Towards Sleep Apnea Screening with an Under-the-Mattress IR-UWB Radar Using Machine Learning

作者: Abdul Q. Javaid , Carlo M. Noble , Russell Rosenberg , Mary Ann Weitnauer

DOI: 10.1109/ICMLA.2015.79

关键词:

摘要: In this work, we apply machine learning to investigate the effectiveness of an Impulse Radio Ultra-Wide Band (IR-UWB) radar panel, in under-the-mattress configuration, for detecting apnea events subjects known have obstructive sleep (OSA). We consider a collection features, some novel and inspired by features that worked well detection using other types sensors (i.e., not IR-UWB). To extract collected total 25 hours data from four as they slept through night. The included digitized samples IR-UWB return signal scored polysomnograph (PSG), which is gold standard measures large number physiological parameters well-equipped laboratory. Normal epochs were extracted corresponding normal PSG data. Statistical derived these Linear Discriminant classifier was trained. Using cross-validation, found had accuracy around 70% epochs. aspect project involves processing investigation different methods feature extraction on obtained real suggests radar, when paired with might provide effective screening device convenient form factor.

参考文章(24)
Richard B. Berry, Rohit Budhiraja, Daniel J. Gottlieb, David Gozal, Conrad Iber, Vishesh K. Kapur, Carole L. Marcus, Reena Mehra, Sairam Parthasarathy, Stuart F. Quan, Susan Redline, Kingman P. Strohl, Sally L. Davidson Ward, Michelle M. Tangredi, Rules for Scoring Respiratory Events in Sleep: Update of the 2007 AASM Manual for the Scoring of Sleep and Associated Events Journal of Clinical Sleep Medicine. ,vol. 8, pp. 597- 619 ,(2012) , 10.5664/JCSM.2172
Van Nguyen, Abdul Q. Javaid, Mary Ann Weitnauer, Spectrum-averaged Harmonic Path (SHAPA) algorithm for non-contact vital sign monitoring with ultra-wideband (UWB) radar. international conference of the ieee engineering in medicine and biology society. ,vol. 2014, pp. 2241- 2244 ,(2014) , 10.1109/EMBC.2014.6944065
Yee Siong Lee, Pubudu N. Pathirana, Christopher Louis Steinfort, Terry Caelli, Monitoring and Analysis of Respiratory Patterns Using Microwave Doppler Radar IEEE Journal of Translational Engineering in Health and Medicine. ,vol. 2, pp. 1- 12 ,(2014) , 10.1109/JTEHM.2014.2365776
Ron Kohavi, George H. John, Wrappers for feature subset selection Artificial Intelligence. ,vol. 97, pp. 273- 324 ,(1997) , 10.1016/S0004-3702(97)00043-X
Dirk Pevernagie, Ronald M. Aarts, Micheline De Meyer, The acoustics of snoring Sleep Medicine Reviews. ,vol. 14, pp. 131- 144 ,(2010) , 10.1016/J.SMRV.2009.06.002
N. M. Punjabi, The Epidemiology of Adult Obstructive Sleep Apnea Proceedings of the American Thoracic Society. ,vol. 5, pp. 136- 143 ,(2008) , 10.1513/PATS.200709-155MG
George T. O'Connor, Brian Caffo, Anne B. Newman, Stuart F. Quan, David M. Rapoport, Susan Redline, Helaine E. Resnick, Jonathan Samet, Eyal Shahar, Prospective study of sleep-disordered breathing and hypertension: The sleep heart health study American Journal of Respiratory and Critical Care Medicine. ,vol. 179, pp. 1159- 1164 ,(2009) , 10.1164/RCCM.200712-1809OC
Masayuki Kagawa, Katsuhiko Ueki, Hirokazu Tojima, Takemi Matsui, Noncontact screening system with two microwave radars for the diagnosis of sleep apnea-hypopnea syndrome international conference of the ieee engineering in medicine and biology society. ,vol. 2013, pp. 2052- 2055 ,(2013) , 10.1109/EMBC.2013.6609935
Daniel J. Gottlieb, Gayane Yenokyan, Anne B. Newman, George T. O'Connor, Naresh M. Punjabi, Stuart F. Quan, Susan Redline, Helaine E. Resnick, Elisa K. Tong, Marie Diener-West, Eyal Shahar, Prospective study of obstructive sleep apnea and incident coronary heart disease and heart failure: The sleep heart health study Circulation. ,vol. 122, pp. 352- 360 ,(2010) , 10.1161/CIRCULATIONAHA.109.901801