DocumentCode :
2890606
Title :
A Measure for Residual Correlation with Whiteness Test and Information Entropy
Author :
Jia, Dai-ping ; Wu, Li-juan ; Fan, Hong-Da
Author_Institution :
Dept. of Comput. Sci., Shandong Inst. of Bus. & Technol.
fYear :
2006
fDate :
13-16 Aug. 2006
Firstpage :
1630
Lastpage :
1635
Abstract :
Correlation analysis on residuals is a classical checking method for dynamic stochastic modeling. By fusing information entropy and residual correlation in dynamic model analysis, the paper presents a new approach of model checking based on whiteness test and information entropy, and proposes a new diagnostic quantity named "residual entropy", which indicates the amount of information left in residual series. On normal distribution hypothesis about residuals, the paper gives the estimation expressions of residual entropy, and illustrates its application. The result of experiment shows that residual entropy is a useful diagnostic quantity in stochastic modeling. Performance comparison with the conventional methods indicates that minimum residual entropy can be applied as an effective checking criterion
Keywords :
aerospace control; correlation theory; entropy; estimation theory; fires; normal distribution; stochastic processes; white noise; correlation analysis; diagnostic quantity; dynamic stochastic modeling; estimation expression; fire control system; information entropy; minimum residual entropy; model checking; normal distribution hypothesis; residual correlation; system identification; whiteness test; Aerodynamics; Aerospace engineering; Computer science; Cybernetics; Gaussian distribution; Information analysis; Information entropy; Machine learning; Stochastic processes; Stochastic resonance; Testing; White noise; Fire control system; criterion function; model checking; residual entropy; system identification; whiteness test;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics, 2006 International Conference on
Conference_Location :
Dalian, China
Print_ISBN :
1-4244-0061-9
Type :
conf
DOI :
10.1109/ICMLC.2006.258897
Filename :
4028326
Link To Document :
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