DocumentCode :
2342362
Title :
DSP-based correction of spectrograms using cubic splines and Kalman filtering
Author :
Brouard, Pierre ; Morawski, Roman Z. ; Barwicz, Andrzej
Author_Institution :
Dept. d´´Ingenierie, Quebec Univ., Trois-Rivieres, Que., Canada
fYear :
1994
fDate :
10-12 May 1994
Firstpage :
1443
Abstract :
Raw spectrograms are subject to systematic errors of an instrumental type that may be reduced provided a mathematical model of the instrumental imperfections is identified. It is assumed in the paper that this model has the form of an integral, convolution-type equation of the first kind whose kernel may be causal or not. The correction of the spectrograms consists in numerically solving this equation on the basis of the noisy data. Acquired by a spectrometer. An algorithm of correction is proposed which is based on the approximation of the solution with a spline function whose parameters are determined by means of a recursive Kalman-filter-based algorithm with a non-negativity constraint imposed on the set of feasible solutions. It is shown, using spectrophotometric data, that an improvement in the resolution of the spectrometer can be attained
Keywords :
Kalman filters; convolution; filtering theory; signal processing; spectroscopy computing; splines (mathematics); DSP; Kalman filtering; correction of spectrograms; cubic splines; mathematical model; measurement data model; nonnegativity constraint; recursive Kalman-filter; spectrophotometric data; systematic errors; Approximation algorithms; Digital signal processing; Distortion measurement; Instruments; Integral equations; Kalman filters; Seismic measurements; Signal processing algorithms; Spectrogram; Spectroscopy;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Instrumentation and Measurement Technology Conference, 1994. IMTC/94. Conference Proceedings. 10th Anniversary. Advanced Technologies in I & M., 1994 IEEE
Conference_Location :
Hamamatsu
Print_ISBN :
0-7803-1880-3
Type :
conf
DOI :
10.1109/IMTC.1994.352168
Filename :
352168
Link To Document :
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