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A Methodology for Recognition of Emotions Based on Speech Analysis, for Applications to Human-Robot Interaction. An Exploratory Study

机译:一种基于语音分析的情绪识别方法,用于人机交互。探索性研究

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摘要

A system for recognition of emotions basedon speech analysis can have interesting applications inhuman-robot interaction. In this paper, we carry out anexploratory study on the possibility to use a proposedmethodology to recognize basic emotions (sadness, surprise,happiness, anger, fear and disgust) based on phoneticand acoustic properties of emotive speech with theminimal use of signal processing algorithms. We set upan experimental test, consisting of choosing three typesof speakers, namely: (i) ve adult European speakers, (ii)ve Asian (Middle East) adult speakers and (iii) ve adultAmerican speakers. The speakers had to repeat 6 sentencesin English (with durations typically between 1 s and3 s) in order to emphasize rising-falling intonation andpitch movement. Intensity, peak and range of pitch andspeech rate have been evaluated. The proposed methodologyconsists of generating and analyzing a graph of formant,pitch and intensity, using the open-source PRAATprogram. From the experimental results, it was possible torecognize the basic emotions in most of the cases.
机译:基于语音分析的情绪识别系统在人机交互中具有有趣的应用。在本文中,我们进行了一项探索性研究,探讨了使用提议的方法基于情感语音的语音和声学特性,并最少使用信号处理算法来识别基本情感(悲伤,惊奇,幸福,愤怒,恐惧和厌恶)的可能性。我们建立了一个实验测试,包括选择三种类型的发言者,即:(i)五个欧洲成人发言者,(ii)亚洲(中东)成人发言者和(iii)美国成人发言者。演讲者必须用英语重复6句话(持续时间通常在1 s和3 s之间),以强调上下调和音调的变化。评估了音高和语速的强度,峰值和范围。所提出的方法包括使用开源PRAAT程序生成和分析共振峰,螺距和强度图。从实验结果来看,在大多数情况下可以识别基本情绪。

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    M. Rabiei; A. Gasparetto;

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  • 年度 2014
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