issues.
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
2.5K
Exercise Stress Test
176
Introduction
Exercise stress testing, commonly known as a treadmill test, is a noninvasive procedure used to evaluate cardiovascular function and diagnose heart conditions.
Definition
An exercise stress test measures the heart's response to exertion using a treadmill or stationary bicycle. Chest electrodes record the heart's electrical activity through an ECG, and blood pressure is monitored regularly.
Purposes
Exercise stress testing, commonly known as a treadmill test, is a noninvasive procedure used to evaluate cardiovascular function and diagnose heart conditions.
Definition
An exercise stress test measures the heart's response to exertion using a treadmill or stationary bicycle. Chest electrodes record the heart's electrical activity through an ECG, and blood pressure is monitored regularly.
Purposes
176
Special considerations while measuring pulse
563
Assessing a patient's pulse is a fundamental skill in healthcare, but certain situations require special attention:
563
Regulation of Pulse
1.2K
Pulse regulation involves physiological mechanisms that ensure adequate blood flow throughout the body. The heartbeat, regulated by the autonomic nervous system, is influenced by hormonal balance, physical activity, and emotional state.
1.2K
Psychoneuroimmunology: Cardiovascular Disease
25
Psychoneuroimmunology (PNI) is a multidisciplinary field that examines how psychological factors, particularly stress, interact with the immune system and impact physical health. Research in PNI has shown that chronic or traumatic stress can disrupt both the hypothalamic-pituitary-adrenal axis and the sympathetic nervous system. These disruptions contribute to serious health conditions, including cardiovascular diseases.
A key area of focus in PNI is the relationship between stress and coronary...
A key area of focus in PNI is the relationship between stress and coronary...
25
Physiological Foundation of Stress
48
Stress triggers a coordinated physiological response involving the sympathetic nervous system (SNS) and the hypothalamic-pituitary-adrenal (HPA) axis. This dual activation ensures that the body is prepared for both immediate and prolonged stress management. The process begins with the perception of a stressor. This initial phase activates the SNS, leading to the rapid release of adrenaline (epinephrine) from the adrenal glands.
Role of the Sympathetic Nervous System
Adrenaline triggers the...
Role of the Sympathetic Nervous System
Adrenaline triggers the...
48
