Classification of pulmonary diseases based on impulse oscillometric measurements of lung function using neural networks

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn 26 V, Issue , 2004, Pages 3848-3851

  Barúa, Miroslava ^a   Nazeran, Homer ^a   Nava, Patricia ^a   Granda, Virginia ^a   Diong, Bill ^a  

^a 500 W University Avenue   (United States)

Author keywords

Artificial neural networks; Backpropagation algorithm; Impulse Oscillometry (IOS); Pulmonary disease classification

Indexed keywords

ALGORITHMS; BIOLOGICAL ORGANS; FAST FOURIER TRANSFORMS; NEURAL NETWORKS; PATIENT TREATMENT; PLETHYSMOGRAPHY; RESPIRATORY MECHANICS;

BACKPROPAGATION ALGORITHMS; FORCED OSCILLATION TECHNIQUE (FOT); IMPULSE OSCILLOMETRY (IOS); PULMONARY DISEASE CLASSIFICATION;

PULMONARY DISEASES;

EID: 11144331086     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. G. Ortiz and R. Menendez, "The effects of inhaled albuterol and salmeterol in 2- to 5-year-old asthmatic children as measured by impulse oscillometry," J. Asthma, vol. 39, no. 6, pp. 531-536, 2002.
2. E. Muller and J. Vogel, "Modelling and parameter estimation of the respiratory parameters using oscillornetry impedance data and results of modeling," Bull. Ear. Physiopathol. Respir., vol. 16, pp. 189-190, 1980.
3. A. B. Dubois, A. W. Brody, and D. H. Lewis. "Oscillation mechanics of lungs and chest in man," J. Appl. Physiol., vol. 8, pp. 587, 1956.
4. Vogel J., Shmidt U., "Impulse Oscillornetry. Analysis of lung mechanics in general practice and the clinic, epidemiological and experimental research", pml Verlagsgruppe Gmbh, Frankfurt am Main, pp. 6-16,76-81, 1995.
5. Jaeger E., "MasterScreen IOS - Follow the Impulse", Erich JAEGER GmbH, Hoechberg, 2000, http://www.jaeger-toennies.com/english.html
6. Smith HJ, Vogel J., "Oscillometry" Australian & New Zealand Society of Respiratory Science Annual Scientific Meetings 2003, VIASYS Healthcare GmbH, Wuerzburg FRD, Berlin, 2003, www.anzsrs.org.au/asm2003pp2.pdf
7. Lau C., "Neural Networks. Theoretical Foundations and Analysis", IEEE Press, pp. 1-3, 1992.
8. Stergiou C., Siganos D., "Neural Networks", 1996, http://www.doc.ic.ac.uk/~nd/surprise_96/journal/vol4/cs11/r eport.html
9. th edition, Thomson, Brooks/Cole, pp. 630-653, 2003.