DocumentCode :
2146705
Title :
Construction of positive time-frequency distributions using dynamic copula
Author :
Ashrafi, Shwan ; Amindavar, Hamidreza ; Ritcey, James A. ; Kirlin, Rodney Lynn
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of New Mexico, Albuquerque, NM, USA
fYear :
2011
fDate :
22-27 May 2011
Firstpage :
3588
Lastpage :
3591
Abstract :
In this paper we propose a novel approach termed as dynamic copula time-frequency distribution (DCTFD) for the construction of positive time-frequency distributions (PTFDs). DCTFD models the dependency, i.e., correlation between time and frequency by a time-varying dependence parameter in copula function, and captures time-frequency dependency/correlation more accurately compared to static copula TFD (CTFD). In addition to presenting the under lying theory of the approach, a set of simulations are proved to demonstrate the advantages over CTFD and other classical methods, namely bivariate distributions.
Keywords :
correlation methods; functions; statistical distributions; time-frequency analysis; time-varying systems; DCTFD model; bivariate distribution; classical methods; dynamic copula function; positive time-frequency distribution construction; static copula TFD; time frequency correlation; time-varying dependence parameter; Chirp; Distribution functions; Equations; Joints; Mathematical model; Time frequency analysis; Copula theory; Dynamic Copula Time-Frequency Distribution (DCTFD); Empirical Mode Decomposition (EMD); Positive Time-Frequency Distribution (PTFD);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
ISSN :
1520-6149
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2011.5946254
Filename :
5946254
Link To Document :
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