Principal Component Analysis of Multiple Noninvasive Blood Flow Derived Signals

IEEE Transactions on Biomedical Engineering

Volumn 35, Issue 7, 1988, Pages 533-538

  Panerai, Ronney B ^a   Ferreira, Ana Luisa A S ^b   Brum, Orlando F ^a  

^a FEDERAL UNIVERSITY OF RIO DE JANEIRO   (Brazil)

^b PETROBRAS   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

SIGNAL PROCESSING - DIGITAL TECHNIQUES; VELOCIMETERS - ULTRASONIC DOPPLER;

BIOMEDICAL ACOUSTICS; BLOOD FLOW MEASUREMENT; PERIPHERAL ARTERIAL DISEASE;

BIOMEDICAL ENGINEERING;

ADULT; ARTERY DISEASE; BLOOD FLOW; CLINICAL ARTICLE; HUMAN; LEG ARTERY; METHODOLOGY; TIBIAL ARTERY;

ARTERIAL OCCLUSIVE DISEASES; ARTERIES; BLOOD FLOW VELOCITY; ELECTROPHYSIOLOGY; HUMAN; ULTRASONOGRAPHY;

EID: 0024042190     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/10.4582     Document Type: Article

References (25)

1. T. Hirschfeld, “Instrumentation in the next decade,” Science, vol. 230, pp. 286–291, 1985.
2. J. Sztipanovits, “Advances in intelligent instrumentation,” in Proc. Spec. Symp. Crit. Emerg. Iss. Biomed. Eng., Dallas-Fort Worth, TX, Sept. 1986, pp. 65–66.
3. F. J. Sowa, Conceptual Structures: Information Processing in Mind and Machine. Reading, MA: Addison-Wesley, 1984.
4. E. O. Attinger, “Parcimonious systems description: A necessary first step in the development of predictive indicators,” in Computers and Control in Clinical Medicine, E. R. Carson and D. G. Cramp, Eds. New York: Plenum, 1985.
5. D. F. Morrison, Multivariate Statistical Methods. New York: McGraw-Hill, 1976.
6. B. McA. Sayers and A. Taylor, Eds., Interpretation of Time-Series Records in Medicine and Physiology. London: Oxford University Press, 1986.
7. D. H. Evans and A. Caprihan, “The application of classification techniques to biomedical data, with particular reference to ultrasonic Doppler blood velocity waveforms,” IEEE Trans. Biomed. Eng., vol. BME-32, pp. 301–311, 1985.
8. T. R. P. Martin, D. C. Barber, S. B. Sheriff, and D. R. Prichard, “Objective feature extraction applied to the diagnosis of carotid artery disease using a Doppler ultrasound technique,” Clin. Phys. Physiol. Meas., vol. 1, pp. 71–81, 1980.
9. S. B. Sheriff, D. C. Barber, and T. R. P. Martin, “Use of principal component factor analysis in the detection of carotid artery disease from Doppler ultrasound,” Med. Biol. Eng. Comput., vol. 20, pp. 351–356, 1982.
10. D. H. Evans, D. S. Macpherson, S. Bentley, M. J. Asher, and P. R. F. Bell, “The effect of proximal stenosis on Doppler waveforms: A comparison of three forms of waveform analysis in a canine model,” Clin. Phys. Physiol. Meas., vol. 2, pp. 17–25, 1981.
11. D. H. Evans, L. N. J. Archer, and M. I. Levene, “The detection of abnormal neonatal cerebral haemodynamics using principal component analysis of the Doppler ultrasound waveform,” Ultrasound. Med. Biol., vol. 11, pp. 441–449, 1985.
12. S. X. Salles-Cunha, R. E. Halbach, J. H. Battocletti, J. B. Towne, and A. Sances, Jr., “Noninvasive techniques in the evaluation of the peripheral circulation,” J. Clin. Eng., vol. 4, pp. 209–220, 1979.
13. D. S. Sumner, “Presidential address: Noninvasive testing of vascular disease—Fact, fancy, and future,” Surgery, vol. 93, pp. 664–669, 1983.
14. J. K. Raines, R. C. Darling, J. Buth, D. C. Brewater, and W. G. Austen, “Vascular laboratory criteria for the management of peripheral vascular disease of the lower extremities,” Surgery, vol. 79, pp. 21–29, 1976.
15. R. Hull, J. Hirsh, D. L. Sackett, and G. Stoddart, “Cost-effectiveness of clinical diagnosis, venography, and noninvasive testing in patients with symptomatic deep-vein thrombosis,” New Eng. J. Med., vol. 304, pp. 1561–1567, 1981.
16. P. J. Breslow, H. B. Slot, and I. M. Greeps, “Comparative study of strain-gauge plethysmography and Doppler ultrasound in patients with occlusive arterial disease of the lower extremities,” Angiol., vol. 32, pp. 840–845, 1981.
17. W. Soares Filho, O. F. Brum, and R. B. Panerai, “Spectral analysis of electrical impedance measurements on the lower limbs,” IEEE Trans. Biomed. Eng., vol. BME-30, pp. 387–392, 1983.
18. D. R. Prytherch, D. H. Evans, M. J. Smith, and D. S. Macpherson, “On-line classification of arterial stenosis severity using principal component analysis applied to Doppler ultrasound signals,” Clin. Phys. Physiol. Meas., vol. 3, pp. 191–200, 1982.
19. B. H. Brown, W. I. J. Pryce, D. Baumber, and R. G. Clarke, “Impedance plethysmography: Can it measure changes in limb blood flow?,” Med. Biol. Eng. Comput., vol. 13, pp. 674–682, 1975.
20. A. L. A. S. Ferreira, O. F. Brum, and R. B. Panerai, “Crosscorrelation of Doppler and electrical impedance signals,” in Proc. IEEE Conf. Frontiers Eng. Health Care, Los Angeles, CA, 1984, pp. 772–777.
21. M.J. Lunt, “Accuracy and limitations of the ultrasonic Doppler blood velocimeter and zero-crossing detector,” Ultrasound Med. Biol., vol. 2, pp. 1–10, 1975.
22. K. Sakamoto and H. Kanai, “Electrical characteristics of flowing blood,” IEEE Trans. Biomed. Eng., vol. BME-26, pp. 686–695, 1979.
23. A. V. Person, “Clinical application of electrical impedance for the study of arterial insufficiency,” Med. Instrum., vol. 13, pp. 95–97, 1979.
24. J. M. Van De Water, B. E. Mount, and K. K. Nelson, “Application of a calibrated electrical bioimpedance Plethysmograph to clinical vascular surgery,” in Proc. 5th Int. Conf. Elect. Bioimpedance, Tokyo, Japan, 1981, pp. 321–324.
25. W. Soares Filho, O. F. Brum, and R. B. Panerai, “Impedance plethysmography in the evaluation of peripheral occlusive disease,” in Proc. 6th Int. Conf. Elect. Bioimpedance, Zadar, Yugoslavia, 1983, pp. 323–327.