Automatic de-noising of knee-joint vibration signals using adaptive time-frequency representations

Medical and Biological Engineering and Computing

Volumn 38, Issue 1, 2000, Pages 2-8

  Krishnan, S ^a   Rangayyan, R M ^b  

^a RYERSON UNIVERSITY   (Canada)

^b UNIVERSITY OF CALGARY   (Canada)

Author keywords

De noising; Knee joint sounds; Matching pursuit; Time frequency distributions; Vibro arthrography

Indexed keywords

PATTERN RECOGNITION; SIGNAL TO NOISE RATIO; SPURIOUS SIGNAL NOISE; STATISTICAL METHODS; VIBRATIONS (MECHANICAL);

DE-NOISING METHODS; MATCHING PURSUIT; TIME FREQUENCY DISTRIBUTIONS; VIBRO-ARTHROGRAPHY;

JOINTS (ANATOMY);

ARTICLE; FREQUENCY ANALYSIS; HUMAN; HUMAN EXPERIMENT; KNEE; KNEE ARTHROGRAPHY; NORMAL HUMAN; SIGNAL NOISE RATIO; TECHNIQUE; TIME; VIBRATION;

EID: 0033952305     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF02344681     Document Type: Article

References (21)

1. CHU, M. L., GRADISAR, I. A., and ZAVODNEY, L. D. (1978): 'Possible clinical application of a noninvasive monitoring technique of cartilage damage in pathological knee joints', J. Clin. Eng., 3, pp. 19-27
2. COHEN, L. (1989): 'Time-frequency distributions - A review', Proc. IEEE, 77, pp. 941-981
3. DONOHO, D. (1993): 'Unconditional bases are optimal bases for data compression and for statistical estimation', J. Appl. Comput. Harmonic Anal., 1, pp. 100-115
4. KERNOHAN, W. G., BARR, D. A., MCCOY, G. F., and MOLLAN, R. A. B. (1991): 'Vibration arthrometry in assessment of knee disorders: the problem of angular velocity', J. Biomed. Eng., 13, pp. 35-38
5. KRISHNAN, S. (1999): 'Adaptive signal processing techniques for analysis of knee joint vibroarthrographic signals'. PhD dissertation, University of Calgary, Calgary, AB, Canada
6. KRISHNAN, S., RANGAYYAN, R. M., BELL, G. D., FRANK, C. B., and LADLY, K. O. (1997a): 'Adaptive filtering, modelling, and classification of knee joint vibroarthrographic signals for non-invasive diagnosis of articular cartilage pathology', Med. Biol. Eng. Comput., 35, pp. 677-684
7. KRISHNAN, S., RANGAYYAN, R. M., BELL, G. D., FRANK, C. B., and LADLY, K. O. (1997b): 'Time-frequency signal feature extraction and screening of knee joint vibroarthrographic signals using the matching pursuit method'. CDROM Proc. 19th Annual Int. Conf. IEEE Eng. Med. Biol. Soc., Chicago, IL, USA
8. LADLY, K. O. (1992): 'Analysis of patellofemoral joint vibration signals'. Master's thesis, University of Calgary, Calgary, AB, Canada
9. LADLY, K. O., FRANK, C. B., BELL, G. D., ZHANG, Y. T., and RANGAYYAN, R. M. (1993): 'The effect of external loads and cyclic loading on normal patellofemoral joint signals', Defence Sci. J. (India), 43, (Special Issue on Biomedical Engineering), pp. 201-210
10. MALLAT, S. (1998): 'A wavelet tour of signal processing' (Academic Press, San Diego, CA)
11. MALLAT, S. G. (1989): 'A theory of multiresolution signal decomposition: The wavelet representation', IEEE Trans. Pattern Anal. and Mach. Intell., 11, pp. 674-693
12. MALLAT, S. G., and ZHANG, Z. (1993): 'Matching pursuit with time-frequency dictionaries', IEEE Trans. Signal Process., 41, pp. 3397-3415
13. MANG, W., BIRK, M., and BLUMEL, G. (1980): 'Practical application of phonoarthrography in the diagnosis of knee joint disease', Z. Orthop. 118, pp. 85-90
14. MCCOY, G. F., MCCREA, J. D., BEVERLAND, D. E., KERNOHAN, W. G., and MOLLAN, R. A. B. (1987): 'Vibration arthrography as a diagnostic aid in disease of the knee', J. Bone Joint Surg., 69-B, pp. 288-293
15. MOUSSAVI, Z. M. K., RANGAYYAN, R. M., BELL, G. D., FRANK, C. B., LADLY, K. O., and ZHANG, Y. T. (1996): 'Screening of vibroarthrographic signals via adaptive segmentation and linear prediction modeling', IEEE Trans. Biomed. Eng., 43, pp. 15-23
16. NAGATA, Y. (1988): 'Joint-sounds in gonoarthrosis-clinical application of phonoarthrography for the knees', J. UOEH, 10, pp. 47-58
17. RANGAYYAN, R. M., KRISHNAN, S., BELL, G. D., FRANK, C. B., and LADLY, K. O. (1996): 'Impact of muscle contraction interference cancellation on vibroarthrographic screening' (invited paper). Proc. Int. Conf. Biomedical Engineering, Kowloon, Hong Kong, pp. 16-19
18. RANGAYYAN, R. M., KRISHNAN, S., BELL, G. D., FRANK, C. B., and LADLY, K. O. (1997): 'Parametric representation and screening of knee joint vibroarthrographic signals', IEEE Trans. Biomed. Eng., 44, pp. 1068-1074
19. REDDY, N. P., ROTHSCHILD, B. M., MANUAL, M., GUPTA, V., and SURYANARAYANAN, S. (1995): 'Noninvasive acceleration measurements to characterize knee arthritis and chondromalacia', Ann. Biomed. Eng., 23, pp. 78-84
20. WICKERHAUSER, M. V. (1994): 'Adapted wavelet analysis from theory to software' (IEEE Press, Piscataway, NJ)
21. ZHANG, Y. T., RANGAYYAN, R. M., FRANK, C. B., and BELL, G. D. (1994): 'Adaptive cancellation of muscle contraction interference from knee joint vibration signals', IEEE Trans. Biomed. Eng., 41, pp. 181-191