论文标题

COVID-19的声音:感染的声学相关性

The voice of COVID-19: Acoustic correlates of infection

论文作者

Bartl-Pokorny, Katrin D., Pokorny, Florian B., Batliner, Anton, Amiriparian, Shahin, Semertzidou, Anastasia, Eyben, Florian, Kramer, Elena, Schmidt, Florian, Schönweiler, Rainer, Wehler, Markus, Schuller, Björn W.

论文摘要

Covid-19是一次全球健康危机,在过去一年中一直影响着我们日常生活的许多方面。 COVID-19的症状是异质性的,严重性连续性。症状很大一部分与声带的病理变化有关,导致Covid-19也可能影响语音产生的假设。本研究首次旨在根据综合的声学参数集研究与Covid-19感染的语音声学相关性。我们比较了从元音的录音中提取的88个声学特征 /i: /,e: /, /o: /, /u: /和 /a: /: /: /a: /a: /a: / /a commicamisomentic comminical covid-19阳性和11 covid-19 Covid-19-covid-19-nater-perman-perman-perman-peres-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-pers-peres tper语言的参与者。我们采用Mann-Whitney U检验并计算效应大小,以识别具有最突出的群体差异的特征。平均发音节段的长度和每秒发声段的数量产生的所有元音中最重要的差异表明在Covid-19-19-19s阳性参与者的发音过程中,Pulmonic Airstream中的不连续性。前元音的组差异 / i: /和 / e: /还反映在基本频率的变化和谐波与噪声比的变化中,后元音的组差异 / o: /和 / u: / y: /和 / u: / the mel-frequencience cepstral系数和频谱缝隙的统计数据。这项研究的结果可以被认为是对感染Covid-19的个体的潜在基于语音的识别的重要概念概念贡献。

COVID-19 is a global health crisis that has been affecting many aspects of our daily lives throughout the past year. The symptomatology of COVID-19 is heterogeneous with a severity continuum. A considerable proportion of symptoms are related to pathological changes in the vocal system, leading to the assumption that COVID-19 may also affect voice production. For the very first time, the present study aims to investigate voice acoustic correlates of an infection with COVID-19 on the basis of a comprehensive acoustic parameter set. We compare 88 acoustic features extracted from recordings of the vowels /i:/, /e:/, /o:/, /u:/, and /a:/ produced by 11 symptomatic COVID-19 positive and 11 COVID-19 negative German-speaking participants. We employ the Mann-Whitney U test and calculate effect sizes to identify features with the most prominent group differences. The mean voiced segment length and the number of voiced segments per second yield the most important differences across all vowels indicating discontinuities in the pulmonic airstream during phonation in COVID-19 positive participants. Group differences in the front vowels /i:/ and /e:/ are additionally reflected in the variation of the fundamental frequency and the harmonics-to-noise ratio, group differences in back vowels /o:/ and /u:/ in statistics of the Mel-frequency cepstral coefficients and the spectral slope. Findings of this study can be considered an important proof-of-concept contribution for a potential future voice-based identification of individuals infected with COVID-19.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源