Mixed time scale recursive algorithms

Citation
Ja. Bucklew et Tg. Kurtz, Mixed time scale recursive algorithms, IEEE SIGNAL, 49(8), 2001, pp. 1824-1830
Citations number
8
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON SIGNAL PROCESSING
ISSN journal
1053587X → ACNP
Volume
49
Issue
8
Year of publication
2001
Pages
1824 - 1830
Database
ISI
SICI code
1053-587X(200108)49:8<1824:MTSRA>2.0.ZU;2-8
Abstract
In this paper, we investigate the behavior of certain types of mixed time s cale adaptive algorithms. These systems comprise a "fast" or quickly changi ng algorithm mutually coupled to a "slow" or slowly changing algorithm, The y arise naturally in a variety of adaptive environments such as in IIR syst em identification, the training of recurrent neural networks, decision feed back equalization, and others. [These algorithms (despite their title) shou ld not be confused with the mixed time scales of wavelet transforms or othe r algorithms associated with multiresolution signal processing.] We give co nditions for when the system can be analyzed from the framework of a simple r "frozen state" system, This analysis extends some of the previous work of Solo and his coworkers.