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A Modified Gain Normalized Step Size Adaptive Algorithm for Improved Online Secondary Path Modelling in Active Noise Control

  • Asutosh Kar
  • , Gagandeep Singh
  • , Pradeep K. Shill
  • , Somanath Pradhan
  • , Vasundhara
  • , M. G. Christensen

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

Abstract

The noise cancellation performance of an active control system decreases when there are temporal variations in the primary and secondary paths. An active noise control (ANC) framework has been introduced in this work, which incorporates four adaptive filters and two decorrelation filters for online secondary path modelling. A novel adaptive algorithm for an active noise control filter has been developed with the combination of modified gain filtered-x recursive least square and normalised step size filtered-x least mean square. The aim is to improve the reduction of mean noise and decrease residual noise while maintaining consistent convergence rate. To update the decorrelation filters in the framework, an adaptive variable step size modified decorrelation normalised least mean square algorithm has been used. These filters are designed to maximize the efficiency of secondary path modelling. Compared to its counterparts, the simulation results illustrate the enhancements of the proposed framework without a substantial increase in overall computational complexity.
Original languageEnglish
Title of host publicationICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Number of pages5
PublisherIEEE (Institute of Electrical and Electronics Engineers)
Publication date11 Apr 2025
Article number10890692
ISBN (Print)979-8-3503-6875-8
ISBN (Electronic)979-8-3503-6874-1
DOIs
Publication statusPublished - 11 Apr 2025
Event2025 IEEE International Conference on Acoustics, Speech, and Signal Processing - Hyderabad, India, Hyderabad, India
Duration: 6 Apr 202511 Apr 2025

Conference

Conference2025 IEEE International Conference on Acoustics, Speech, and Signal Processing
LocationHyderabad, India
Country/TerritoryIndia
CityHyderabad
Period06/04/202511/04/2025
SponsorIEEE, IEEE Signal Processing Society
SeriesInternational Conference on Acoustics Speech and Signal Processing (ICASSP)
ISSN1520-6149

Keywords

  • Adaptation models
  • Adaptive filters
  • Computational complexity
  • Computational modeling
  • Convergence
  • Decorrelation
  • Filtering algorithms
  • Filters
  • Noise
  • Signal processing algorithms

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