Study of Acoustic Correlates Between Prosodic Features and Emotions in Marathi Language

Trupti K. Harhare, M. Shah
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Abstract

For designing intelligible and natural Text-to-Speech systems (TTS) researchers all over the world are studying relation between prosodic features and emotions in various languages. The objective of this research is to study acoustic correlates between prosodic features including duration, F0 and intensity for vowels and various emotions in Marathi language. Also, these prosodic features are analyzed for vowels in words non-final and final syllables. Pause durations occurring between words for various emotions are also studied. Marathi sentences spoken by a female speaker are recorded in five emotion styles: anger, fear, happy, sadness and neutral. For every sentence vowel mean duration, mean F0 and mean intensity are calculated. Long pauses, mid-pauses and short pauses for all the five emotions are analyzed. The ANOVA analysis for F0 and intensity with p<0.001 indicate that these parameters can be used as cue for various emotion styles for Marathi language. Short vowel duration and large number of short pauses are observed for angry emotion whereas long vowel duration and short, mid and long pauses are observed equally for happy emotion. Above observations related to prosodic features and pauses would be useful to model Marathi TTS system.
马拉地语韵律特征与情绪的声学关联研究
为了设计可理解、自然的文本-语音系统(TTS),世界各地的研究者都在研究各种语言的韵律特征与情感之间的关系。本研究的目的是研究马拉地语中元音的持续时间、F0和强度等韵律特征与各种情绪之间的声学相关性。并分析了非末音节和末音节中元音的韵律特征。还研究了不同情绪的单词之间的停顿时间。由女性说话者说出的马拉地语句子以五种情绪类型记录下来:愤怒、恐惧、快乐、悲伤和中性。计算每个句子元音的平均持续时间、平均F0和平均强度。分析了这五种情绪的长停顿、中停顿和短停顿。对F0和强度的方差分析(p<0.001)表明,这些参数可以作为马拉地语各种情绪风格的线索。在愤怒情绪中,元音持续时间短,停顿时间多,而在快乐情绪中,元音持续时间长,停顿时间短,停顿时间中,停顿时间长。上述有关韵律特征和停顿的观察结果将有助于马拉地语TTS系统的建模。
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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