Derivation of the reduced reaction mechanisms of ozone depletion events in the Arctic spring by using concentration sensitivity analysis and principal component analysis

The ozone depletion events (ODEs) in the springtime Arctic have been investigated since the 1980s. It is found that the depletion of ozone is highly associated with an auto-catalytic reaction cycle, which involves mostly the bromine-containing compounds. Moreover, bromide stored in various substrate...

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Published in:Atmospheric Chemistry and Physics
Main Authors: L. Cao, C. Wang, M. Mao, H. Grosshans, N. Cao
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2016
Subjects:
Online Access:https://doi.org/10.5194/acp-16-14853-2016
https://doaj.org/article/6a6dc0f34b344b6ba62723b07a5eb497
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spelling ftdoajarticles:oai:doaj.org/article:6a6dc0f34b344b6ba62723b07a5eb497 2023-05-15T14:56:39+02:00 Derivation of the reduced reaction mechanisms of ozone depletion events in the Arctic spring by using concentration sensitivity analysis and principal component analysis L. Cao C. Wang M. Mao H. Grosshans N. Cao 2016-12-01T00:00:00Z https://doi.org/10.5194/acp-16-14853-2016 https://doaj.org/article/6a6dc0f34b344b6ba62723b07a5eb497 EN eng Copernicus Publications https://www.atmos-chem-phys.net/16/14853/2016/acp-16-14853-2016.pdf https://doaj.org/toc/1680-7316 https://doaj.org/toc/1680-7324 doi:10.5194/acp-16-14853-2016 1680-7316 1680-7324 https://doaj.org/article/6a6dc0f34b344b6ba62723b07a5eb497 Atmospheric Chemistry and Physics, Vol 16, Pp 14853-14873 (2016) Physics QC1-999 Chemistry QD1-999 article 2016 ftdoajarticles https://doi.org/10.5194/acp-16-14853-2016 2022-12-31T03:27:11Z The ozone depletion events (ODEs) in the springtime Arctic have been investigated since the 1980s. It is found that the depletion of ozone is highly associated with an auto-catalytic reaction cycle, which involves mostly the bromine-containing compounds. Moreover, bromide stored in various substrates in the Arctic such as the underlying surface covered by ice and snow can be also activated by the absorbed HOBr. Subsequently, this leads to an explosive increase of the bromine amount in the troposphere, which is called the “bromine explosion mechanism”. In the present study, a reaction scheme representing the chemistry of ozone depletion and halogen release is processed with two different mechanism reduction approaches, namely, the concentration sensitivity analysis and the principal component analysis. In the concentration sensitivity analysis, the interdependence of the mixing ratios of ozone and principal bromine species on the rate of each reaction in the ODE mechanism is identified. Furthermore, the most influential reactions in different time periods of ODEs are also revealed. By removing 11 reactions with the maximum absolute values of sensitivities lower than 10 %, a reduced reaction mechanism of ODEs is derived. The onsets of each time period of ODEs in simulations using the original reaction mechanism and the reduced reaction mechanism are identical while the maximum deviation of the mixing ratio of principal bromine species between different mechanisms is found to be less than 1 %. By performing the principal component analysis on an array of the sensitivity matrices, the dependence of a particular species concentration on a combination of the reaction rates in the mechanism is revealed. Redundant reactions are indicated by principal components corresponding to small eigenvalues and insignificant elements in principal components with large eigenvalues. Through this investigation, aside from the 11 reactions identified as unimportant in the concentration sensitivity analysis, additionally nine reactions ... Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Atmospheric Chemistry and Physics 16 23 14853 14873
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Physics
QC1-999
Chemistry
QD1-999
spellingShingle Physics
QC1-999
Chemistry
QD1-999
L. Cao
C. Wang
M. Mao
H. Grosshans
N. Cao
Derivation of the reduced reaction mechanisms of ozone depletion events in the Arctic spring by using concentration sensitivity analysis and principal component analysis
topic_facet Physics
QC1-999
Chemistry
QD1-999
description The ozone depletion events (ODEs) in the springtime Arctic have been investigated since the 1980s. It is found that the depletion of ozone is highly associated with an auto-catalytic reaction cycle, which involves mostly the bromine-containing compounds. Moreover, bromide stored in various substrates in the Arctic such as the underlying surface covered by ice and snow can be also activated by the absorbed HOBr. Subsequently, this leads to an explosive increase of the bromine amount in the troposphere, which is called the “bromine explosion mechanism”. In the present study, a reaction scheme representing the chemistry of ozone depletion and halogen release is processed with two different mechanism reduction approaches, namely, the concentration sensitivity analysis and the principal component analysis. In the concentration sensitivity analysis, the interdependence of the mixing ratios of ozone and principal bromine species on the rate of each reaction in the ODE mechanism is identified. Furthermore, the most influential reactions in different time periods of ODEs are also revealed. By removing 11 reactions with the maximum absolute values of sensitivities lower than 10 %, a reduced reaction mechanism of ODEs is derived. The onsets of each time period of ODEs in simulations using the original reaction mechanism and the reduced reaction mechanism are identical while the maximum deviation of the mixing ratio of principal bromine species between different mechanisms is found to be less than 1 %. By performing the principal component analysis on an array of the sensitivity matrices, the dependence of a particular species concentration on a combination of the reaction rates in the mechanism is revealed. Redundant reactions are indicated by principal components corresponding to small eigenvalues and insignificant elements in principal components with large eigenvalues. Through this investigation, aside from the 11 reactions identified as unimportant in the concentration sensitivity analysis, additionally nine reactions ...
format Article in Journal/Newspaper
author L. Cao
C. Wang
M. Mao
H. Grosshans
N. Cao
author_facet L. Cao
C. Wang
M. Mao
H. Grosshans
N. Cao
author_sort L. Cao
title Derivation of the reduced reaction mechanisms of ozone depletion events in the Arctic spring by using concentration sensitivity analysis and principal component analysis
title_short Derivation of the reduced reaction mechanisms of ozone depletion events in the Arctic spring by using concentration sensitivity analysis and principal component analysis
title_full Derivation of the reduced reaction mechanisms of ozone depletion events in the Arctic spring by using concentration sensitivity analysis and principal component analysis
title_fullStr Derivation of the reduced reaction mechanisms of ozone depletion events in the Arctic spring by using concentration sensitivity analysis and principal component analysis
title_full_unstemmed Derivation of the reduced reaction mechanisms of ozone depletion events in the Arctic spring by using concentration sensitivity analysis and principal component analysis
title_sort derivation of the reduced reaction mechanisms of ozone depletion events in the arctic spring by using concentration sensitivity analysis and principal component analysis
publisher Copernicus Publications
publishDate 2016
url https://doi.org/10.5194/acp-16-14853-2016
https://doaj.org/article/6a6dc0f34b344b6ba62723b07a5eb497
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source Atmospheric Chemistry and Physics, Vol 16, Pp 14853-14873 (2016)
op_relation https://www.atmos-chem-phys.net/16/14853/2016/acp-16-14853-2016.pdf
https://doaj.org/toc/1680-7316
https://doaj.org/toc/1680-7324
doi:10.5194/acp-16-14853-2016
1680-7316
1680-7324
https://doaj.org/article/6a6dc0f34b344b6ba62723b07a5eb497
op_doi https://doi.org/10.5194/acp-16-14853-2016
container_title Atmospheric Chemistry and Physics
container_volume 16
container_issue 23
container_start_page 14853
op_container_end_page 14873
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