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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 |
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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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