Abstract
Speech communication is a mundane activity. People talk while ambling, running, biking, eating, and so on. This paper analyzes the variability in speech parameters while a person speaking when walking, eating, or running with the normal speaking. In this paper, we get information about the analysis of speech signals while normally speaking and speaking along with walking, eating, or running. The analysis of speech signal, according to minimum pitch, maximum pitch, mean energy intensity and mean F1 (first formant), has been carried out and also experimented in Praat, and then the problem is implemented in MATLAB. This paper meets the variation in speech parameters in different scenarios. The clustering is performed, and the paper presents an experimental comparison of two different features of speech.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsReferences
Lamberg, E.M., and L.M. Muratori. 2012. Cell phones change the way we walk. Gait and Posture 35: 688–690.
Al-Yahyaa, E., H. Dawesa, L. Smith, A. Dennisa, K. Howells, and J. Cockburn. 2011. Cognitive Motor Interference While Walking: A Systematic Review and Meta-Analysis. Neuroscience and Biobehavioral Reviews 35: 715–728.
Reichel, U.D. 2012. PermA and Balloon: Tools for String Alignment and Text Processing. In Proceedings of Interspeech, Portland, Oregon, paper no. 346.
Schuller, B., S. Steidl, A. Batliner, F. Burkhardt, L. Devillers, C. MuLler, and S. Narayanan. 2013. Paralinguistics in Speech and Language State-of-the-Art and the Challenge. Computer Speech Language 27 (1): 4–39.
Schuller, B., S. Steidl, A. Batliner, S. Hantke, F. Honig, J.R. Orozco Arroyave, E. Noth, Y. Zhang, and F. Weninger. 2015. The Interspeech 2015 Computational Paralinguistics Challenge: Nativeness, Parkinson’s Eating Condition. In Proceedings INTERSPEECH.
Prasad, A. and P.K. Ghosh. 2015. Automatic Classification of Eating Conditions from Speech Using Acoustic Feature Selection and a Set of Hierarchical Support Vector Machine Classifiers. In Sixteenth Annual Conference of the International Speech Communication Association.
Schuller, B., S. Steidl, A. Batliner, S. Hantke, F. Honig, J.R. Orozco-Arroyave, E. Noth, Y. Zhang, and F. Weninger. 2015. The Interspeech 2015 Computational Paralinguistics Challenge: Nativeness, Parkinson’s and Eating Condition. In Proceedings INTERSPEECH.
Hantke, S., F. Weninger, R. Kurle, A. Batliner, and B. Schuller. 2015. I Hear You Eat and Speak: Automatic Recognition of Eating Condition and Food Type, ms. to appear.
Fuchs, S., U.D. Reichel, and A. Rochet-Capellan. 2015. Changes in Speech and Breathing Rate While Speaking and Biking.
Lee, Sangkil, Jieun Kim, and Insung Lee. Speech/Audio Signal Classification Using Spectral Flux Pattern Recognition. 978-0-7695-4856-2/12 26.00 © 2012 IEEE https://doi.org/10.1109/sips.2012.36. Bayram, S., I. Avcibas, B. Sankur, and N. Memon. 2006. Image Manipulation Detection. Journal of Electronic Imaging 15 (4): 041102-1–041102-17.
Lu, Li, Qingwei Zhao, Yonghong Yan and Kun Liu. 2010. A Study on Sports Video Classification Based on Audio Analysis and Speech Recognition. 978-1-4244-5858-5/10/26.00 ©2010 IEEE.
Wagstaff, Kiri, Seth Rogers. 2001. Constrained K-means Clustering with Background Knowledge. In Proceedings of the Eighteenth International Conference on Machine Learning, 577–584.
Xiong, Z., R. Radhakrishnan, A. Divakaran, and T.S. Huang. 2005. Highlights Extraction from Sports Video Based on an Audio-Visual Marker Detection Framework. In IEEE International Conference on Multimedia and Expo, ICME 2005, 4.
Acknowledgement
The authors would like to express their gratitude for all participants for their precious time that they have spent for data recording.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2020 Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Ansari, S., Mittal, S.K., Kamakshi Prasad, V. (2020). Experimental Analysis of the Changes in Speech while Normal Speaking, Walking, Running, and Eating. In: Raju, K., Govardhan, A., Rani, B., Sridevi, R., Murty, M. (eds) Proceedings of the Third International Conference on Computational Intelligence and Informatics . Advances in Intelligent Systems and Computing, vol 1090. Springer, Singapore. https://doi.org/10.1007/978-981-15-1480-7_7
Download citation
DOI: https://doi.org/10.1007/978-981-15-1480-7_7
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-15-1479-1
Online ISBN: 978-981-15-1480-7
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)