模拟排泄声音的注释数据集用于尿液流量估计
Marcos Lazaro Alvarez1, Laura Arjona2, Alfonso Bahillo3
1Faculty of Engineering, University of Deusto, Bilbao, 48007, Spain. alvarez.marcoslazaro@deusto.es.
Scientific data
|June 13, 2025
概括
这项研究引入了模拟尿流声音的新数据集,以推进基于声音的尿流测量中的人工智能. 本资源有助于开发用于非侵入性尿流估计的AI算法.
科学领域:
- 生物医学工程 生物医学工程
- 声学 声学 在声学上
- 人工智能的人工智能
背景情况:
- 基于声音的泌尿流量计提供了一种非侵入性的方法来评估泌尿排泄特征.
- 目前的研究受到缺乏标记数据集的阻碍,用于开发受监督的AI算法.
研究的目的:
- 为了创建模拟尿流声音的综合数据集.
- 支持开发和验证基于声音的尿液流量计的人工智能算法.
主要方法:
- 使用环静脉和模拟尿道的喷嘴生成模拟的尿流声音.
- 在真正的所碗中,以1至50毫升/秒的流速记录声音.
- 使用高质量的麦克风,智能手机和智能手表获得了同时录制的音频.
主要成果:
- 创建了一个标记的数据集,以WAV格式创建60秒的常流音频录音.
- 记录涵盖从1到50毫升/秒的流量,模仿成年人的排尿条件.
- 数据集包括来自多个设备的记录,提供多样化的数据.
结论:
- 本文所介绍的数据集是推动基于声音的尿液流量计研究的宝贵资源.
- 促进监督人工智能模型的开发,以准确估计尿液流量.
- 促进泌尿病的非侵入性诊断工具的创新.
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