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OWA aggregation operator in robust filtering

  • Institute of Medical Technology and Equipment

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Citations (Scopus)

Abstract

In this paper, an overview of the robust filtering problem is provided and the ordered weighted aggregation (OWA) operator is described. This operator is applied as a weighted average of ordered signal samples in a sliding window to produce output values of a filter. The appropriate selection of weights allows to efficiently suppress the impulsive noise. This process is similar to the moving average smoothing however this one is very sensitive to outliers. Several weighting window functions have been tested due to the ability to minimize impact of outliers. Introducing the non-linear sorting process and attributing to the sorted samples appropriate values of weights this leads to improvement of filtering in an impulsive environment. Obtained results show the effectiveness of the proposed robust filtering method in comparison to the reference filters.

Original languageEnglish
Title of host publicationProceedings of the 24th International Conference on Mixed Design of Integrated Circuits and Systems, MIXDES 2017
EditorsAndrzej Napieralski
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages532-536
Number of pages5
ISBN (Electronic)9788363578114
DOIs
Publication statusPublished - 8 Aug 2017
Event24th International Conference on Mixed Design of Integrated Circuits and Systems, MIXDES 2017 - Bydgoszcz, Poland
Duration: 22 Jun 201724 Jun 2017

Publication series

NameProceedings of the 24th International Conference on Mixed Design of Integrated Circuits and Systems, MIXDES 2017

Conference

Conference24th International Conference on Mixed Design of Integrated Circuits and Systems, MIXDES 2017
Country/TerritoryPoland
CityBydgoszcz
Period22/06/1724/06/17

Keywords

  • OWA filters
  • OWA operator
  • impulsive noise
  • robust filtering

ASJC Scopus subject areas

  • Hardware and Architecture
  • Electrical and Electronic Engineering

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