Title :
Contact Location Estimation from a Nonlinear Array of Pressure Sensors
Author :
Arcelus, A. ; Holtzman, M. ; Veledar, I. ; Goubran, R. ; Sveistrup, H. ; Guitard, P.
Author_Institution :
Dept. of Syst. & Comput. Eng., Carleton Univ., Ottawa, ON
Abstract :
In physical medicine and rehabilitation, it is important to be able to collect information regarding a patient´s behavior and range of mobility throughout their daily activities. Grab bars are used widely in the homes of individuals with mobility impairments so their usage while performing physical tasks can provide valuable information as to the individual´s physical status. This paper explores the extraction of location information for forces applied to a grab bar embedded with a nonlinear pressure sensor array of low spatial resolution. It first describes the instrumentation of the grab bar and the calibration procedure. It then investigates three methods of estimating the contact location; a simple centroid, a percentage-based lookup table and an artificial neural network. Results of the three methods are reported based on data collected from different forces and contact locations applied along the bar. The artificial neural network proves to be the most successful method of estimating the points of contact, by most accurately modeling the nonlinearities in the system.
Keywords :
array signal processing; handicapped aids; medical computing; neural nets; pressure sensors; table lookup; artificial neural network; calibration procedure; contact location; contact location estimation; grab bars; mobility impairments; nonlinear pressure sensor array; percentage-based lookup table; Artificial neural networks; Biomedical monitoring; Calibration; Computerized monitoring; Data mining; Intelligent robots; Intelligent sensors; Sensor arrays; Spatial resolution; Table lookup; Position measurement; biomedical monitoring; calibration; nonlinear estimation; tactile sensors;
Conference_Titel :
Instrumentation and Measurement Technology Conference Proceedings, 2008. IMTC 2008. IEEE
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4244-1540-3
Electronic_ISBN :
1091-5281
DOI :
10.1109/IMTC.2008.4547371