A First Experimental Study of Fixed-Point Approximate Arithmetic in Recursive Lattice Filters

Peter Koch, Yannick Le Moullec

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Abstract

In some situations, the numerical properties of Direct Form I (DF-I) and Direct Form II (DF-II) Infinite Impulse Response (IIR) filter structures may degrade, e.g., when the filter approaches its stability limit. Other filter structures may be numerically more robust under such conditions. For example, an N th order Lattice filter composed of N structurally identical cascaded feed-forward sections can be extended and made recursive, i.e., Lattice IIR filter, thereby implementing zeros as well as poles. Such filters, however, have a significantly higher computational complexity compared to their DF-I and DF-II counterparts, increasing the execution time and the energy consumed per sample period. Approximate Computing (AxC) applied in Lattice IIR filters has not been researched in the scientific literature to date, and therefore we suggest substituting the exact fixed-point multiplications and additions with AxC arithmetic building blocks to potentially reduce the resource overhead. In this first study, we analyze the numerical consequences of using such arithmetic units in the 2 nd order recursive Lattice structure and compare its performance against the ordinary DF-II structure. Our findings clearly indicate that under certain conditions AxC arithmetic is a useful approach in recursive Lattice filters.
OriginalsprogEngelsk
Titel2023 IEEE Nordic Circuits and Systems Conference, NorCAS 2023 - Proceedings
RedaktørerJari Nurmi, Peeter Ellervee, Peter Koch, Farshad Moradi, Ming Shen
ForlagIEEE
Publikationsdato7 nov. 2023
Artikelnummer10305450
ISBN (Trykt)979-8-3503-3758-7
ISBN (Elektronisk)979-8-3503-3757-0
DOI
StatusUdgivet - 7 nov. 2023
Begivenhed2023 IEEE Nordic Circuits and Systems Conference - Aalborg University, Aalborg, Danmark
Varighed: 31 okt. 20231 nov. 2023
https://events.tuni.fi/norcas2023/

Konference

Konference2023 IEEE Nordic Circuits and Systems Conference
LokationAalborg University
Land/OmrådeDanmark
ByAalborg
Periode31/10/202301/11/2023
Internetadresse

Emneord

  • Approximate Addition
  • Approximate Multiplication
  • Direct Form II Structures
  • IIR Tapped Lattice Filter
  • Numerical Analysis

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