Acta Polytechnica (Jun 2021)

Genetic algorithms to determine the optimal parameters of an ensemble local mean decomposition

  • Willian T. F. D. Silva,
  • Filipe D. D. M. Borges

DOI
https://doi.org/10.14311/AP.2021.61.0465
Journal volume & issue
Vol. 61, no. 3
pp. 465 – 475

Abstract

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An optimization method for an ensemble local mean decomposition (ELMD) parameters selection using genetic algorithms is proposed. The execution of this technique depends heavily on the correct choice of the parameters of its model as pointed out in previous works. The effectiveness of the proposed method was evaluated using synthetic signals, discussed by several authors. The resulting algorithm obtained similar results to OELMD, but with an 82% reduction in processing time. Actual vibration signals were also analysed, presenting satisfactory results.

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