压力分类与内耳心跳声音的压力分类
Danielle Benesch1, Bérangère Villatte2, Alain Vinet3
1École de technologie supérieure, 1100 Notre-Dame St W, Montreal, H3C 1K3, Quebec, Canada; Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT), 527 Rue Sherbrooke O #8, Montréal, QC H3A 1E3, Canada.
Computers in biology and medicine
|January 1, 2025
概括
耳内设备可以使用心跳声音监测压力,改善助听器对声等疾病的听力能力. 一种新的数据增强方法通过解决信号工件来提高准确性.
科学领域:
- 生物医学工程 生物医学工程
- 机器学习 机器学习
- 生理监测 生理监测
背景情况:
- 压力显著影响着耳声和声音耐受性.
- 目前的助听器缺乏压力监测能力.
- 耳内设备为压力检测提供了一个潜在的解决方案.
研究的目的:
- 评估使用入耳设备进行压力监测的可行性.
- 将耳内心跳声音与心电图 (ECG) 进行比较,以检测压力.
- 为助听器开发一个强大的压力识别系统.
主要方法:
- 同时记录了30名健康成年人的耳内心跳声音和心电图信号.
- 从两种信号类型中提取了心率变化特征.
- 训练有素的分类算法来预测压力与休息状态.
主要成果:
- 耳内心跳模型显示出有前途的表现,最初表现优于心电图模型.
- 人工物,而不是生理变化,在压力期间导致了性能差异.
- 开发了一种数据增强方法,以减轻与文物相关的偏见.
结论:
- 耳内心跳声音能够强烈地识别压力,增强助听器的功能.
- 拟议的数据增强方法提高了生物信号监测的稳定性.
- 这项技术可能有利于与压力相关的听力条件的个体.
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