Neural network for photoplethysmographic respiratory rate monitoring

Medical and Biological Engineering and Computing

Volumn 41, Issue 3, 2003, Pages 242-248

  Johansson, A ^a  

^a LINKÖPING UNIVERSITY   (Sweden)

Author keywords

Neural networks; Optical sensors; Photoplethysmography; Pulse oximetry; Respiratory rate; Ventilation monitoring

Indexed keywords

ALGORITHMS; AMPLITUDE MODULATION; FREQUENCY MODULATION; NEURAL NETWORKS; OXIMETERS; PATIENT MONITORING; WAVEFORM ANALYSIS;

PHOTOPLETHYSMOGRAPHIC (PPG) SIGNALS;

RESPIRATORY MECHANICS;

OXYGEN;

ADULT; ALGORITHM; AMPLITUDE MODULATION; ANALYTICAL ERROR; ARTERIAL OXYGEN SATURATION; ARTICLE; ARTIFICIAL NEURAL NETWORK; BREATHING RATE; CONTROLLED STUDY; DIASTOLE; FEMALE; FOREHEAD; FREQUENCY MODULATION; HEART RATE; HUMAN; HUMAN EXPERIMENT; MALE; MATHEMATICAL COMPUTING; NORMAL HUMAN; PATIENT MONITORING; PATTERN RECOGNITION; PHOTOELECTRIC PLETHYSMOGRAPHY; PULSE OXIMETRY; SIGNAL TRANSDUCTION; SINUS ARRHYTHMIA; SYSTOLE; WAVEFORM;

ADULT; FEMALE; HUMANS; MALE; MONITORING, PHYSIOLOGIC; NEURAL NETWORKS (COMPUTER); PHOTOPLETHYSMOGRAPHY; RESPIRATION; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 0037842965     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF02348427     Document Type: Article

References (26)

1. Allen, J., and Murray, A. (1993): 'Development of a neural network screening aid for diagnosing lower limb peripheral vascular disease from photoelectric plethysmography pulse waveforms', Physiol. Meas., 14, pp. 13-22
2. Aoyagi, T., Kishi, M., Yamaguchi, K., and Watanable, S. (1974): 'Improvement of the earpiece oximeter', Proc. 13th Ann. Meet. Japanese Soc. Med. Electron. Biol. Eng.
3. Bishop, C. M. (1995): 'Neural networks for pattern recognition' (Oxford University Press, Oxford, 1995)
4. Buda, A. J., Pinsky, M. R., Ingels, N. B., Daughters, G. T., Stinson, E. B., and Alderman, E. L. (1979): 'Effect of intrathoracic pressure on left ventricular performance', N. Engl. J. Med., 301, pp. 453-459
5. Challoner, A. V. J. 'Photoelectric plethysmography for estimating cutaneous blood flow' in ROLFE, P. (Ed.): 'Non-invasive physiological measurements' (Academic Press, London, 1979), pp. 125-151
6. Dorlas, J. C., and Nijboer, J. A. 'Photo-electric plethysmography as a monitoring device in anaesthesia', Br. J. Anaesth., 57, pp. 524-530
7. Dornhorst, A. C., Howard, P., and Leathart, G. L. 'Respiratory variations in blood pressure', Circulation, 6, pp. 553-558
8. Eldrup-Jorgensen, S., Schwartz, A. I., and Wallace, J. D. (1966): 'A method for clinical evaluation of peripheral circulation: photoelectric hemodensitometry', Surgery, 59, pp. 505-513
9. Gilbert, R., Auchincloss, J. H., Brodsky, J., and Boden, W. (1972): 'Changes in tidal volume, frequency, and ventilation induced by their measurement', J. Appl. Physiol., 33, pp. 252-254
10. Johansson, A., and Öberg, P. Å. (1999a): 'Estimation of respiratory volumes from the photoplethysmographic signal - Part I: experimental results', Med. Biol. Eng. Comput., 37, pp. 42-47
11. Johansson, A., and Öberg, P. Å. (1999b): 'Estimation of respiratory-volumes from the photoplethysmographic signal-Part II: a model study', Med. Biol. Eng. Comput., 37, pp. 48-53
12. Johansson, A., Öberg, P. Å., and Sedin, G. (1999): 'Monitoring of heart and respiratory rates in newborn infants using a new photoplethysmographic technique', J. Clin. Monit., 15, pp. 461-467
13. Kamath, M. V., and Fallen, E. L. (1993): 'Power spectral analysis of heart rate variability: a noninvasive signature of cardiac autonomic function', Crit. Rev. Biomed. Eng., 21, pp. 245-311
14. Leon, M. A., and Lorini, F. L. (1997): 'Ventilation mode recognition using artificial neural networks', Comput. Biomed. Res., 30, pp. 373-378
15. Lindberg, L.-G., Ugnell, H., and Öberg, P. Å. (1992): 'Monitoring of respiratory and heart rates using a fibre-optic sensor', Med. Biol. Eng. Comput., 30, pp. 533-537
16. Mendelson, Y. (1992): 'Pulse oximetry: Theory and applications for noninvasive monitoring', Clin. Chem., 38, pp. 1601-1607
17. Nijboer, J. A., and Dorlas, J. C. (1982): 'The origin of inverted waveforms in the reflection plethysmogram', Br. J. Anaesth., 54, pp. 1289-1293
18. Nilsson, L., Johansson, A., and Kalman, S. (2000): 'Monitoring of respiratory rates in postoperative care using a new photoplethysmographic technique', J. Clin. Monit. Comput., 16, pp. 309-315
19. Sittig, D. F., and Orr, J. A. (1992): 'A parallel implementation of the backward error propagation neural network training algorithm: experiments in event identification', Comput. Biomed. Res., 25, pp. 547-561
20. Tremper, K. K., and Barker, S. J. (1989): 'Pulse oximetry', Anesthesiology, 70, pp. 98-108
21. Tur, E., Tur, M., Maibach, H. I., and Guy, R. H. (1983): 'Basal perfusion of the cutaneous microcirculation: Measurements as a function of anatomic position', J. Investigat. Dermatol., 81, pp. 442-446
22. Ugnell, H. (1996): 'The respiratory synchronous photoplethysmographic signal. Its dependence on light wavelength and sample volume', Med. Biol. Eng. Comput., 34, pp. 275-276
23. Vegfors, M., Lindberg, L.-G., Pettersson, H., and Öberg, P. Å. (1994): 'Presentation and evaluation of a new optical sensor for respiratory rate monitoring', Int. J. Clin. Mon. Comput., 11, pp. 151-156
24. Watrous, R., and Towell, G. (1995): 'A patient-adaptive neural network ECG patient monitoring algorithm', in 'Computers in cardiology' (IEEE, Cat. No. 95CH35874, New York, 1995), pp. 229-232
25. Wilks, P. A. D., and English, M. J. A. (1995): 'A system for rapid identification of respiratory abnormalities using a neural network', Med. Eng. Phys., 17, pp. 551-555
26. Ziege, S., Schmid-Schönbein, H., Grebe, R., and Martin, E. (1997): 'Long-term registration of cutaneous microcirculation during general anaesthesia', Int. J. Microcirc., 17, pp. 385-394