通过智能手机单轴加速仪的自相关推算估计心率
概括
这项研究提出了一种新的手机方法,用于使用加速度计数据预测心率 (HR). 这种技术显示出高精度的鼻节律,但需要进一步开发心房动.
科学领域:
- 生物医学工程 生物医学工程
- 移动卫生技术 移动卫生技术
- 心血管监测 心血管监测
背景情况:
- 由于智能手机的广泛采用,智能手机越来越多地用于健康监测.
- 准确的心率 (HR) 监测对于诊断和管理心脏疾病至关重要.
研究的目的:
- 开发和评估一种基于自相关的技术,用于从手机上的单轴加速度计数据中预测心率.
- 评估这种方法在患有鼻节律 (SR) 和心房 (AF) 的个体中的准确性.
主要方法:
- 利用手机加速度计数据,并应用Butterworth和Bessel过器进行信号预处理.
- 开发了一种基于自相对应的算法来提取心脏信号并计算HR.
- 验证了使用 300 名 (SR 和 AF) 个体的同时加速度计和心电图数据的技术.
主要成果:
- 该方法在阴道节律的受试者中达到每分钟4.54次的平均绝对误差 (MAE),符合临床准确性标准.
- 在心房的受试者中观察到高于15.7 BPM的MAE,这表明心律失常人群的准确性较低.
结论:
- 拟议的基于手机的技术显示了对正常心律的个体准确预测心率的希望.
- 需要进一步的研究和改进,以提高这种方法对心律失常患者的准确性,如心房动.
更多相关视频
05:51Assessing the Accuracy of Fitness Smartwatch Data for Cardiovascular and Physical Activity Monitoring: A Validation Study in Digital Health
Published on: February 21, 2025
1.2K
06:58An Application for Pairing with Wearable Devices to Monitor Personal Health Status
Published on: February 3, 2022
3.3K
相关概念视频
Correlation between ECG and Cardiac Cycle
11.6K
The electrical signals recorded on an electrocardiogram (ECG) occur before the mechanical processes of contraction and relaxation during the cardiac cycle.
A cardiac action potential originates in the SA node and spreads throughout the atria and the AV node in approximately 0.03 seconds. This results in the P wave in an ECG and triggers atrial contraction. The action potential is then briefly slowed at the AV node, allowing the atria to contract and fill the ventricles with blood before...
A cardiac action potential originates in the SA node and spreads throughout the atria and the AV node in approximately 0.03 seconds. This results in the P wave in an ECG and triggers atrial contraction. The action potential is then briefly slowed at the AV node, allowing the atria to contract and fill the ventricles with blood before...
11.6K
Measuring Acceleration Due to Gravity
1.2K
Consider a coffee mug hanging on a hook in a pantry. If the mug gets knocked, it oscillates back and forth like a pendulum until the oscillations die out.
A simple pendulum can be described as a point mass and a string. Meanwhile, a physical pendulum is any object whose oscillations are similar to a simple pendulum, but cannot be modeled as a point mass on a string because its mass is distributed over a larger area. The behavior of a physical pendulum can be modeled using the principles of...
A simple pendulum can be described as a point mass and a string. Meanwhile, a physical pendulum is any object whose oscillations are similar to a simple pendulum, but cannot be modeled as a point mass on a string because its mass is distributed over a larger area. The behavior of a physical pendulum can be modeled using the principles of...
1.2K
Factors Influencing Heart Rate
6.1K
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,...
6.1K
Holter Monitor: 24-Hour Monitoring
1.9K
Holter monitoring is a continuous electrocardiography (ECG) recording that tracks the heart's electrical activity over an extended period, generally 24 to 48 hours. This noninvasive diagnostic tool detects irregular heart rhythms that may not be captured during a standard ECG performed in a clinical setting.DeviceThe Holter monitor is a portable, small device connected to several electrodes on the patient's chest. These electrodes detect the heart's electrical signals and transmit them to the...
1.9K
Relative Motion Analysis using Rotating Axes - Acceleration
730
Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame. The absolute velocity of point B is determined by adding the absolute velocity of point A, the relative velocity of point B in the rotating frame, and the effects caused by the angular velocity within the rotating frame.
Time differentiation is...
Time differentiation is...
730
Pulse rhythm
1.3K
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...
1.3K
