从使用声调模型的录制语音信号中提取声振荡信息
1Department of Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA.
Entropy (Basel, Switzerland)
|July 29, 2023
概括
这项研究引入了一种新方法,用于从语音中估计声振荡 (VFO),从而实现个性化的语音分析. 这种计算方法提供了一种非侵入性的方法,可以从语音模式中推断说话者的状态.
科学领域:
- 生物声学是一种生物声学.
- 语音科学 语言科学
- 计算语言学 计算语言学
背景情况:
- 声振荡 (VFOs) 对语音产生至关重要,并受到说话者的生理学的影响.
- 扬声器状态的变化可以改变VFO,使语音分析对推断健康或状况有价值.
- 传统的VFO测量需要侵入性临床设备.
研究的目的:
- 提出一种新的通过合成分析算法,从语音信号中推断出个性化的VFO.
- 开发一种用于非侵入性语音分析和语音状态评估的计算工具.
- 通过动态系统的角度来证明VFO的量化,以便使用动态系统的角度进行分类.
主要方法:
- 开发了ADLES-VFT算法,一种前向后向方法,最大限度地减少波形错误.
- 利用一种联合模型,将声调和声道声波传播相结合.
- 通过使用算法衍生参数和声化模型估计个性化的VFO.
主要成果:
- 成功地从录制的语音信号中直接推断出个性化的VFO.
- 证明估计的参数与扬声器的声音的物理性质相关.
- 展示了从动态系统角度对VFO的量化,用于分类.
结论:
- ADLES-VFT算法提供了一种灵活的,非侵入性的方法来估计个性化的VFO.
- 这种方法使得语音的高级计算分析能够推断说话者的状态.
- 该方法支持在生物声学和语音诊断领域的进一步研究.
相关概念视频
Larynx
1.7K
The human larynx, often referred to as the voice box, is an intricate organ located in the neck. It serves as a pathway for air to enter the lungs during respiration and is an essential component of voice production.
Anatomy of the Larynx
The larynx consists of various components, including cartilage, muscles, and vocal cords. Its structure includes three large unpaired cartilages—the thyroid, cricoid, and epiglottis—and three smaller paired cartilages—the arytenoids,...
Anatomy of the Larynx
The larynx consists of various components, including cartilage, muscles, and vocal cords. Its structure includes three large unpaired cartilages—the thyroid, cricoid, and epiglottis—and three smaller paired cartilages—the arytenoids,...
1.7K
Facial Feedback Hypothesis
191
Charles Darwin proposed that facial expressions are an evolutionary adaptation for communication. He argued that these expressions are not influenced by culture but are universal across species. For example, a snarling expression with exposed teeth signals a threat in many animals, including humans. Darwin also suggested that displaying an emotion can intensify the feeling. Smiling, for example, could enhance one's sense of happiness. This idea laid the foundation for understanding the role...
191
The Cochlea
45.2K
The cochlea is a coiled structure in the inner ear that contains hair cells—the sensory receptors of the auditory system. Sound waves are transmitted to the cochlea by small bones attached to the eardrum called the ossicles, which vibrate the oval window that leads to the inner ear. This causes fluid in the chambers of the cochlea to move, vibrating the basilar membrane.
45.2K
Double Resonance Techniques: Overview
245
Double resonance techniques in Nuclear Magnetic Resonance (NMR) spectroscopy involve the simultaneous application of two different frequencies or radiofrequency pulses to manipulate and observe two distinct nuclear spins. One important application of double resonance is spin decoupling, which selectively suppresses coupling with one type of nucleus while observing the NMR signal from another nucleus, simplifying the spectrum and enhancing resolution.
Spin decoupling is usually achieved by...
Spin decoupling is usually achieved by...
245
Suctioning the Oropharyngeal Airway
257
In preparing for oropharyngeal airway suctioning, a nurse must gather all necessary equipment, including a suction unit with tubing, a prepackaged suction kit, sterile gloves, water or saline for irrigation, a water-soluble lubricant, and additional personal protective equipment (such as a gown, mask, and goggles) to control infections.
After assembling the equipment, the nurse should practice hand hygiene and don appropriate PPE according to infection control guidelines to avoid the...
After assembling the equipment, the nurse should practice hand hygiene and don appropriate PPE according to infection control guidelines to avoid the...
257
Perception of Sound Waves
4.5K
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...
The pitch of a sound depends on the frequency and the pressure amplitude of the source. Two sounds of the same...
4.5K


