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

International audience An extension of the Monte Carlo Singular System Analysis (MC SSA) 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 re...

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Main Authors: Palus, Milan, Novotná, D.
Other Authors: Institute of Computer Science, Czech Academy of Sciences Prague (CAS), Institute of Atmospheric Physics Prague (IAP)
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2004
Subjects:
Online Access:https://hal.science/hal-00302419
https://hal.science/hal-00302419/document
https://hal.science/hal-00302419/file/npg-11-721-2004.pdf
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spelling ftccsdartic:oai:HAL:hal-00302419v1 2023-11-12T04:22:15+01:00 Enhanced Monte Carlo Singular System Analysis and detection of period 7.8 years oscillatory modes in the monthly NAO index and temperature records Palus, Milan Novotná, D. Institute of Computer Science Czech Academy of Sciences Prague (CAS) Institute of Atmospheric Physics Prague (IAP) 2004-12-21 https://hal.science/hal-00302419 https://hal.science/hal-00302419/document https://hal.science/hal-00302419/file/npg-11-721-2004.pdf en eng HAL CCSD European Geosciences Union (EGU) hal-00302419 https://hal.science/hal-00302419 https://hal.science/hal-00302419/document https://hal.science/hal-00302419/file/npg-11-721-2004.pdf info:eu-repo/semantics/OpenAccess ISSN: 1023-5809 EISSN: 1607-7946 Nonlinear Processes in Geophysics https://hal.science/hal-00302419 Nonlinear Processes in Geophysics, 2004, 11 (5/6), pp.721-729 [PHYS.ASTR.CO]Physics [physics]/Astrophysics [astro-ph]/Cosmology and Extra-Galactic Astrophysics [astro-ph.CO] [SDU.ASTR]Sciences of the Universe [physics]/Astrophysics [astro-ph] [SDU.STU]Sciences of the Universe [physics]/Earth Sciences info:eu-repo/semantics/article Journal articles 2004 ftccsdartic 2023-10-21T23:12:23Z International audience An extension of the Monte Carlo Singular System Analysis (MC SSA) 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 MC SSA 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. Article in Journal/Newspaper North Atlantic North Atlantic oscillation Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe)
institution Open Polar
collection Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe)
op_collection_id ftccsdartic
language English
topic [PHYS.ASTR.CO]Physics [physics]/Astrophysics [astro-ph]/Cosmology and Extra-Galactic Astrophysics [astro-ph.CO]
[SDU.ASTR]Sciences of the Universe [physics]/Astrophysics [astro-ph]
[SDU.STU]Sciences of the Universe [physics]/Earth Sciences
spellingShingle [PHYS.ASTR.CO]Physics [physics]/Astrophysics [astro-ph]/Cosmology and Extra-Galactic Astrophysics [astro-ph.CO]
[SDU.ASTR]Sciences of the Universe [physics]/Astrophysics [astro-ph]
[SDU.STU]Sciences of the Universe [physics]/Earth Sciences
Palus, Milan
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
topic_facet [PHYS.ASTR.CO]Physics [physics]/Astrophysics [astro-ph]/Cosmology and Extra-Galactic Astrophysics [astro-ph.CO]
[SDU.ASTR]Sciences of the Universe [physics]/Astrophysics [astro-ph]
[SDU.STU]Sciences of the Universe [physics]/Earth Sciences
description International audience An extension of the Monte Carlo Singular System Analysis (MC SSA) 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 MC SSA 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.
author2 Institute of Computer Science
Czech Academy of Sciences Prague (CAS)
Institute of Atmospheric Physics Prague (IAP)
format Article in Journal/Newspaper
author Palus, Milan
Novotná, D.
author_facet Palus, Milan
Novotná, D.
author_sort Palus, Milan
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
publisher HAL CCSD
publishDate 2004
url https://hal.science/hal-00302419
https://hal.science/hal-00302419/document
https://hal.science/hal-00302419/file/npg-11-721-2004.pdf
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_source ISSN: 1023-5809
EISSN: 1607-7946
Nonlinear Processes in Geophysics
https://hal.science/hal-00302419
Nonlinear Processes in Geophysics, 2004, 11 (5/6), pp.721-729
op_relation hal-00302419
https://hal.science/hal-00302419
https://hal.science/hal-00302419/document
https://hal.science/hal-00302419/file/npg-11-721-2004.pdf
op_rights info:eu-repo/semantics/OpenAccess
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