Title :
Lung water detection using acoustic techniques
Author :
Feng Yang ; Wee Ser ; Jufeng Yu ; Foo, D.C.-G. ; Yeo, D.P.S. ; Pow-Li Chia ; Wong, Johnson
Author_Institution :
Sch. of EEE, Nanyang Technol. Univ., Singapore, Singapore
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
The presence of an excessive amount of water in lung is a sign of pulmonary edema which can be caused by heart failure. The current solutions for lung water detection involve the use of X-ray, CT scan or serum biomarkers, which require bulky and expensive instruments as well as long measurement duration. This paper reports on a study conducted on the use of a different sensing modality to detect the presence of water in lung. The main contributions of the paper are twofold: 1) we propose to employ acoustic (or sound) based techniques for lung water detection. The design is simple and can be implemented on a portable or wearable system; 2) we establish the feasibility of sound-based techniques for lung water detection, by carrying out experimental studies using four feature extraction methods combined with two classification methods. The findings of this study will be beneficial to the design of portable devices for rapid and accurate lung water detection.
Keywords :
biomedical equipment; cardiology; computerised tomography; diagnostic radiography; feature extraction; image classification; lung; medical image processing; water; CT scan; X-ray scan; acoustic based techniques; acoustic techniques; classification methods; feature extraction methods; heart failure; long measurement duration; lung water detection; portable system; pulmonary edema; sensing modality; serum biomarkers; sound-based techniques; wearable system; Accuracy; Educational institutions; Feature extraction; Lungs; Mel frequency cepstral coefficient; Stethoscope; Support vector machines; Algorithms; Auscultation; Body Water; Diagnosis, Computer-Assisted; Humans; Pattern Recognition, Automated; Pulmonary Edema; Reproducibility of Results; Respiratory Sounds; Sensitivity and Specificity; Sound Spectrography; Water;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6346907