DocumentCode
713091
Title
Identification of time-varying system with wavelet based approach using multiple wavelet basis functions
Author
Mate, Sandesh N.
Author_Institution
Power Transm. & Distrib. IC, L&T ECC, India
fYear
2015
fDate
26-27 Feb. 2015
Firstpage
441
Lastpage
446
Abstract
Identification problem of time varying system can be solved by conventional recursive estimation approach and wavelet based recursive estimation approach. In Wavelet based recursive estimation approach each time varying parameter is approximated by using multi-wavelet basis functions. The identification problem is then converted into time invariant system identification problem which can be solved by regression selection and parameter estimation using block LMS algorithm. This approach gives improved tracking performance for rapidly varying systems as compared to conventional recursive estimation approach by using LMS algorithm.
Keywords
identification; least mean squares methods; recursive estimation; regression analysis; time-varying systems; wavelet transforms; block LMS algorithm; improved tracking performance; multiple wavelet basis functions; parameter estimation; regression selection; time invariant system identification problem; time varying parameter; time-varying system identification problem; wavelet based recursive estimation approach; Least squares approximations; Mathematical model; Signal processing algorithms; Splines (mathematics); Time-varying systems; Wavelet transforms; Time varying systems; block LMS algorithm; multi-wavelet basis fuctions; parameterestimation; system identification;
fLanguage
English
Publisher
ieee
Conference_Titel
Electronics and Communication Systems (ICECS), 2015 2nd International Conference on
Conference_Location
Coimbatore
Print_ISBN
978-1-4799-7224-1
Type
conf
DOI
10.1109/ECS.2015.7124943
Filename
7124943
Link To Document