Literature DB >> 27415389

Detrending moving average algorithm: Frequency response and scaling performances.

Anna Carbone1, Ken Kiyono2.   

Abstract

The Detrending Moving Average (DMA) algorithm has been widely used in its several variants for characterizing long-range correlations of random signals and sets (one-dimensional sequences or high-dimensional arrays) over either time or space. In this paper, mainly based on analytical arguments, the scaling performances of the centered DMA, including higher-order ones, are investigated by means of a continuous time approximation and a frequency response approach. Our results are also confirmed by numerical tests. The study is carried out for higher-order DMA operating with moving average polynomials of different degree. In particular, detrending power degree, frequency response, asymptotic scaling, upper limit of the detectable scaling exponent, and finite scale range behavior will be discussed.

Entities:  

Year:  2016        PMID: 27415389     DOI: 10.1103/PhysRevE.93.063309

Source DB:  PubMed          Journal:  Phys Rev E        ISSN: 2470-0045            Impact factor:   2.529


  2 in total

1.  Detection of oriented fractal scaling components in anisotropic two-dimensional trajectories.

Authors:  Ivan Seleznov; Anton Popov; Kazuhei Kikuchi; Elena Kolosova; Bohdan Kolomiiets; Akio Nakata; Miki Kaneko; Ken Kiyono
Journal:  Sci Rep       Date:  2020-12-14       Impact factor: 4.379

2.  Assessment of long-range cross-correlations in cardiorespiratory and cardiovascular interactions.

Authors:  Akio Nakata; Miki Kaneko; Chinami Taki; Naoko Evans; Taiki Shigematsu; Tetsuya Kimura; Ken Kiyono
Journal:  Philos Trans A Math Phys Eng Sci       Date:  2021-10-25       Impact factor: 4.226

  2 in total

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