Adaptive filtering, modelling and classification of knee joint vibroarthrographic signals for non-invasive diagnosis of articular cartilage pathology

Medical and Biological Engineering and Computing

Volumn 35, Issue 6, 1997, Pages 677-684

  Krishnan, S ^a   Rangayyan, R M ^a   Bell, G D ^a   Frank, C B ^a   Ladly, K O ^a  

^a UNIVERSITY OF CALGARY   (Canada)

Author keywords

Adaptive segmentation; Articular cartilage; Autoregressive modelling; Chondromalacia patella; Knee joint sound signals; Vibroarthrography

Indexed keywords

ADAPTIVE FILTERING; ALGORITHMS; CARTILAGE; JOINTS (ANATOMY); LEAST SQUARES APPROXIMATIONS; MATHEMATICAL MODELS; PHYSIOLOGICAL MODELS; REGRESSION ANALYSIS;

ADAPTIVE SEGMENTATION; ARTICULAR CARTILAGE; KNEE JOINT SOUND SIGNALS; VIBROARTHROGRAPHY;

NONINVASIVE MEDICAL PROCEDURES;

ALGORITHM; ARTICLE; ARTICULAR CARTILAGE; CHONDROPATHY; CLINICAL ARTICLE; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; HUMAN; KNEE; MUSCLE CONTRACTION; PATELLA CHONDROMALACIA; PATELLOFEMORAL JOINT; VIBRATION;

EID: 0031281452     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF02510977     Document Type: Article

References (24)

1. AKAY, M. (1994): 'Biomedical Signal Processing' (Academic Press, Inc., San Diego, CA)
2. BLODGETT, W. E. (1902): 'Auscultation of the knee joint', Boston Med. Surg. J., 146(3), pp. 63-66
3. 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(1) pp. 19-27
4. FISCHER, H. and JOHNSON, E. W. (1960): 'Analysis of sounds from normal and pathologic knee joints', in 3rd Int. Congr. Phys. Med, pp. 50-57
5. FRANK, C. B., RANGAYYAN, R. M., and BELL, G. D. (1990): 'Analysis of knee sound signals for non-invasive diagnosis of cartilage pathology', IEEE Eng. Med. Biol. Mag. pp. 65-68
6. FUKUNAGA, K. (1990): 'Introduction to Statistical Pattern Recognition', (Academic Press, Inc., San Diego, CA., 2nd edn)
7. HAYKIN, S. (1990): 'Adaptive filter theory' (Prentice-Hall, Englewood Cliffs, N.J., 2nd edn.)
8. KANG, W. J., SHIU, J. R., CHENG, C. K., LAI, J. S., TSAO, H. W., and KUO, T. S. (1995): 'The application of cepstral coefficients and maximum likelihood method in EMG pattern recognition', IEEE Trans. Biomed. Eng., 42(8) pp. 777-785
9. 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
10. KRISHNAN, S. (1996): 'Adaptive filtering, modeling, and classification of knee joint vibroarthrographic signals' Master's thesis, Dept. of Electrical and Computer Engineering, The University of Calgary, Calgary, Alberta, Canada
11. KULUND, D. N. (1988): 'The Injured Athlete', (J. B. Lippincott Company, Philadelphia, PA, 2nd edn.)
12. LADLY, K. O. (1992): 'Analysis of patellofemoral joint vibration signals' Master's thesis, Dept. of Medical Science, The University of Calgary, Calgary, Alberta, Canada
13. 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', Def. Sci. J. (India), 43pp. 201-210
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 diseases of the knee', J. Bone Joint Surg., 69-B(2) pp. 288-293
15. MOLLAN, R. A. B., MCCULLAGH, G. C., and WILSON, R. I. (1982): 'A critical appraisal of auscultation of human joints', Clin. Orthopaedics Related Res., 170 pp. 231-237
16. 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
17. NAGATA, Y. (1988): 'Joint-sounds in gonoarthrosis - clinical application of phonoarthrography for the knee', J. UOEH, 10(1) pp. 47-58
18. SHEN, Y., RANGAYYAN, R. M., BELL, G. D., FRANK, C. B., ZHANG, Y. T., and LADLY, K. O. (1995): 'Localization of knee joint cartilage pathology by multichannel vibroarthrography', Med. Eng. Phys., 17(8), 583-594
19. SPSS (1990a): 'SPSS Advanced Statistics User's Guide', (SPSS Inc., Chicago, IL)
20. SPSS (1990b): 'SPSS Base System User's Guide', (SPSS Inc., Chicago, IL)
21. TAVATHIA, S., RANGAYYAN, R. M., FRANK, C. B., BELL, G. D., LADLY, K. O. and ZHANG, Y. T. (1992): 'Analysis of knee vibration signals using linear prediction', IEEE Trans. Biomed. Eng., 39(9) pp. 959-970
22. ZHANG, Y. T., FRANK, C. B., RANGAYYAN, R. M., and BELL, G. D. (1992): 'Mathematical modeling and spectrum analysis of the physiological patello-femoral pulse train produced by slow knee movement', IEEE Trans. Biomed. Eng., 39 (9) pp. 971-979
23. ZHANG, Y. T., RANGAYYAN, R. M., FRANK, C. B., BELL, G. D., and LADLY, K. O. (1994a): 'Vibroarthrographic (VAG) signal analysis for non-invasive diagnosis of knee joint disorders', Med. Life Sci. Eng. (India), 13 pp. 146-160
24. ZHANG, Y. T., RANGAYYAN, R. M., FRANK, C. B., and BELL, G. D. (1994b): 'Adaptive cancellation of muscle contraction interference from knee joint vibration signals', IEEE Trans. Biomed. Eng., 41(2) pp. 181-191