Title :
The novel reconstruction strategy for signals with uncertain dynamic properties
Author_Institution :
Dept. of Math., Renmin Univ. of China, Beijing, China
Abstract :
For the reconstruction of signals based on a sequence of observations governed by uncertain dynamic properties, we propose a new method by using Taylor´s formula and tracking differentiators. The method can be summarized as follows: Firstly, for a sequence of observations with uncertain dynamic properties, and/or the measurement contains noise, we use tracking-differentiators to smooth the observation results or filter the noise, and obtain the estimation of their differential values. Secondly, for the reconstruction of the signal nearby the given points, we use Taylor´s formula to construct the values. Theoretical estimation is provided to guarantee the precision of the relevant reconstruction results. Comparative analysis is also provided to show the advantages of the method. And simulation results for reconstructing certain kinds of observations indicate the effectiveness of the method.
Keywords :
signal reconstruction; Taylor´s formula; signals reconstruction strategy; tracking differentiators; uncertain dynamic properties; Estimation; Image reconstruction; Noise; Reconstruction algorithms; Signal reconstruction; Time series analysis; Uncertainty;
Conference_Titel :
Image and Signal Processing (CISP), 2011 4th International Congress on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-9304-3
DOI :
10.1109/CISP.2011.6100784