一个血红蛋白度数据集,来源于三波波长光电解剖学,用于机器学习应用程序
Tomy Abuzairi1,2, Diva Bintang Maharani2
1Electrical Engineering, Department of Electrical Engineering, Faculty of Engineering, Universitas Indonesia, Depok 16424, Indonesia.
Data in brief
|December 9, 2025
概括
这项研究探讨了使用光透视图 (PPG) 信号进行非侵入性血红蛋白 (Hb) 测量. 开发的数据集能够在机器学习方面取得进展,以准确,无痛地确定Hb水平.
科学领域:
- 生物医学工程 生物医学工程
- 医疗器械 医疗器械
- 医疗信息学 医疗信息学
背景情况:
- 为了测量血红蛋白 (Hb) 的侵入性血液采样会引起不适和疼痛.
- 摄影致血学 (PPG) 为检测血液体积变化提供了一个非侵入性的替代方案.
- PPG设备可能可以在没有侵入性程序的情况下测量Hb水平.
研究的目的:
- 引入一个公共数据集,用于开发非侵入性Hb测量技术.
- 为了促进机器学习应用程序的研究,用于Hb估计.
- 为推进基于PPG的诊断工具提供资源.
主要方法:
- 采集PPG信号使用MAXM86161传感器与三波长光辐射.
- 从52名受试者 (60%女性,40%男性) 获得的数据,Hb水平各不相同.
- 包括数据集中的原始PPG信号,过输出和峰值检测结果.
主要成果:
- 数据集包括PPG信号,Hb值,年龄和性别信息.
- 男性的Hb值在12-20g/dL之间,女性的Hb值在8-18g/dL之间.
- 数据是在2025年4月至5月期间在印度尼西亚西爪收集的.
结论:
- 公共数据集支持对非侵入性Hb测量的研究.
- 机器学习模型可以使用这些PPG信号数据来开发.
- 该资源有助于推进非侵入性诊断技术的发展.
更多相关视频
07:06Simultaneous Evaluation of Cerebral Hemodynamics and Light Scattering Properties of the In Vivo Rat Brain Using Multispectral Diffuse Reflectance Imaging
Published on: May 7, 2017
8.1K
09:42Author Spotlight: Using Motor Imagery Brain-Computer Interface to Improve Motor and Cognitive Function in Stroke Patients
Published on: September 1, 2023
2.0K
相关概念视频
Oxygen Transport in the Blood
5.8K
Hemoglobin (Hb) is a crucial molecule in the human body, consisting of four polypeptide chains, each bound to an iron-containing heme group. This unique structure enables hemoglobin to bind to oxygen, with each molecule capable of combining with four molecules of oxygen, leading to rapid and reversible oxygen loading. When fully loaded with oxygen, it is called oxyhemoglobin, while hemoglobin that has released oxygen is called reduced hemoglobin or deoxyhemoglobin. As hemoglobin binds oxygen,...
5.8K
Special considerations while measuring oxygen saturation
879
Assessing respiratory rate concurrently with pulse measurement is fundamental to patient care, providing valuable insights into the patient's respiratory function. The normal breathing rate for an adult usually falls within a normal range of 12 to 20 breaths per minute. Abnormal respiratory rates can signal underlying health conditions or the need for immediate intervention.
Ensuring accuracy in vital sign recordings while prioritizing patient comfort and minimizing anxiety is...
Ensuring accuracy in vital sign recordings while prioritizing patient comfort and minimizing anxiety is...
879
