DocumentCode :
2943114
Title :
Acoustic fall detection using a circular microphone array
Author :
Li, Yun ; Zeng, Zhiling ; Popescu, Mihail ; Ho, K.C.
Author_Institution :
Electr. & Comp. Eng. Dept., Univ. of Missouri, Columbia, MO, USA
fYear :
2010
fDate :
Aug. 31 2010-Sept. 4 2010
Firstpage :
2242
Lastpage :
2245
Abstract :
Falling is a common health problem for elderly. It is reported that more than one third of adults 65 and older fall each year in the United States. To address the problem, we are currently developing an acoustic fall detection system, FADE, which automatically detects a fall and reports it to the caregiver. In a previous version, FADE used a 3-microphone linear array to eliminate the false alarms produced by sounds produced well above the floor level. To improve the fall detection in noisy and reverberant environments, we replaced the linear array by an 8-microphone circular array that can provide a better 3-D estimation of the sound location. Preliminary experiments show that the sound location estimation performed by the circular array is reliable and robust to interference. We obtained encouraging classification results on a pilot dataset with 55 falls and 120 non-fall sounds.
Keywords :
acoustic signal detection; acoustic signal processing; bioacoustics; biomechanics; geriatrics; medical signal detection; medical signal processing; microphone arrays; signal classification; FADE; acoustic fall detection; circular microphone array; classification; noisy environment; reverberant environment; sound location estimation; Acoustics; Arrays; Classification algorithms; Floors; Microphones; Signal to noise ratio; Accidental Falls; Acoustics; Aged; Algorithms; Equipment Design; Humans; Imaging, Three-Dimensional; Models, Statistical; Monitoring, Physiologic; Pilot Projects; ROC Curve; Signal Processing, Computer-Assisted; Software; Sound; Transducers;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4123-5
Type :
conf
DOI :
10.1109/IEMBS.2010.5627368
Filename :
5627368
Link To Document :
بازگشت