DocumentCode
1732985
Title
Digital signal processing for biaxial position measurement with a pyroelectric sensor array
Author
Depari, A. ; Ferrari, P. ; Ferrari, V. ; Flammini, A. ; Ghisla, A. ; Marioli, D. ; Taroni, A.
Author_Institution
Dept. of Electron. & Autom., Brescia Univ., Italy
Volume
1
fYear
2004
Firstpage
201
Abstract
This paper proposes a new full digital approach to estimate biaxial position with a pyroelectric sensor array. Previously developed analog interface shows its limits in calibration procedure, requiring several trimming adjustments. A DSP-based hardware has been developed to experimentally evaluate three digital methods: radial basis function neural network (RBF), best fitted plane (BFP) and look-up table (LUT) in the least mean square error sense. Experimental results show that no dramatic improvements are obtained by RBF despite the long training required and the external PC support for weights calculation. BFP reaches performance comparable to the analog processing system using only 9 calibration points, but the best tradeoff has been found with the LUT technique. Actually, with a 64-points calibration set, LUT gives a RMSE of 0.5% FS, offering a valid in-circuit compensation of array structural defects.
Keywords
calibration; digital signal processing chips; displacement measurement; least mean squares methods; position measurement; pyroelectric detectors; radial basis function networks; table lookup; 64-point calibration set; DSP-based hardware; LUT technique; RMSE; analog interface; analog processing system; array structural defects; best fitted plane; biaxial position estimation; biaxial position measurement; digital measurements; digital signal processing; displacement measurement; external PC support; in-circuit compensation; least mean square error; look-up table; pyroelectric sensor array; radial basis function neural network; trimming adjustments; weight calculation; Calibration; Digital signal processing; Ferroelectric materials; Light emitting diodes; Optical arrays; Position measurement; Pyroelectricity; Sensor arrays; Signal processing; Table lookup;
fLanguage
English
Publisher
ieee
Conference_Titel
Instrumentation and Measurement Technology Conference, 2004. IMTC 04. Proceedings of the 21st IEEE
ISSN
1091-5281
Print_ISBN
0-7803-8248-X
Type
conf
DOI
10.1109/IMTC.2004.1351028
Filename
1351028
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