论文标题

使用非线性方法对不同语音行为的声学分类

Acoustical classification of different speech acts using nonlinear methods

论文作者

Bhattacharyya, Chirayata, Sengupta, Sourya, Nag, Sayan, Sanyal, Shankha, Banerjee, Archi, Sengupta, Ranjan, Ghosh, Dipak

论文摘要

朗诵是将单词结合在一起的一种方式,使它们具有节奏感,因此在其中吸收了情感内容。在这项研究中,我们设想以科学的方式回答这些问题。5(五)个著名的孟加拉叙述不同诗人,传达了各种情绪,从喜悦到悲伤。同一个人朗诵和读取(以平坦的语音而没有任何节奏的形式),以避免因音色变化而产生的任何感知差异。接下来,在50名参与者的池中进行的听力测试的帮助,对5个朗诵的情感内容进行了标准化。借助最新的非线性技术(DFA),对朗诵和语音进行了分析,该技术给出了缩放指数α,这实质上是信号中存在的远距离相关性的度量。从完整的信号中提取类似的作品(在语音和独奏中具有确切的抒情内容的部分),并在DFA技术的帮助下进行了分析。我们的分析表明,与语音相比,所有部分朗诵的缩放指数通常要高得多。我们还从我们的分析中建立了批判价值,上面只是言语可能成为一种朗诵。该案例可能类似于常规相变,其中发生转化的外部条件的测量(通常温度)称为相变。此外,我们还根据他们的情感内容借助相同的DFA技术对5个朗诵进行了分类。正在进行更多的朗诵分析,以产生更有趣的结果。

A recitation is a way of combining the words together so that they have a sense of rhythm and thus an emotional content is imbibed within. In this study we envisaged to answer these questions in a scientific manner taking into consideration 5 (five) well known Bengali recitations of different poets conveying a variety of moods ranging from joy to sorrow. The clips were recited as well as read (in the form of flat speech without any rhythm) by the same person to avoid any perceptual difference arising out of timbre variation. Next, the emotional content from the 5 recitations were standardized with the help of listening test conducted on a pool of 50 participants. The recitations as well as the speech were analyzed with the help of a latest non linear technique called Detrended Fluctuation Analysis (DFA) that gives a scaling exponent α, which is essentially the measure of long range correlations present in the signal. Similar pieces (the parts which have the exact lyrical content in speech as well as in the recital) were extracted from the complete signal and analyzed with the help of DFA technique. Our analysis shows that the scaling exponent for all parts of recitation were much higher in general as compared to their counterparts in speech. We have also established a critical value from our analysis, above which a mere speech may become a recitation. The case may be similar to the conventional phase transition, wherein the measurement of external condition at which the transformation occurs (generally temperature) is called phase transition. Further, we have also categorized the 5 recitations on the basis of their emotional content with the help of the same DFA technique. Analysis with a greater variety of recitations is being carried out to yield more interesting results.

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