DocumentCode
3080559
Title
An acoustic fall detector system that uses sound height information to reduce the false alarm rate
Author
Popescu, Mihail ; Li, Yun ; Skubic, Marjorie ; Rantz, Marilyn
Author_Institution
Health Management and Informatics Department, University of Missouri, Columbia, 65211, USA
fYear
2008
fDate
20-25 Aug. 2008
Firstpage
4628
Lastpage
4631
Abstract
More than one third of about 38 million adults 65 and older fall each year in the United States. To address the above problem we propose to develop an acoustic fall detection system (FADE) that will automatically signal a fall to the monitoring caregiver. As opposed to many existent fall detection systems that require the monitored person to wear devices such as accelerometers or gyroscopes at all times, our system is completely unobtrusive by not requiring any wearable devices. To reduce the false alarm rate we employ an array of acoustic sensors to obtain sound source height information. The sound is considered a false alarm if it comes from a source located at a height higher than 2 feet. We tested our system in a pilot study that consisted of a set of 23 falls performed by a stunt actor during six sessions of about 15 minutes each (1.3 hours in total). The actor was previously trained by our nursing collaborators to fall like an elderly person. The use of height information reduced the false alarm hourly rate from 32 to 5 at a 100% fall detection rate.
Keywords
Accelerometers; Acoustic arrays; Acoustic devices; Acoustic sensors; Acoustic signal detection; Biomedical monitoring; Computerized monitoring; Detectors; Gyroscopes; Sensor arrays; Accidental Falls; Acoustics; Activities of Daily Living; Aged; Algorithms; Engineering; Equipment Design; False Positive Reactions; Humans; Models, Statistical; Movement; ROC Curve; Reproducibility of Results; Telemedicine;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location
Vancouver, BC
ISSN
1557-170X
Print_ISBN
978-1-4244-1814-5
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/IEMBS.2008.4650244
Filename
4650244
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