Fixed-point-coefficient FIR filters and filter banks: Improved design by randomized quantizations.

Heute, U., Srivastav, Anand, Sauerland, V. and Kliewer, J. (2007) Fixed-point-coefficient FIR filters and filter banks: Improved design by randomized quantizations. Signal Processing and Its Applications, 2007. ISSPA 2007. 9th International Symposium on Signal Processing and Its Applications . pp. 1-4. DOI 10.1109/ISSPA.2007.4555335.

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Abstract

Frequency-selective, linear FIR filters are considered, as single systems and with analysis-synthesis filter banks. They are usually designed, in the single-channel case, to fulfill tolerances in the Chebychev sense, or in near-perfect-reconstruction filter banks, to minimize a reconstruction-error measure. If hardware is limited, fixed-point coefficient quantization is needed. It causes, in general, tolerance violations or a larger reconstruction error. Discrete re-optimization may help. A recent technique, able to handle also large filter orders, is sucessfully applied and newly extended to filter banks. Even better are randomized strategies, introduced and examined in the mathematical-optimization community over past 15 years; especially, randomized rounding is very effective. Thereby, good results are found for both single-system and filter-bank designs. We further introduce a new random sub-set selection within th above re-optimization. Like randomized rounding, it allows a trade-off between computational effort and solution quality. Clear improvements over deterministic heuristics are obtained by both randomized algorithms.

Document Type: Article
Research affiliation: Kiel University
Refereed: Yes
Open Access Journal?: No
Publisher: IEEE
Date Deposited: 29 Mar 2018 10:44
Last Modified: 03 Nov 2023 13:47
URI: https://oceanrep.geomar.de/id/eprint/42538

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