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Erschienen in: Medical & Biological Engineering & Computing 7/2018

26.12.2017 | Original Article

Towards estimation of respiratory muscle effort with respiratory inductance plethysmography signals and complementary ensemble empirical mode decomposition

verfasst von: Ya-Chen Chen, Tzu-Chien Hsiao

Erschienen in: Medical & Biological Engineering & Computing | Ausgabe 7/2018

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Abstract

Respiratory inductance plethysmography (RIP) sensor is an inexpensive, non-invasive, easy-to-use transducer for collecting respiratory movement data. Studies have reported that the RIP signal’s amplitude and frequency can be used to discriminate respiratory diseases. However, with the conventional approach of RIP data analysis, respiratory muscle effort cannot be estimated. In this paper, the estimation of the respiratory muscle effort through RIP signal was proposed. A complementary ensemble empirical mode decomposition method was used, to extract hidden signals from the RIP signals based on the frequency bands of the activities of different respiratory muscles. To validate the proposed method, an experiment to collect subjects’ RIP signal under thoracic breathing (TB) and abdominal breathing (AB) was conducted. The experimental results for both the TB and AB indicate that the proposed method can be used to loosely estimate the activities of thoracic muscles, abdominal muscles, and diaphragm.

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Literatur
10.
Zurück zum Zitat Estrada L, Torres A, Sarlabous L, Fiz JA, Jané R (2014) Respiratory rate detection by empirical mode decomposition method applied to diaphragm mechanomyographic signals. In: 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society Conference, pp 3204–3207 Estrada L, Torres A, Sarlabous L, Fiz JA, Jané R (2014) Respiratory rate detection by empirical mode decomposition method applied to diaphragm mechanomyographic signals. In: 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society Conference, pp 3204–3207
11.
Zurück zum Zitat Finney DJ (1952) Statistical method in biological assay. Griffin, London Finney DJ (1952) Statistical method in biological assay. Griffin, London
12.
Zurück zum Zitat Ganong WF (2005) Review of medical physiology, 22nd edn. Mcgraw-Hill, California Ganong WF (2005) Review of medical physiology, 22nd edn. Mcgraw-Hill, California
26.
Zurück zum Zitat Newth C, Hammer J (2005) Measurements of thoraco-abdominal asynchrony and work of breathing in children. Prog Respir Res 33:148–156CrossRef Newth C, Hammer J (2005) Measurements of thoraco-abdominal asynchrony and work of breathing in children. Prog Respir Res 33:148–156CrossRef
27.
Zurück zum Zitat Ogawa Y, Iwasaki K, Shibata S, Kato J, Ogawa S, Oi Y (2006) Different effects on circulatory control during volatile induction and maintenance of anesthesia and total intravenous anesthesia: autonomic nervous activity and arterial cardiac baroreflex function evaluated by blood pressure and heart rate variability analysis. J Clin Anesth 18(2):87–95. https://doi.org/10.1016/j.jclinane.2005.06.004 CrossRefPubMed Ogawa Y, Iwasaki K, Shibata S, Kato J, Ogawa S, Oi Y (2006) Different effects on circulatory control during volatile induction and maintenance of anesthesia and total intravenous anesthesia: autonomic nervous activity and arterial cardiac baroreflex function evaluated by blood pressure and heart rate variability analysis. J Clin Anesth 18(2):87–95. https://​doi.​org/​10.​1016/​j.​jclinane.​2005.​06.​004 CrossRefPubMed
30.
Zurück zum Zitat Rilling G, Flandrin P, Goncalves P (2003) On empirical mode decomposition and its algorithms. In: IEEE-EURASIP workshop on nonlinear signal and image processing, Grado, Italy Rilling G, Flandrin P, Goncalves P (2003) On empirical mode decomposition and its algorithms. In: IEEE-EURASIP workshop on nonlinear signal and image processing, Grado, Italy
31.
Zurück zum Zitat Sarlabous L, Torres A, Fiz JA, Gea J, Martínez-Llorens JM, Jané R (2009) Evaluation of the respiratory muscular function by means of diaphragmatic mechanomyographic signals in COPD. In: Annual International Conference of the IEEE Engineering in Medicine and Biology Society Conference, Minneapolis, USA Sarlabous L, Torres A, Fiz JA, Gea J, Martínez-Llorens JM, Jané R (2009) Evaluation of the respiratory muscular function by means of diaphragmatic mechanomyographic signals in COPD. In: Annual International Conference of the IEEE Engineering in Medicine and Biology Society Conference, Minneapolis, USA
36.
Zurück zum Zitat Sherwood L (2015) Human physiology: from cells to systems. Cengage learning, Boston Sherwood L (2015) Human physiology: from cells to systems. Cengage learning, Boston
39.
Zurück zum Zitat Stokes M, Blythe G (2001) Muscle sounds in physiology, sports science and clinical investigation: applications and history of mechanomyography. Medical Intelligence, Oxford Stokes M, Blythe G (2001) Muscle sounds in physiology, sports science and clinical investigation: applications and history of mechanomyography. Medical Intelligence, Oxford
40.
Zurück zum Zitat Torres A, Fiz JA, Galdiz JB, Gea J, Morera J, Jane R (2006) Inspiratory pressure evaluation by means of the entropy of respiratory mechanomyographic signals. In: 28th Annual International Conference of the IEE Engineering in Medicine and Biology Society, pp 5735–5738 Torres A, Fiz JA, Galdiz JB, Gea J, Morera J, Jane R (2006) Inspiratory pressure evaluation by means of the entropy of respiratory mechanomyographic signals. In: 28th Annual International Conference of the IEE Engineering in Medicine and Biology Society, pp 5735–5738
41.
Zurück zum Zitat Torres A, Fiz JA, Jané R, Galdiz JB, Gea J, Morera J (2007) Application of the empirical mode decomposition method to the analysis of respiratory mechanomyographic signals. In: 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Lyon, France, pp 1566–1569 Torres A, Fiz JA, Jané R, Galdiz JB, Gea J, Morera J (2007) Application of the empirical mode decomposition method to the analysis of respiratory mechanomyographic signals. In: 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Lyon, France, pp 1566–1569
42.
Zurück zum Zitat Watt JH, Van den Berg SA (1995) Research methods for communication science. Allyn & Bacon, USA Watt JH, Van den Berg SA (1995) Research methods for communication science. Allyn & Bacon, USA
43.
Zurück zum Zitat West JB (2012) Respiratory physiology: the essentials, 9th edn. Lippincott Williams & Wilkins, USA West JB (2012) Respiratory physiology: the essentials, 9th edn. Lippincott Williams & Wilkins, USA
Metadaten
Titel
Towards estimation of respiratory muscle effort with respiratory inductance plethysmography signals and complementary ensemble empirical mode decomposition
verfasst von
Ya-Chen Chen
Tzu-Chien Hsiao
Publikationsdatum
26.12.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Medical & Biological Engineering & Computing / Ausgabe 7/2018
Print ISSN: 0140-0118
Elektronische ISSN: 1741-0444
DOI
https://doi.org/10.1007/s11517-017-1766-z

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