可穿戴,轻量级单通道EEG用于检测尿急和排尿意图
Zhonghan Zhou1,2,3, Gongyue Liu1,2,3, Tianyang Hang4
1Department of Urology, China Rehabilitation Research Center, School of Rehabilitation of Capital Medical University, Beijing, China.
International journal of surgery (London, England)
|December 11, 2025
概括
可穿戴式脑电图 (EEG) 显示出作为检测尿急症的非侵入性工具的前景. 一个轻量级的算法实现了高精度,为智能康复系统铺平了道路.
科学领域:
- 生物医学工程 生物医学工程
- 神经科学是一个神经科学.
- 泌尿器科 泌尿器科 泌尿器科 泌尿器科
背景情况:
- 探索可穿戴的单通道脑电图 (EEG) 作为一种非侵入性生物标志物.
- 专注于识别泌尿急迫性和清空意图.
- 开发一种轻量级的实时处理算法.
研究的目的:
- 调查可穿戴式EEG用于检测尿急症的可行性.
- 开发和评估用于实时EEG分析的轻量级算法.
- 评估智能康复系统的潜力.
主要方法:
- 通过使用单通道额叶皮层电极,招募了20个人进行EEG信号记录.
- 提出了一个轻量级的卷积神经网络 (修改后的DenseNet),具有75,194个可训练的参数.
- 使用精度,精度,回忆和F1得分评估性能,优化时代长度和文物检测.
主要成果:
- 实现了高性能指标:准确度为0.8457,精度为0.8540,回忆力为0.9100,紧急分类F1得分为0.8811.
- 确定了一个20秒的时代长为最佳.
- 与其他轻量级架构相比,证明了卓越的准确性和效率,适合实时应用.
结论:
- 证实了可穿戴单通道EEG作为尿急和排泄意图的非侵入性生物标志物的可行性.
- 这些发现支持开发个性化的自适应智能康复系统.
- 有潜力改善下泌尿道功能障碍的管理.
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