A new approach for classification of human gait based on time-frequency feature representations

Signal Processing

Volumn 91, Issue 6, 2011, Pages 1448-1456

  Orović, Irena ^a   Stanković, Srdjan ^a   Amin, Moeness ^b  

^a UNIVERSITY OF MONTENEGRO   (Montenegro)

^b Villanova University   (United States)

Author keywords

Human walking; Micro Doppler signatures; Radar signals; Time frequency distributions

Indexed keywords

ARM MOVEMENTS; CARRYING OBJECTS; DOPPLER; DOPPLER FREQUENCY; HERMITE; HERMITE FUNCTIONS; HUMAN GAIT; HUMAN WALKING; LEG MOVEMENT; MICRO-DOPPLER; MULTI-WINDOW; MULTI-WINDOWS; NEW APPROACHES; RADAR DATA; RADAR SIGNALS; RELATIVE TIME; S-METHOD; SWINGING MOTIONS; TIME FREQUENCY ANALYSIS; TIME FREQUENCY FEATURES; TIME-FREQUENCY DISTRIBUTIONS; TIME-FREQUENCY REPRESENTATIONS;

RADAR;

EID: 79952008127     PISSN: 01651684     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.sigpro.2010.08.013     Document Type: Article

References (27)

1. M. Amin, K. Sarabandi, IEEE Transactions on Geoscience and Remote Sensing 47 2009
2. M. Amin, Journal of the Franklin Institute 345 2008 556 722
3. D.G. Falconer, K.N. Steadman, D.G. Watters, Through-the-wall differential radar, in: Proceedings of the SPIE Conference on Command, Control, Communications, and Intelligence Systems for Law Enforcement, Boston, MA, vol. 2938, November 1996, pp. 147151.
4. S. Borek, An overview of through the wall surveillance for homeland security, in: Proceedings of the 34th Workshop on Applied Imagery and Pattern Recognition, September 2005, p. 6.
5. A. Hunt, Image formation through walls using a distributed radar sensor array, in: Proceedings of the 32nd Applied Imagery Pattern Recognition Workshop, September 2003, pp. 232237.
6. P. Van Dorp, F.C.A. Groen, Human walking estimation with radar, in: IEE ProceedingsRadar, Sonar, Navigation, Vol. 150, No. 5, October 2003.
7. V.C. Chen, Analysis of radar micro-Doppler signature with time-frequency transform, in: Proceedings of the IEEE Workshop on Statistical Signal and Array Processing (SSAP), Pocono, PA, 2000, pp.463466.
8. Smith G.E., K. Woodbridge, C.J. Baker, Multistatic micro-Doppler signature of personnel, in: Proceedings of the IEEE Radar Conference, 2008.
9. L. Cohen Time-Frequency Analysis 1995 Prentice Hall
10. S. Qian, and D. Chen Introduction to Joint Time-Frequency Analysis Methods and Applications 1996 Prentice Hall Englewood Cliffs, NJ
11. B. Boashash Time-Frequency Signal Analysis 1992 John Wiley
12. F. Hlawatsch, and G.F. Boudreaux-Bartels Linear and quadratic time-frequency signal representations IEEE Signal Processing Magazine 1992 21 67
13. Time-Frequency Toolbox: 〈 http://tftb.nongnu.org/ 〉.
14. B.G. Mobasseri, and M. Amin A time-frequency classifier for human gait recognition SPIE Defense, Security and Sensing 7306 2009
15. B. Lyonnet, C. Ioana, M. Amin, Human gait classification using micro-Doppler time-frequency signal representations, IEEE Radar Conference 2010, pp. 915919, May 2010, doi: 10.1109/radar.2010.5494489.
16. Y. Kim, and H. Ling Human activity classification based on microdoppler signatures using a support vector machine IEEE Transactions on GeoScience and Remote Sensing 47 5 2009
17. R. Boulic, M. Thalmann, D. Thalmann, A global human walking model with real time kinematic personification, Vis. Computer, vol. 6, pp. 334358.
18. I. Orović, S. Stanković, T. Thayaparan, LJ. Stanković, Multiwindow S-method for instantaneous frequency estimation and its application in radar signal analysis, IET Signal Processing 4 (4) 363370.
19. D.N. Kortchagine, A.S. Krylov, Projection Filtering in image processing, in: Proceedings of the International Conference on Graphicon 2000, pp. 4245, 2000.
20. A.S. Krylov, D.N. Kortchagine, A.S. Lukin, Streaming waveform data processing by Hermite expansion for text-independent speaker indexing from continuous speech, in: Proceedings of the International Conference on Graphicon 2002, pp. 9198, Nizhi Novgorod 2002.
21. S. Stanković, and LJ. Stanković Introducing time-frequency distribution with a "complex-lag" argument Eletronic Letters 32 14 1996
22. LJ. Stanković A method for time-frequency signal analysis IEEE Transaction on Signal Processing 42 1 1994
23. LJ. Stanković, V. Ivanović, and Z. Petrović Unified approach to the noise analysis in the spectrogram and Wigner distribution Annales des Telecommunications 51 11/12 1996 585 594 (Pubitemid 126507608)
24. G. Frazer, B. Boashash, Multiple window spectrogram and time-frequency distributions, in: Proceedings of the IEEE ICASSP, vol. 4, 1994, pp. 193296.
25. F. Cakrak, and P.J. Loughin Multiwindow time-varying spectrum with instantaneous bandwidth and frequency constraints IEEE Transactions on Signal Processing 49 8 2001 1656 1666 (Pubitemid 32732607)
26. M. Bayram, R.G. Baraniuk, Multiple window time-frequency analysis, in: Proceedings of the IEEE Signal Processing International Symposium on Time-Frequency and Time-Scale Analysis, June 1996, pp.173176.
27. T. Thayaparan, LJ. Stanković, and I. Djurović Micro-doppler based target detection and feature extraction in indoor and outdoor environments Journal of the Franklin Institute 345 6 2008 700 722