Enhanced Monte Carlo Singular System Analysis and detection of period 7.8 years oscillatory modes in the monthly NAO index and temperature records

An extension of the Monte Carlo Singular System Analysis (MCSSA) is described, based on evaluating and testing regularity of dynamics of the SSA modes against the colored noise null hypothesis, in addition to the test based on variance (eigenvalues). The application of the regularity index, computed...

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Published in:Nonlinear Processes in Geophysics
Main Authors: Paluš, M., Novotná, D.
Format: Text
Language:English
Published: 2018
Subjects:
Online Access:https://doi.org/10.5194/npg-11-721-2004
https://npg.copernicus.org/articles/11/721/2004/
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spelling ftcopernicus:oai:publications.copernicus.org:npg33207 2023-05-15T17:32:10+02:00 Enhanced Monte Carlo Singular System Analysis and detection of period 7.8 years oscillatory modes in the monthly NAO index and temperature records Paluš, M. Novotná, D. 2018-01-15 application/pdf https://doi.org/10.5194/npg-11-721-2004 https://npg.copernicus.org/articles/11/721/2004/ eng eng doi:10.5194/npg-11-721-2004 https://npg.copernicus.org/articles/11/721/2004/ eISSN: 1607-7946 Text 2018 ftcopernicus https://doi.org/10.5194/npg-11-721-2004 2020-07-20T16:27:31Z An extension of the Monte Carlo Singular System Analysis (MCSSA) is described, based on evaluating and testing regularity of dynamics of the SSA modes against the colored noise null hypothesis, in addition to the test based on variance (eigenvalues). The application of the regularity index, computed from a coarse-grained estimation of mutual information, enhances the test sensitivity and reliability in detection of relatively more regular dynamical modes than those obtained by decomposition of colored noises, in particular, in detection of irregular oscillations embedded in red noise. This enhanced MCSSA is successfully applied in detection of period 7.8 years oscillatory modes in records of monthly average near-surface air temperature from several European locations, as well as in the monthly North Atlantic Oscillation index. Text North Atlantic North Atlantic oscillation Copernicus Publications: E-Journals Nonlinear Processes in Geophysics 11 5/6 721 729
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description An extension of the Monte Carlo Singular System Analysis (MCSSA) is described, based on evaluating and testing regularity of dynamics of the SSA modes against the colored noise null hypothesis, in addition to the test based on variance (eigenvalues). The application of the regularity index, computed from a coarse-grained estimation of mutual information, enhances the test sensitivity and reliability in detection of relatively more regular dynamical modes than those obtained by decomposition of colored noises, in particular, in detection of irregular oscillations embedded in red noise. This enhanced MCSSA is successfully applied in detection of period 7.8 years oscillatory modes in records of monthly average near-surface air temperature from several European locations, as well as in the monthly North Atlantic Oscillation index.
format Text
author Paluš, M.
Novotná, D.
spellingShingle Paluš, M.
Novotná, D.
Enhanced Monte Carlo Singular System Analysis and detection of period 7.8 years oscillatory modes in the monthly NAO index and temperature records
author_facet Paluš, M.
Novotná, D.
author_sort Paluš, M.
title Enhanced Monte Carlo Singular System Analysis and detection of period 7.8 years oscillatory modes in the monthly NAO index and temperature records
title_short Enhanced Monte Carlo Singular System Analysis and detection of period 7.8 years oscillatory modes in the monthly NAO index and temperature records
title_full Enhanced Monte Carlo Singular System Analysis and detection of period 7.8 years oscillatory modes in the monthly NAO index and temperature records
title_fullStr Enhanced Monte Carlo Singular System Analysis and detection of period 7.8 years oscillatory modes in the monthly NAO index and temperature records
title_full_unstemmed Enhanced Monte Carlo Singular System Analysis and detection of period 7.8 years oscillatory modes in the monthly NAO index and temperature records
title_sort enhanced monte carlo singular system analysis and detection of period 7.8 years oscillatory modes in the monthly nao index and temperature records
publishDate 2018
url https://doi.org/10.5194/npg-11-721-2004
https://npg.copernicus.org/articles/11/721/2004/
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_source eISSN: 1607-7946
op_relation doi:10.5194/npg-11-721-2004
https://npg.copernicus.org/articles/11/721/2004/
op_doi https://doi.org/10.5194/npg-11-721-2004
container_title Nonlinear Processes in Geophysics
container_volume 11
container_issue 5/6
container_start_page 721
op_container_end_page 729
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