Adaptive IIR Filter Based on Penalized Spline

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Podrobná bibliografie
Vydáno v:	Programming and Computer Software vol. 50, no. 6 (Dec 2024), p. 435
Hlavní autor:	Kochegurova, E. A.
Další autoři:	Martynova, Yu. A.
Vydáno:	Springer Nature B.V.
Témata:	Adaptation Computing costs Algorithms Real time Adaptive filters Flexibility Topology
On-line přístup:	Citation/Abstract Full Text Full Text - PDF
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Popis
Abstrakt:	The purpose of this study is to develop a technique for real-time implementation of spline adaptive filters (SAFs). The P-SAF proposed in this paper is based on a recurrent penalized (P) spline and, by analogy with the classical SAF, consists of a linear dynamic component and nonlinear static component. To adapt the P-SAF, computational circuits with different topologies are developed. The proposed approach makes it possible to adapt knots and evaluate spline coefficients simultaneously. This improves the efficiency of the P‑SAF as compared to the classical SAF, as well as reduces the computational costs. The efficiency of the P‑SAF in terms of MSE[dB] on model and real-time series is equal to or higher than that of the classical SAF.
ISSN:	0361-7688 1608-3261
DOI:	10.1134/S0361768824700300
Zdroj:	Advanced Technologies & Aerospace Database