Parameter changes across different emotions in human speech

Tao Li, Cheolwoo Jo
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引用次数: 2

Abstract

Voice quality is considered to play an important role for the transmission of emotions in human speech communications. In this paper, we explored the acoustical characteristics of voice quality in the emotional speech signals based on numerical parameters, such as Jitter, RAP, Shimmer, APQ, NHR and SPI. In addition, the role of pitch, pitch range and normalized speech duration of the emotional speech was focused. Korean emotional speech database was collected from a professional actor. Nine sentences having different contents were respectively uttered with six different kinds of emotions: neutral, happiness, anger, sadness, fear and boredom. Jitter, RAP, Shimmer, APQ, NHR and SPI were computed respectively after extracting the voiced segment with the vowel /a/ from each emotional sentence. Pitch, pitch range and normalized speech duration of each emotional speech signal were also measured or computed. The statistical analysis based on the changes of these nine sets of different parameters was performed to characterize voice quality of the human emotional speeches.
人类语言中不同情绪的参数变化
在人类语言交流中,语音质量被认为对情感的传递起着重要作用。本文基于Jitter、RAP、Shimmer、APQ、NHR、SPI等数值参数,探讨了情感语音信号中语音质量的声学特性。此外,还重点研究了音高、音高范围和标准化言语持续时间在情绪言语中的作用。韩国语情感言语数据库是从一位专业演员那里收集的。九句不同内容的句子分别带着六种不同的情绪说出:中性、快乐、愤怒、悲伤、恐惧和无聊。从每个情感句中提取带有/a/元音的浊音片段,分别计算Jitter、RAP、Shimmer、APQ、NHR和SPI。测量或计算每个情绪语音信号的音高、音高范围和归一化语音持续时间。基于这9组不同参数的变化进行统计分析,表征人类情感演讲的语音质量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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