Screening of knee-joint vibroarthrographic signals using parameters of activity and radial-basis functions

Canadian Conference on Electrical and Computer Engineering

Volumn , Issue , 2008, Pages 57-60

  Rangayyan, Rangaraj M ^a   Wu, Yunfeng ^b  

^a UNIVERSITY OF CALGARY   (Canada)

^b BEIJING UNIVERSITY OF POSTS AND TELECOMMUNICATIONS   (China)

Author keywords

Knee joint sounds; Mean squared value; Radial basis functions; Turns count; Vibroarthrography

Indexed keywords

CARTILAGE; CLASSIFICATION (OF INFORMATION); DIAGNOSIS; FEEDFORWARD NEURAL NETWORKS; HEALTH; NEURAL NETWORKS; RADIAL BASIS FUNCTION NETWORKS; TECHNOLOGY;

ARTICULAR CARTILAGE; DIAGNOSTIC INFORMATION; ELECTRICAL AND COMPUTER ENGINEERING; FULL-SWING; JOINT PATHOLOGY; KNEE-JOINT SOUNDS; MEAN-SQUARED VALUE; NEURAL NETWORK CLASSIFIERS; NON-INVASIVE DIAGNOSIS; OBJECTIVE ANALYSIS; PATTERN-ANALYSIS; RADIAL BASIS FUNCTIONS; RECEIVER OPERATING CHARACTERISTICS; SCREENING EFFICIENCY; TURNS COUNT; VIBROARTHROGRAPHY;

JOINTS (ANATOMY);

EID: 51849096461     PISSN: 08407789     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CCECE.2008.4564495     Document Type: Conference Paper

References (25)

1. C.B. Frank, R.M. Rangayyan, and G.D. Bell, "Analysis of knee sound signals for non-invasive diagnosis of cartilage pathology," IEEE Engineering in Medicine and Biology Magazine, vol. 9, no. 1, pp. 65-68, March 1990.
2. M.L. Chu, I.A. Gradisar, and L.D. Zavodney, "Possible clinical application of a noninvasive monitoring technique of cartilage damage in pathological knee joints," Journal of Clinical Engineering, vol. 3, no. 1, pp. 19-27, 1978.
3. G.F. McCoy, J.D. McCrea, D.E. Beverland, W.G. Ker-nohan, and R.A.B. Mollan, "Vibration arthrography as a diagnostic aid in diseases of the knee," The Journal of Bone and Joint Surgery, vol. 69-B, no. 2, pp. 288-293, 1987.
4. N.P. Reddy, B.M. Rothschild, M. Mandal, V. Gupta, and S. Suryanarayanan, "Noninvasive acceleration measurements to characterize knee arthritis and chondromala-cia," Annals of Biomedical Engineering, vol. 23, pp. 78-84, 1995.
5. S. Krishnan, R.M. Rangayyan, G.D. Bell, C.B. Frank, and K.O. Ladly, "Adaptive filtering, modelling, and classification of knee joint vibroarthrographic signals for non-invasive diagnosis of articular cartilage pathology," Medical & Biological Engineering & Computing, vol. 35, pp. 677-684, Nov. 1997.
6. R.M. Rangayyan, S. Krishnan, G.D. Bell, C.B. Frank, and K.O. Ladly, "Parametric representation and screening of knee joint vibroarthrographic signals," IEEE Transactions on Biomedical Engineering, vol. 44, no. 11, pp. 1068-1074, Nov. 1997.
7. S. Krishnan, R.M. Rangayyan, G.D. Bell, and C.B. Frank, "Adaptive time-frequency analysis of knee joint vibroarthrographic signals for noninvasive screening of articular cartilage pathology," IEEE Transactions on Biomedical Engineering, vol. 47, no. 6, pp. 773-783, June 2000.
8. C.-C. Jiang, J.-H. Lee, and T.-T. Yuan, "Vibration arthrometry in the patients with failed total knee replacement," IEEE Transactions on Biomedical Engineering, vol. 47, no. 2, pp. 218-227, Feb. 2000.
9. N.P. Reddy, B.M. Rothschild, E. Verrall, and A. Joshi, "Noninvasive measurement of acceleration at the knee joint in patients with rheumatoid arthritis and spondy-loarthropathy of the knee," Annals of Biomedical Engineering, vol. 29, no. 12, pp. 1106-1111, 2001.
10. K. Umapathy and S. Krishnan, "Modified local discriminant bases algorithm and its application in analysis of human knee joint vibration signals," IEEE Transactions on Biomedical Engineering, vol. 53, no. 3, pp. 517-523, June 2006.
11. R.M. Rangayyan and Y.F. Wu, "Screening of knee-joint vibroarthrographic signals using statistical parameters and radial basis functions," Medical & Biological Engineering & Computing, vol. 46, pp. 223-232, 2008.
12. T. Mu, A.K. Nandi, and R.M. Rangayyan, "Strict 2-surface proximal classification of knee-joint vibroarthrographic signals," in Proc. 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 4911-4914. IEEE, Lyon, France, August, 2007.
13. F. Lund and B.E. Nilsson, "Arthroscopy of the patello-femoral joint," Acta Orthopaedica Scandinavica, vol. 51, pp. 297-302,1980.
14. K.O. Ladly, C.B. Frank, G.D. Bell, Y.T. Zhang, and R.M. Rangayyan, "The effect of external loads and cyclic loading on normal patellofemoral joint signals," Special Issue on Biomedical Engineering, Defence Science Journal (India), vol. 43, pp. 201-210, July 1993.
15. Z.M.K. Moussavi, R.M. Rangayyan, G.D. Bell, C.B. Frank, K.O. Ladly, and Y.T. Zhang, "Screening of vibroarthrographic signals via adaptive segmentation and linear prediction modeling," IEEE Transactions on Biomedical Engineering, vol. 43, no. 1, pp. 15-23, 1996.
16. B. Hjorth, "EEG analysis based on time domain properties," Electroencephalography and Clinical Neurophysiology, vol. 29, pp. 306-310,1970.
17. R.M. Rangayyan, Biomedical Signal Analysis -A Case-Study Approach, IEEE and Wiley, New York, NY, 2002.
18. R.G. Willison, "Analysis of electrical activity in health and dystrophic muscle in man," Journal of Neurology, Neurosurgery, and Psychiatry, vol. 27, pp. 386-394, 1964.
19. M. Kendall, Time-Series, Charles Griffin, London, UK, 2nd edition, 1976.
20. R.E. Challis and R.I. Kitney, "Biomedical signal processing (in four parts): Part 1. Time-domain methods," Medical & Biological Engineering & Computing, vol. 28, pp. 509-524,1990.
21. C.E. Metz and L. Pesce, Readings in ROC Analysis, with Emphasis on Medical Applications; available at www. radiology. uchicago. edu/krl/KRL_ROC/ ROC_analysis_by_topic4.htm, University of Chicago, Chicago, IL, 2006.
22. C.E. Metz, "Basic principles of ROC analysis," Seminars in Nuclear Medicine, vol. VIII, no. 4, pp. 283-298, 1978.
23. S. Haykin, Neural Networks: A Comprehensive Foundation, Prentice-Hall PTR, Englewood Cliffs, NJ, 2nd edition, 2002.
24. S. Chen, C.F.N. Cowan, and P.M. Grant, "Orthogonal least squares learning algorithm for radial basis function networks," IEEE Transactions on Neural Networks, vol. 2, no. 2, pp. 302-309,1991.
25. R.O. Duda and PE. Hart, Pattern Classification and Scene Analysis, Wiley, New York, NY, 1973.