Application of the cross wavelet transform and wavelet coherence to geophysical time series

Many scientists have made use of the wavelet method in analyzing time series, often using popular free software. However, at present there are no similar easy to use wavelet packages for analyzing two time series together. We discuss the cross wavelet transform and wavelet coherence for examining re...

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Published in:Nonlinear Processes in Geophysics
Main Authors: Grinsted, A., Moore, J. C., Jevrejeva, S.
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2004
Subjects:
Online Access:https://doi.org/10.5194/npg-11-561-2004
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00034548 2023-05-15T15:03:24+02:00 Application of the cross wavelet transform and wavelet coherence to geophysical time series Grinsted, A. Moore, J. C. Jevrejeva, S. 2004-11 electronic https://doi.org/10.5194/npg-11-561-2004 https://noa.gwlb.de/receive/cop_mods_00034548 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00034502/npg-11-561-2004.pdf https://npg.copernicus.org/articles/11/561/2004/npg-11-561-2004.pdf eng eng Copernicus Publications Nonlinear Processes in Geophysics -- http://www.bibliothek.uni-regensburg.de/ezeit/?2078085 -- http://www.nonlin-processes-geophys.net/ -- http://www.copernicus.org/EGU/npg/npg.htm -- 1607-7946 https://doi.org/10.5194/npg-11-561-2004 https://noa.gwlb.de/receive/cop_mods_00034548 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00034502/npg-11-561-2004.pdf https://npg.copernicus.org/articles/11/561/2004/npg-11-561-2004.pdf https://open-access.net/ uneingeschränkt info:eu-repo/semantics/openAccess article Verlagsveröffentlichung article Text doc-type:article 2004 ftnonlinearchiv https://doi.org/10.5194/npg-11-561-2004 2022-02-08T22:45:11Z Many scientists have made use of the wavelet method in analyzing time series, often using popular free software. However, at present there are no similar easy to use wavelet packages for analyzing two time series together. We discuss the cross wavelet transform and wavelet coherence for examining relationships in time frequency space between two time series. We demonstrate how phase angle statistics can be used to gain confidence in causal relationships and test mechanistic models of physical relationships between the time series. As an example of typical data where such analyses have proven useful, we apply the methods to the Arctic Oscillation index and the Baltic maximum sea ice extent record. Monte Carlo methods are used to assess the statistical significance against red noise backgrounds. A software package has been developed that allows users to perform the cross wavelet transform and wavelet coherence (www.pol.ac.uk/home/research/waveletcoherence/). Article in Journal/Newspaper Arctic Sea ice Niedersächsisches Online-Archiv NOA Arctic Nonlinear Processes in Geophysics 11 5/6 561 566
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Grinsted, A.
Moore, J. C.
Jevrejeva, S.
Application of the cross wavelet transform and wavelet coherence to geophysical time series
topic_facet article
Verlagsveröffentlichung
description Many scientists have made use of the wavelet method in analyzing time series, often using popular free software. However, at present there are no similar easy to use wavelet packages for analyzing two time series together. We discuss the cross wavelet transform and wavelet coherence for examining relationships in time frequency space between two time series. We demonstrate how phase angle statistics can be used to gain confidence in causal relationships and test mechanistic models of physical relationships between the time series. As an example of typical data where such analyses have proven useful, we apply the methods to the Arctic Oscillation index and the Baltic maximum sea ice extent record. Monte Carlo methods are used to assess the statistical significance against red noise backgrounds. A software package has been developed that allows users to perform the cross wavelet transform and wavelet coherence (www.pol.ac.uk/home/research/waveletcoherence/).
format Article in Journal/Newspaper
author Grinsted, A.
Moore, J. C.
Jevrejeva, S.
author_facet Grinsted, A.
Moore, J. C.
Jevrejeva, S.
author_sort Grinsted, A.
title Application of the cross wavelet transform and wavelet coherence to geophysical time series
title_short Application of the cross wavelet transform and wavelet coherence to geophysical time series
title_full Application of the cross wavelet transform and wavelet coherence to geophysical time series
title_fullStr Application of the cross wavelet transform and wavelet coherence to geophysical time series
title_full_unstemmed Application of the cross wavelet transform and wavelet coherence to geophysical time series
title_sort application of the cross wavelet transform and wavelet coherence to geophysical time series
publisher Copernicus Publications
publishDate 2004
url https://doi.org/10.5194/npg-11-561-2004
https://noa.gwlb.de/receive/cop_mods_00034548
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00034502/npg-11-561-2004.pdf
https://npg.copernicus.org/articles/11/561/2004/npg-11-561-2004.pdf
geographic Arctic
geographic_facet Arctic
genre Arctic
Sea ice
genre_facet Arctic
Sea ice
op_relation Nonlinear Processes in Geophysics -- http://www.bibliothek.uni-regensburg.de/ezeit/?2078085 -- http://www.nonlin-processes-geophys.net/ -- http://www.copernicus.org/EGU/npg/npg.htm -- 1607-7946
https://doi.org/10.5194/npg-11-561-2004
https://noa.gwlb.de/receive/cop_mods_00034548
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00034502/npg-11-561-2004.pdf
https://npg.copernicus.org/articles/11/561/2004/npg-11-561-2004.pdf
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op_doi https://doi.org/10.5194/npg-11-561-2004
container_title Nonlinear Processes in Geophysics
container_volume 11
container_issue 5/6
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