DocumentCode :
3029232
Title :
Sequential algorithm for estimation of parameters of an autoregressive process
Author :
Shichor, Eliahu ; Reiss, Jacob
Author_Institution :
Faculty of E.E., Technion, Haifa, Israel
Volume :
2
fYear :
1977
fDate :
28246
Firstpage :
744
Lastpage :
746
Abstract :
The set of PARCOR parameters of an autoregressive process is found sequentially and iteratively. It is proven that the equations are decoupled to the first order for small changes in the parameter values. Sequential calculation of the parameters is therefore possible. Using the sign Decorrelator the number of calculations is drastically reduced with little degradation of the performance. Simulation results are given for a specific example. The simulation shows that the system converges and the predietion residual is small and comparable to the excitation of the autoregressive process.
Keywords :
Autoregressive processes; Decorrelation; Degradation; Equations; Iterative algorithms; Jacobian matrices; Parameter estimation; Predictive models; Speech processing; Stochastic processes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP '77.
Type :
conf
DOI :
10.1109/ICASSP.1977.1170311
Filename :
1170311
Link To Document :
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