DocumentCode :
876360
Title :
Digital signal processing for biaxial position measurement with a pyroelectric sensor array
Author :
Depari, Alessandro ; Ferrari, Paolo ; Ferrari, Vittorio ; Flammini, Alessandra ; Ghisla, Alessio ; Marioli, Daniele ; Taroni, Andrea
Author_Institution :
Dept. of Electron. for Autom., Univ. of Brescia, Italy
Volume :
55
Issue :
2
fYear :
2006
fDate :
4/1/2006 12:00:00 AM
Firstpage :
501
Lastpage :
506
Abstract :
This paper proposes a new full digital approach to estimate biaxial position with a pyroelectric sensor array. The previously developed analog interface shows its limits in the calibration procedure, requiring several trimming adjustments. A DSP-based hardware has been developed to experimentally evaluate three digital methods: radial basis function (RBF) neural network, best fitted plane (BFP), and look-up table (LUT) in the least mean square (LMS) error sense. Experimental results show that no dramatic improvements are obtained by the RBF, despite the long training required and the external PC support for weight calculation. The BFP reaches performances comparable to the analog processing system using only nine calibration points, but the best tradeoff has been found with the LUT technique. Actually, with a 64-point calibration set, LUT gives a root mean square error (RMSE) of 0.5% with respect to full scale (FS), offering a valid in-circuit compensation of array structural defects.
Keywords :
array signal processing; calibration; displacement measurement; least mean squares methods; position measurement; pyroelectric detectors; radial basis function networks; DSP-based hardware; analog interface; analog processing system; array structural defects; best fitted plane; biaxial position measurement; calibration procedure; digital measurements; digital signal processing; displacement measurement; least mean square error sense; look-up table; pyroelectric sensor array; radial basis function neural network; root mean square error; trimming adjustments; Calibration; Digital signal processing; Least squares approximation; Neural network hardware; Neural networks; Position measurement; Pyroelectricity; Root mean square; Sensor arrays; Table lookup; Digital measurements; displacement measurement; pyroelectric sensor; sensor array; signal processing;
fLanguage :
English
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9456
Type :
jour
DOI :
10.1109/TIM.2006.864252
Filename :
1608594
Link To Document :
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