使用视觉变压器识别失声声的声音识别
概括
一个新的基于变压器的深度学习算法准确地识别了失声触发声. 这一进步有助于为声音触发情绪反应的个体开发有针对性的疗法.
科学领域:
- 神经科学是一个神经科学.
- 音频信号处理 音频信号处理
- 人工智能的人工智能
背景情况:
- 失声症涉及到对特定声音的异常情绪反应,例如吃饭或呼吸.
- 有效的声音分类对于开发失声症干预措施至关重要.
- 深度学习,特别是卷积神经网络 (CNN),在音频分析方面表现有前途.
研究的目的:
- 提出一种基于变压器的深度学习算法,用于自动误声触发声识别.
- 用声学特征来表征失声会触发声音的声音.
- 为了评估算法在分类这些声音中的准确性和特异性.
主要方法:
- 基于变压器的深度学习模型被开发用于音频分类.
- 该算法被训练来识别和表征失声触发声.
- 绩效是根据准确性和特异性指标来评估的.
主要成果:
- 拟议的基于变压器的算法在分类失声触发声方面取得了很高的准确性.
- 该模型在识别触发声方面表现出高的特异性.
- 声学特征表征成功执行.
结论:
- 变压器深度学习模型提供了一种强大的方法,用于对失声声的声音分类.
- 开发的算法为创建新的错听症疗法提供了坚实的基础.
- 进一步的研究可以利用这些发现进行临床应用.
相关概念视频
Perception of Sound Waves
The human ear is not equally sensitive to all frequencies in the audible range. It may perceive sound waves with the same pressure but different frequencies as having different loudness. Moreover, the perception of sound waves depends on the health of an individual's ears, which decays with age. The health of one's ears may also be affected by regular exposure to loud noises.
The pitch of a sound depends on the frequency and the pressure amplitude of the source. Two sounds of the same frequency...
The pitch of a sound depends on the frequency and the pressure amplitude of the source. Two sounds of the same frequency...
Types Of Transformers
Transformers can provide desired voltages to a circuit by modifying the number of turns in the secondary windings.
If the ratio of the number of turns in the secondary winding to that of the primary winding is greater than one, then the transformer is said to be a step-up transformer. In a step-up transformer, the voltage at the secondary winding is greater than the voltage applied at the primary winding.
However, if this ratio is less than one, the transformer is said to be a step-down...
If the ratio of the number of turns in the secondary winding to that of the primary winding is greater than one, then the transformer is said to be a step-up transformer. In a step-up transformer, the voltage at the secondary winding is greater than the voltage applied at the primary winding.
However, if this ratio is less than one, the transformer is said to be a step-down...
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In scenarios involving parallel transformers with disparate ratings, developing per-unit models requires accommodating off-nominal turns ratios. This situation arises when the selected base voltages are not proportional to the transformer’s voltage ratings. Consider a transformer where the rated voltages are related by the term a. If the chosen voltage bases satisfy a relationship involving term b, term c is defined as the ratio of these bases. This ratio is then substituted into the rated...


