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

International audience 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 coh...

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Main Authors: Grinsted, A., Moore, J. C., Jevrejeva, S.
Other Authors: Arctic Centre, Proudman Oceanographic Laboratory
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2004
Subjects:
Online Access:https://hal.science/hal-00302394
https://hal.science/hal-00302394/document
https://hal.science/hal-00302394/file/npg-11-561-2004.pdf
id ftinsu:oai:HAL:hal-00302394v1
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spelling ftinsu:oai:HAL:hal-00302394v1 2023-11-12T04:13:08+01:00 Application of the cross wavelet transform and wavelet coherence to geophysical time series Grinsted, A. Moore, J. C. Jevrejeva, S. Arctic Centre Proudman Oceanographic Laboratory 2004-11-18 https://hal.science/hal-00302394 https://hal.science/hal-00302394/document https://hal.science/hal-00302394/file/npg-11-561-2004.pdf en eng HAL CCSD European Geosciences Union (EGU) hal-00302394 https://hal.science/hal-00302394 https://hal.science/hal-00302394/document https://hal.science/hal-00302394/file/npg-11-561-2004.pdf info:eu-repo/semantics/OpenAccess ISSN: 1023-5809 EISSN: 1607-7946 Nonlinear Processes in Geophysics https://hal.science/hal-00302394 Nonlinear Processes in Geophysics, 2004, 11 (5/6), pp.561-566 [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 ftinsu 2023-10-25T16:26:36Z International audience 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 Institut national des sciences de l'Univers: HAL-INSU Arctic
institution Open Polar
collection Institut national des sciences de l'Univers: HAL-INSU
op_collection_id ftinsu
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
Grinsted, A.
Moore, J. C.
Jevrejeva, S.
Application of the cross wavelet transform and wavelet coherence to geophysical time series
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 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/).
author2 Arctic Centre
Proudman Oceanographic Laboratory
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 HAL CCSD
publishDate 2004
url https://hal.science/hal-00302394
https://hal.science/hal-00302394/document
https://hal.science/hal-00302394/file/npg-11-561-2004.pdf
geographic Arctic
geographic_facet Arctic
genre Arctic
Sea ice
genre_facet Arctic
Sea ice
op_source ISSN: 1023-5809
EISSN: 1607-7946
Nonlinear Processes in Geophysics
https://hal.science/hal-00302394
Nonlinear Processes in Geophysics, 2004, 11 (5/6), pp.561-566
op_relation hal-00302394
https://hal.science/hal-00302394
https://hal.science/hal-00302394/document
https://hal.science/hal-00302394/file/npg-11-561-2004.pdf
op_rights info:eu-repo/semantics/OpenAccess
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