Title :
Inertial sensor location analysis in automatic balance assessment
Author :
Badura, Pawel ; Pietka, Ewa
Author_Institution :
Fac. of Biomed. Eng., Silesian Univ. of Technol., Zabrze, Poland
Abstract :
This paper presents the study on the automatic computer-aided balance assessment system. The approach employs ambient assisted living architecture based on inertial sensors. The assessment relies on selected activities from the Berg Balance Scale test by means of the system supplied by a set of features extracted from the accelerometric signals. The feature space dimensionality reduction stage selects the feature vector for each activity and sensor combination using the Fisher´s linear discriminant. The system is trained and evaluated using expert scoring of examinations involving 52 patients with different balance abilities. The investigation on the system performance with various sets of available sensors is presented and discussed.
Keywords :
assisted living; feature extraction; inertial systems; sensor fusion; telemedicine; Fisher linear discriminant; ambient assisted living architecture; automatic computer-aided balance assessment system; feature extraction; feature vector; inertial sensor location analysis; Biomedical monitoring; Computer architecture; Feature extraction; Monitoring; Reliability; Senior citizens; Spectrogram; ambient assisted living; balance assessment; computer-aided diagnosis; feature extraction;
Conference_Titel :
Mixed Design of Integrated Circuits & Systems (MIXDES), 2015 22nd International Conference
Conference_Location :
Torun
Print_ISBN :
978-8-3635-7806-0
DOI :
10.1109/MIXDES.2015.7208479