Adaptive IIR Filter Based on Penalized Spline
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| Publicado en: | Programming and Computer Software vol. 50, no. 6 (Dec 2024), p. 435 |
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| Autor principal: | |
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| Publicado: |
Springer Nature B.V.
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| Acceso en línea: | Citation/Abstract Full Text Full Text - PDF |
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| 022 | |a 0361-7688 | ||
| 022 | |a 1608-3261 | ||
| 024 | 7 | |a 10.1134/S0361768824700300 |2 doi | |
| 035 | |a 3130548176 | ||
| 045 | 2 | |b d20241201 |b d20241231 | |
| 100 | 1 | |a Kochegurova, E. A. |u National Research Tomsk Polytechnic University, Tomsk, Russia (GRID:grid.27736.37) (ISNI:0000 0000 9321 1499) | |
| 245 | 1 | |a Adaptive IIR Filter Based on Penalized Spline | |
| 260 | |b Springer Nature B.V. |c Dec 2024 | ||
| 513 | |a Journal Article | ||
| 520 | 3 | |a 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. | |
| 653 | |a Adaptation | ||
| 653 | |a Computing costs | ||
| 653 | |a Algorithms | ||
| 653 | |a Real time | ||
| 653 | |a Adaptive filters | ||
| 653 | |a Flexibility | ||
| 653 | |a Topology | ||
| 700 | 1 | |a Martynova, Yu. A. |u National Research Tomsk Polytechnic University, Tomsk, Russia (GRID:grid.27736.37) (ISNI:0000 0000 9321 1499) | |
| 773 | 0 | |t Programming and Computer Software |g vol. 50, no. 6 (Dec 2024), p. 435 | |
| 786 | 0 | |d ProQuest |t Advanced Technologies & Aerospace Database | |
| 856 | 4 | 1 | |3 Citation/Abstract |u https://www.proquest.com/docview/3130548176/abstract/embedded/6A8EOT78XXH2IG52?source=fedsrch |
| 856 | 4 | 0 | |3 Full Text |u https://www.proquest.com/docview/3130548176/fulltext/embedded/6A8EOT78XXH2IG52?source=fedsrch |
| 856 | 4 | 0 | |3 Full Text - PDF |u https://www.proquest.com/docview/3130548176/fulltextPDF/embedded/6A8EOT78XXH2IG52?source=fedsrch |