Speech emotion recognition using novel HHT-TEO based features

Journal of Computers

Volumn 6, Issue 5, 2011, Pages 989-998

  Xiang, Li ^a   Xin, Li ^a,b,c  

^a SHANGHAI UNIVERSITY   (China)

^b HARBIN INSTITUTE OF TECHNOLOGY   (China)

^c SHANGHAI KEY LABORATORY OF POWER STATION AUTOMATION TECHNOLOGY   (China)

Author keywords

HHT; Instantaneous frequency; Signal trend; Speech emotion recognition; Teager energy operator

Indexed keywords

HHT; INSTANTANEOUS FREQUENCY; SIGNAL TREND; SPEECH EMOTION RECOGNITION; TEAGER ENERGY OPERATORS;

FEATURE EXTRACTION; KNOWLEDGE MANAGEMENT;

SPEECH RECOGNITION;

EID: 79955928904     PISSN: 1796203X     EISSN: None     Source Type: Journal    
DOI: 10.4304/jcp.6.5.989-998     Document Type: Article

References (25)

1. Picard, R.: Affective computing. MIT Press, Boston (1997)
2. Neto, Anselmo Frizera Celeste, Wanderley Cardoso; Martins, Vinicius Ruiz; Filho, Teodiano Freire Bastos, "Human-Machine Interface based on electro-biological signals for mobile vehicles", IEEE International Symposium on Industrial Electronics, v 4, p 2954-2959, 2006.
3. Rohit Moghe, Mirrasoul J. Mousavi, "Trend Analysis Techniques for Incipient Fault Prediction, " Power & Energy Society General Meeting, 2009. pp.1-8.
4. Norden E H, Zheng S, Steven R L, "The Empirical Mode Decomposition and the Hilbert Spectrum for Nonlinear and Non-stationary Time Series Analysis, " Proc. R. soc. Lond. A, 1998:903-905.
5. Manling Huang, Pingdong Wu, Ying Liu et al, "Application and Contrast in Brain-Computer Interface between Hilbert-Huang Transform and Wavelet Transform, "9th International Conference for Young Computer Scientists, ICYCS 2008, 18-21, Nov, 2008, pp.1706-1710.
6. Ayenu-Prah, A.Y., Attoh-Okine, N. O, "Comparative study of hilbert-huang transform, fourier transform and wavelet transform in pavement profile analysis, "Vehicle System Dynamics, v 47, n 4, pp. 437-456, April 2009.
7. Yong, Huang, Yongqiang, Liu, Zhiping, Hong, "Detection and location of power quality disturbances based on mathematical morphology and Hilbert-Huang transform, "Proceedings of 9th International Conference on Electronic Measurement and Instruments, pp.2319-2324, 2009
8. Pan, Jiayi, Yan, Xiao-Hai, Zheng, Quanan et al, "Interpretation of scatter meter ocean surface wind vector EOFs over the Northwestern Pacific, Remote Sensing of Environment, "v 84, n 1, pp.53-68, January 1, 2003.
9. Yinfeng, Dong, Yingmin, Li, Mingkui, Xiao et al, "Analysis of earthquake ground motions using an improved Hilbert-Huang transform, "Soil Dynamics and Earthquake Engineering, v 28, n 1, pp.7-19, January 2008.
10. Huang, Biao, Yan, Guozheng, "Analysis of the characteristics of gastrointestinal motility based on Hilbert-Huang transform method, "High Technology Letters, v 14, n 1, pp. 30-34, March 2008.
11. Yang, Lu, Shen, Huai-Rong, "Research and comparison on the application of Hilbert-Huang transform and wavelet transform to fault feature extraction, "Binggong Xuebao/Acta Armamentarii, v 30, n 5, pp. 628-632, May 2009.
12. Wu, T.Y., Chung, Y. L, "Misalignment diagnosis of rotating machinery through vibration analysis via the hybrid EEMD and EMD approach, "Smart Materials and Structures, v 18, n 9, 2009
13. XIE Shan, ZENG Yi-cheng, JIANG Yang-bo, "Application of Hilbert marginal spectrum in speech emotion recognition, " Technical Acoustics, Vol.28, No.2, Apr, 2009.
14. Kim, Ji-Hwan; Oh, Yung-Hwan, "Feature vector classification based speech emotion recognition for service robots, " IEEE Transactions on Consumer Electronics, v 55, n 3, p 1590-1596, 2009.
15. K. Kong and D. Jeon, "Design and control of an exoskeleton for elderly and patients, " IEEE/ASMETrans. Mechatronics, vol.11, no.4, pp. 428-432, Aug.2006.
16. Y. Mori, J. Okada, and K. Takayama, "Development of a standing style transfer system "ABLE" for disabled lower limbs, " IEEE/ASMETrans. Mechatronics, vol.11, no.4, pp. 372-380, Aug.2006.
17. Ding Pei, Yu Chongchong, He Xiaoyu, "A Study and Application of HHT in Vibration Signal Analysis of Bridge Structural Health Monitoring System, "CISP '09. 2nd International Congress on 17-19 Oct. 2009, pp.1-5
18. H. M. Teager and S. M. Teager, "A phenomenological model for vowel production in the vocal tract, " Speech Science: Recent Advances, pp.73-109, 1983.
19. A. J. Chorin and J. E. Marsden, "A Mathematical Introduction to Fluid Mechanics, "2nd ed. Berlin, Germany: Springer-Verlag, 1990.
20. T. J. Thomas, "A finite element model of fluid flow in the vocal tract, " Comput. Speech Lang., vol. 1, pp. 131-151, 1986.
21. Zhou, G.; Hansen, J.H.L.; Kaiser, J. F, "Nonlinear feature based classification of speech under stress, "IEEE Transactions on Speech and Audio Processing, v 9, n 3, pp. 201-216, March 2001
22. Kaiser J F. On a simple algorithm to calculate the 'energy' of a signal. ICASSP-90, 1990, pp.381-384.
23. GAO Hui and CHEN Shan-guang, "Emotion classification of mandarin speech based on TEO nonlinear features, "Software Engineering, Artificial Intelligence, Networking and Parallel/ Distributed Computing, 2007, 3pp.394-398
24. Hui G.; Guangchuan S.; Shanguang C, "Feature analysis of mandarin speech under various emotional status, "Space Medical and Medical Engineering, Beijing, 2005, Vol 18(5), pp.350-354.
25. F. Burkhardt, A. Paeschke, M. Rolfes, and W. S. B. Weiss. A database of German emotional speech, in Interspeech, Lisbon, Portugal, 2005.