Relationship of South Atlantic Meridional Overturning Circulation and South Atlantic Monsoons
| Ano de defesa: | 2025 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | |
| Tipo de documento: | Dissertação |
| Tipo de acesso: | Acesso aberto |
| Idioma: | eng |
| Instituição de defesa: |
Biblioteca Digitais de Teses e Dissertações da USP
|
| Programa de Pós-Graduação: |
Não Informado pela instituição
|
| Departamento: |
Não Informado pela instituição
|
| País: |
Não Informado pela instituição
|
| Palavras-chave em Português: | |
| Link de acesso: | https://www.teses.usp.br/teses/disponiveis/21/21135/tde-11082025-153444/ |
Resumo: | The biosphere is given shape by changes on the atmosphere and the ocean what turns the understanding of climate changes extremely important to keep the life conditions for the ecosystems and the human being. The radiative budget happens when the solar radiation amount which enters on the atmosphere is balanced by the quantity that leaves and studies responsibles for to find out the mechanisms that keep are the base to prevent the climate change. The main mechanisms for distribution of the heat on the atmosphere and the ocean are the MOCs. The hypothesis to be tested by the present work is the relationship among the SAMOC and South Atlantic Monsoons is connected to the relationship between the ACC and the ITCZ. The present work aims to investigate how the oceanic and atmospheric circulations interfere with the Antarctic and ITCZ circulations. The work followed the steps: the models were validated with Taylor Diagram to avail the similarity between the model and the reality; FFT were realized for identification of the main scales that compose the data; EEOF to obtain the patterns of precipitation, wind, heat transport and salt transport of the models outputs; Homogeneous and heterogeneous correlation maps were calculated in a way to infer the agreement among the combination of the patterns of all the variables; Wavelet analysis to identify the variation of energy among the scales; nonlinear PCA by SOM to obtain the nonlinear interaction patterns of precipitation, wind, heat transport and salt transport of the models outputs; DecisionTree, RandomForest, DecisionStump and Adaboost and PCA for the evaluation of the decision of which interactions between variables are more relevant to the data. The Taylor Diagram showed 50%-70% of correlation for both models; FFT showed dominance of scales greater than 10 years of period; EEOF showed patterns that can indicate the migration of ITCZ southward on the MPI and northward on the MRI as highlights regions of the NBC, BMC, AC, SAC and SEC; Correlation Maps showed the contribution in terms of rotation of the wind and convergence and divergence of the heat and salt transport; Wavelets showed exchange of energy between 10, 15 and 20 year scale; SOM showed patterns on the regions of the ITCZ and ACC and monsoons regions; DecisionTree showed Vs vs pr and pr vs Us vs Uh vs u, RandomForest showed acuracy of time 30%-60% and space 14%, DecisionStump showed v vs pr, Vs vs pr and Us vs pr, and Adaboost showed acuracy of time 50% and space 30%-40%. There is a possibility but not definitive that the connection between the ITCZ and ACC relationship and the SAMOC and South Atlantic Monsoons relationship can be the SEC and SAC. |
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Relationship of South Atlantic Meridional Overturning Circulation and South Atlantic MonsoonsRelacionamento entre a Célula de Revolvimento Meridional do Atlântico Sul e as Monções do Atlântico SulAfrican MonsoonCélula de Revolvimento Meridional do Atlântico SulExtended Empirical Orthogonal FunctionFunção Ortogonal Empírica ExtendidaInteração Oceano-AtmosferaMapa de AutoorganizaçãoMonção AfricanaMonção da América do SulOcean-Atmosphere InteractionOndaletaSelf Organization MapSouth American MonsoonSouth Atlantic Meridional Overturning CirculationWaveletThe biosphere is given shape by changes on the atmosphere and the ocean what turns the understanding of climate changes extremely important to keep the life conditions for the ecosystems and the human being. The radiative budget happens when the solar radiation amount which enters on the atmosphere is balanced by the quantity that leaves and studies responsibles for to find out the mechanisms that keep are the base to prevent the climate change. The main mechanisms for distribution of the heat on the atmosphere and the ocean are the MOCs. The hypothesis to be tested by the present work is the relationship among the SAMOC and South Atlantic Monsoons is connected to the relationship between the ACC and the ITCZ. The present work aims to investigate how the oceanic and atmospheric circulations interfere with the Antarctic and ITCZ circulations. The work followed the steps: the models were validated with Taylor Diagram to avail the similarity between the model and the reality; FFT were realized for identification of the main scales that compose the data; EEOF to obtain the patterns of precipitation, wind, heat transport and salt transport of the models outputs; Homogeneous and heterogeneous correlation maps were calculated in a way to infer the agreement among the combination of the patterns of all the variables; Wavelet analysis to identify the variation of energy among the scales; nonlinear PCA by SOM to obtain the nonlinear interaction patterns of precipitation, wind, heat transport and salt transport of the models outputs; DecisionTree, RandomForest, DecisionStump and Adaboost and PCA for the evaluation of the decision of which interactions between variables are more relevant to the data. The Taylor Diagram showed 50%-70% of correlation for both models; FFT showed dominance of scales greater than 10 years of period; EEOF showed patterns that can indicate the migration of ITCZ southward on the MPI and northward on the MRI as highlights regions of the NBC, BMC, AC, SAC and SEC; Correlation Maps showed the contribution in terms of rotation of the wind and convergence and divergence of the heat and salt transport; Wavelets showed exchange of energy between 10, 15 and 20 year scale; SOM showed patterns on the regions of the ITCZ and ACC and monsoons regions; DecisionTree showed Vs vs pr and pr vs Us vs Uh vs u, RandomForest showed acuracy of time 30%-60% and space 14%, DecisionStump showed v vs pr, Vs vs pr and Us vs pr, and Adaboost showed acuracy of time 50% and space 30%-40%. There is a possibility but not definitive that the connection between the ITCZ and ACC relationship and the SAMOC and South Atlantic Monsoons relationship can be the SEC and SAC.A biosfera é moldada pelas alterações da atmosfera e do oceano o que torna o entendimento do funcionamento das mudança climáticas extremamente importante para manter as condições de vida para os ecossistemas e o ser humano. O balanço radiativo ocorre quando a quantidade radiação solar que entra na atmosfera é balanceada pela que sai e os estudos responsáveis por descobrir os mecanismos, que a mantêm são a base para prever as mudanças climáticas. Os principais mecanismos para distribuição de calor na atmosfera e no oceano são as MOCs. A hipótese a ser testada pelo presente trabalho é a de que o relacionamento entre a SAMOC e as Monções do Atlântico Sul é conectado com o relacionamento entre a ACC e a ITCZ. O presente estudo visa investigar como as circulações oceânicas e atmosféricas interferem com as circulações da ACC e da ITCZ. O trabalho seguiu as seguintes etapas: foi validado o modelo para avaliar a semelhança do modelo com a realidade com Diagrama de Taylor; foram realizadas FFT para identificação das principais escalas que compõe os dados e EEOF para obter os padrões de precipitação e vento, transporte de calor e transporte de sal das saídas do modelo; calculados mapas correlações homogênea e heterogênea de modo a inferir as concordâncias entre as combinação dos padrões de todas as variáveis; Análise de WL para identificar a variação de energia entre as escalas; PCA não linear por SOM para obter os padrões não lineares de interação de precipitação e vento, transporte de calor e transporte de sal das saídas do modelo; Árvore de decisão, Floresta Randômica, Tronco de decisão, Impulso Adaptativo e PCA para avaliação da decisão de quais interações são mais relevantes para os dados o Diagrama de Taylor mostrou 50%-70% de correlação para ambos os modelos; FFT mostrou dominância de escalas maiores de 10 anos de período; EEOF mostrou padrões que podem indicar a migração da ITCZ para sul para o MPI e para norte para o MRI assim como destacou as regiões da NBC, BMC, AC, SAC e SEC; Mapas de Correlação mostraram a contribuição em termos de rotacional por parte do vento e convergência e divergência por parte dos transportes de calor e sal; WL mostraram troca de energia entre as escalas de 10, 15 e 20 anos de período; SOM mostrou padrões de regiões da ITCZ e ACC e das regiões das monções; Árvore de decisão mostrou Vs vs pr and pr vs Us vs Uh vs u, Floresta Randômica mostrou acurácia de 30%-60% para o tempo e 14% para o espaço, Tronco de decisão mostrou v vs pr, Vs vs pr and Us vs pr e o Impulso Adaptativo mostrou acurácia de 50% para o tempo e de 30%-40% para o espaço. Existe a possibilidade, mas não definitiva de que a conexão entre o relacionamento entre a ITCZ e a ACC e o relacionamentio entre as Monções do Atlântico Sul e a SAMOC pode ser a SEC e a SAC.Biblioteca Digitais de Teses e Dissertações da USPHarari, JosephJúnior, Luiz Carlos da Silva Netto2025-04-09info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttps://www.teses.usp.br/teses/disponiveis/21/21135/tde-11082025-153444/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPReter o conteúdo por motivos de patente, publicação e/ou direitos autoriais.info:eu-repo/semantics/openAccesseng2025-08-21T13:49:03Zoai:teses.usp.br:tde-11082025-153444Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212025-08-21T13:49:03Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false |
| dc.title.none.fl_str_mv |
Relationship of South Atlantic Meridional Overturning Circulation and South Atlantic Monsoons Relacionamento entre a Célula de Revolvimento Meridional do Atlântico Sul e as Monções do Atlântico Sul |
| title |
Relationship of South Atlantic Meridional Overturning Circulation and South Atlantic Monsoons |
| spellingShingle |
Relationship of South Atlantic Meridional Overturning Circulation and South Atlantic Monsoons Júnior, Luiz Carlos da Silva Netto African Monsoon Célula de Revolvimento Meridional do Atlântico Sul Extended Empirical Orthogonal Function Função Ortogonal Empírica Extendida Interação Oceano-Atmosfera Mapa de Autoorganização Monção Africana Monção da América do Sul Ocean-Atmosphere Interaction Ondaleta Self Organization Map South American Monsoon South Atlantic Meridional Overturning Circulation Wavelet |
| title_short |
Relationship of South Atlantic Meridional Overturning Circulation and South Atlantic Monsoons |
| title_full |
Relationship of South Atlantic Meridional Overturning Circulation and South Atlantic Monsoons |
| title_fullStr |
Relationship of South Atlantic Meridional Overturning Circulation and South Atlantic Monsoons |
| title_full_unstemmed |
Relationship of South Atlantic Meridional Overturning Circulation and South Atlantic Monsoons |
| title_sort |
Relationship of South Atlantic Meridional Overturning Circulation and South Atlantic Monsoons |
| author |
Júnior, Luiz Carlos da Silva Netto |
| author_facet |
Júnior, Luiz Carlos da Silva Netto |
| author_role |
author |
| dc.contributor.none.fl_str_mv |
Harari, Joseph |
| dc.contributor.author.fl_str_mv |
Júnior, Luiz Carlos da Silva Netto |
| dc.subject.por.fl_str_mv |
African Monsoon Célula de Revolvimento Meridional do Atlântico Sul Extended Empirical Orthogonal Function Função Ortogonal Empírica Extendida Interação Oceano-Atmosfera Mapa de Autoorganização Monção Africana Monção da América do Sul Ocean-Atmosphere Interaction Ondaleta Self Organization Map South American Monsoon South Atlantic Meridional Overturning Circulation Wavelet |
| topic |
African Monsoon Célula de Revolvimento Meridional do Atlântico Sul Extended Empirical Orthogonal Function Função Ortogonal Empírica Extendida Interação Oceano-Atmosfera Mapa de Autoorganização Monção Africana Monção da América do Sul Ocean-Atmosphere Interaction Ondaleta Self Organization Map South American Monsoon South Atlantic Meridional Overturning Circulation Wavelet |
| description |
The biosphere is given shape by changes on the atmosphere and the ocean what turns the understanding of climate changes extremely important to keep the life conditions for the ecosystems and the human being. The radiative budget happens when the solar radiation amount which enters on the atmosphere is balanced by the quantity that leaves and studies responsibles for to find out the mechanisms that keep are the base to prevent the climate change. The main mechanisms for distribution of the heat on the atmosphere and the ocean are the MOCs. The hypothesis to be tested by the present work is the relationship among the SAMOC and South Atlantic Monsoons is connected to the relationship between the ACC and the ITCZ. The present work aims to investigate how the oceanic and atmospheric circulations interfere with the Antarctic and ITCZ circulations. The work followed the steps: the models were validated with Taylor Diagram to avail the similarity between the model and the reality; FFT were realized for identification of the main scales that compose the data; EEOF to obtain the patterns of precipitation, wind, heat transport and salt transport of the models outputs; Homogeneous and heterogeneous correlation maps were calculated in a way to infer the agreement among the combination of the patterns of all the variables; Wavelet analysis to identify the variation of energy among the scales; nonlinear PCA by SOM to obtain the nonlinear interaction patterns of precipitation, wind, heat transport and salt transport of the models outputs; DecisionTree, RandomForest, DecisionStump and Adaboost and PCA for the evaluation of the decision of which interactions between variables are more relevant to the data. The Taylor Diagram showed 50%-70% of correlation for both models; FFT showed dominance of scales greater than 10 years of period; EEOF showed patterns that can indicate the migration of ITCZ southward on the MPI and northward on the MRI as highlights regions of the NBC, BMC, AC, SAC and SEC; Correlation Maps showed the contribution in terms of rotation of the wind and convergence and divergence of the heat and salt transport; Wavelets showed exchange of energy between 10, 15 and 20 year scale; SOM showed patterns on the regions of the ITCZ and ACC and monsoons regions; DecisionTree showed Vs vs pr and pr vs Us vs Uh vs u, RandomForest showed acuracy of time 30%-60% and space 14%, DecisionStump showed v vs pr, Vs vs pr and Us vs pr, and Adaboost showed acuracy of time 50% and space 30%-40%. There is a possibility but not definitive that the connection between the ITCZ and ACC relationship and the SAMOC and South Atlantic Monsoons relationship can be the SEC and SAC. |
| publishDate |
2025 |
| dc.date.none.fl_str_mv |
2025-04-09 |
| dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/masterThesis |
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masterThesis |
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publishedVersion |
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https://www.teses.usp.br/teses/disponiveis/21/21135/tde-11082025-153444/ |
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https://www.teses.usp.br/teses/disponiveis/21/21135/tde-11082025-153444/ |
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eng |
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eng |
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Reter o conteúdo por motivos de patente, publicação e/ou direitos autoriais. info:eu-repo/semantics/openAccess |
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Reter o conteúdo por motivos de patente, publicação e/ou direitos autoriais. |
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openAccess |
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Biblioteca Digitais de Teses e Dissertações da USP |
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Biblioteca Digitais de Teses e Dissertações da USP |
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reponame:Biblioteca Digital de Teses e Dissertações da USP instname:Universidade de São Paulo (USP) instacron:USP |
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Universidade de São Paulo (USP) |
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USP |
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Biblioteca Digital de Teses e Dissertações da USP |
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Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP) |
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