基于智能手机的智能系统,配备可穿戴的喉麦克风,可实时选吞能力
Ye Li1,2, Yacen Wu3, Qiang Tang1,2
1Department of Electronics, 12568 Hunan Normal University , Changsha, Hunan, P.R. China.
Biomedizinische Technik. Biomedical engineering
|July 14, 2025
概括
一个新的智能手机系统使用喉麦克风准确地实时选吞能力. 这种可穿戴技术提供了一个便携式和用户友好的工具,用于早期检测食障碍,特别是在资源有限的环境中.
科学领域:
- 生物医学工程 生物医学工程
- 信号处理 信号处理
- 人工智能的人工智能
背景情况:
- 准确的消化不良查对于预防并发症至关重要.
- 目前用于评估吞的成像方法通常是侵入性的或放射性的.
- 需要易于使用的,非侵入性的消化障碍查工具.
研究的目的:
- 开发基于智能手机的智能系统,用于实时吞能力选.
- 为了利用可穿戴的喉麦克风捕捉吞声音.
- 为了在像VFSS/FEES这样的仪器评估之前进行初步的失调查.
主要方法:
- 开发了一个定制的Android应用程序,用于音频数据收集和分析.
- 从215名健康参与者中训练了一种转移学习模型 (YAMNet-S) 关于吞和咳的声音.
- 用水吞测试 (WST) 在15名模拟患者中验证了该系统.
主要成果:
- YAMNet-S模型实现了高精度 (94.48%的吞, 94.45%的咳).
- 与专家评价相比,该系统的WST分数计算显示出最小的差异 (0.267分之5),与专家评价相比.
- 证明了吞相关事件的实时分类.
结论:
- 智能手机系统提供了一种方便,便携且易于使用的工具,用于初步食障碍查.
- 这种技术在医疗资源有限的环境中尤其有价值,例如社区或家庭护理.
- 该系统显示了改进早期检测和治疗食障碍的潜力.
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