Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
The impact of long-lived cycle mesoscale eddies on air–sea CO2 flux in the South Atlantic: focus on the full life cycle of the eddy
Mesoscale eddies are prevalent in the global oceans and are known to influence oceanic and atmospheric conditions. This study aims to assess how the impact of mesoscale eddies on air–sea CO _2 fluxes varies throughout their lifecycle. We compared six machine learning models, including light gradient boosting machine, support vector machine, and XGBoost models, to construct an FCO _2 evaluation model. Among these, the XGBoost model performed the best, with model validation yielding the coefficient of determination ( R ^2 ) value of 0.9046 and a root mean square error of 1.4165 mmol m ^–2 d ^–1 , successfully assessing the air–sea CO _2 fluxes in the South Atlantic. Analysing eddies with a lifespan exceeding 300 d during the period from 1995 to 2020, we identified two distinct peaks in the influence of eddies on air–sea CO _2 fluxes during their life cycle: the first peak occurs approximately between the second and fifth deciles of the life cycle, during which the eddies have a broader impact range but weaker influence; the second peak emerges between the seventh and ninth deciles, exhibiting a narrower impact range but significantly stronger influence. These findings provide crucial quantitative evidence for understanding the marine carbon sequestration mechanism and reveal the complexity and dynamic nature of mesoscale eddies’ impact on air–sea CO _2 fluxes.
The impact of long-lived cycle mesoscale eddies on air–sea CO2 flux in the South Atlantic: focus on the full life cycle of the eddy
Mesoscale eddies are prevalent in the global oceans and are known to influence oceanic and atmospheric conditions. This study aims to assess how the impact of mesoscale eddies on air–sea CO _2 fluxes varies throughout their lifecycle. We compared six machine learning models, including light gradient boosting machine, support vector machine, and XGBoost models, to construct an FCO _2 evaluation model. Among these, the XGBoost model performed the best, with model validation yielding the coefficient of determination ( R ^2 ) value of 0.9046 and a root mean square error of 1.4165 mmol m ^–2 d ^–1 , successfully assessing the air–sea CO _2 fluxes in the South Atlantic. Analysing eddies with a lifespan exceeding 300 d during the period from 1995 to 2020, we identified two distinct peaks in the influence of eddies on air–sea CO _2 fluxes during their life cycle: the first peak occurs approximately between the second and fifth deciles of the life cycle, during which the eddies have a broader impact range but weaker influence; the second peak emerges between the seventh and ninth deciles, exhibiting a narrower impact range but significantly stronger influence. These findings provide crucial quantitative evidence for understanding the marine carbon sequestration mechanism and reveal the complexity and dynamic nature of mesoscale eddies’ impact on air–sea CO _2 fluxes.
The impact of long-lived cycle mesoscale eddies on air–sea CO2 flux in the South Atlantic: focus on the full life cycle of the eddy
Xiaoke Liu (Autor:in) / Huisheng Wu (Autor:in) / Yanguo Fan (Autor:in) / Yunlong Ji (Autor:in) / Wenliang Zhou (Autor:in) / Lejie Wang (Autor:in) / Long Cui (Autor:in)
2025
Aufsatz (Zeitschrift)
Elektronische Ressource
Unbekannt
Metadata by DOAJ is licensed under CC BY-SA 1.0
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