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Electrical Engineering and Systems Science > Audio and Speech Processing

arXiv:2004.08248 (eess)
[Submitted on 15 Apr 2020 (v1), last revised 5 Aug 2020 (this version, v2)]

Title:Acoustical classification of different speech acts using nonlinear methods

Authors:Chirayata Bhattacharyya, Sourya Sengupta, Sayan Nag, Shankha Sanyal, Archi Banerjee, Ranjan Sengupta, Dipak Ghosh
View a PDF of the paper titled Acoustical classification of different speech acts using nonlinear methods, by Chirayata Bhattacharyya and 5 other authors
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Abstract: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 {\alpha}, 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.
Comments: 6 pages, 2 figures; Proceedings of WESPAC 2018, New Delhi, India, November 11-15, 2018
Subjects: Audio and Speech Processing (eess.AS); Sound (cs.SD); Chaotic Dynamics (nlin.CD); Neurons and Cognition (q-bio.NC)
Cite as: arXiv:2004.08248 [eess.AS]
  (or arXiv:2004.08248v2 [eess.AS] for this version)
  https://doi.org/10.48550/arXiv.2004.08248
arXiv-issued DOI via DataCite

Submission history

From: Shankha Sanyal [view email]
[v1] Wed, 15 Apr 2020 22:33:16 UTC (272 KB)
[v2] Wed, 5 Aug 2020 09:11:36 UTC (283 KB)
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