Résumé : Au-delà de tous débats scientifiques actuels, un constat unanime est certainement la réduction du couvert de glace dans l’océan Arctique, associé au réchauffement planétaire. La réduction du couvert de glace aura sans doute des impacts encore imprévisibles sur le milieu marin. Nous avons, dans ce contexte, traité des données satellitaires et des données de mesures de réalité de terrain de campagnes océanographiques dans la portion sud-est de la mer de Beaufort afin d’étudier les variabilités spatiale et temporelle de la biomasse phytoplanctonique et tenter de les relier aux processus physiques existants dans ce milieu. La mer de Beaufort étant fortement influencée par les eaux douces du fleuve Mackenzie, il était probable que les algorithmes de couleur de l’eau opérationnels actuels ne permettaient pas une estimation juste de la concentration de la chlorophylle-a (chl-a) et, par conséquent, de la production primaire qui est à la base de la chaîne alimentaire marine. L’analyse des données bio-optiques a confirmé cette hypothèse montrant une surestimation de la chl-a in situ par un facteur variant entre 3 et 5. La forte contribution de la matière organique colorée dissoute et des particules non-algales à l’absorption de la lumière apparaît comme la source principale de cette surestimation. Nous avons donc proposé des algorithmes adaptés ainsi que de nouveaux algorithmes utilisant deux rapports de bandes spectrales permettant une estimation plus précise de la chl-a dans le sud-est de la mer de Beaufort. Une comparaison entre des données de réalité de terrain et des images satellitaires a aussi montré que la réflectance normalisée à la surface de l’eau, de même que le rapport bleu-vert, étaient plus précis à l’aide des données du capteur SeaWiFS que de celles des capteurs MODIS et MERIS. Nous avons procédé à une analyse des patrons de chl-a et de température de surface pour cinq sous-régions géographiques dans la mer de Beaufort à l’aide de sept années de données satellitaires SeaWiFS et AVHRR (1998-2004). Les résultats ont montré que les variabilités spatiale, temporelle et interannuelle de la biomasse phytoplanctonique sont régies par plusieurs facteurs environnementaux affectant la stratification de la colonne d’eau, soit le forçage du vent, la dynamique de la glace, la température de l’air, l’ensoleillement et les courants marins. Une approche statistique basée sur le concept de provinces non statiques a permis de partitionner la mer de Beaufort en quatre provinces biophysiques distinctes, apportant un nouvel éclairage sur les propriétés biophysiques de cette mer. L'analyse des données a aussi permis de détecter une tendance à l'augmentation de la chl-a dans deux secteurs de la mer de Beaufort : le plateau du Mackenzie et la partie sud du golfe d'Amundsen. Finalement, une analyse de gradients spatiaux, effectuée à partir d’images de température de surface de l’eau a permis de détecter des fronts thermiques récurrents. Ces structures spatiales jouent un rôle majeur dans l’écosystème marin, en particulier en raison de leur impact sur le développement de la biomasse phytoplanctonique. Nous avons mis en évidence des nouvelles structures frontales sur le plateau du Mackenzie et dans la région de la polynie du cap Bathurst. Les nouveaux fronts détectés sont principalement reliés à des particularités bathymétriques de la région, à la présence du panache du fleuve Mackenzie ainsi qu’à la gyre de Beaufort. En conclusion, la réalisation de cette étude a permis de générer de nouvelles informations sur les interactions entre les processus physiques et biologiques, permettant ainsi de mieux appréhender les conséquences biogéochimiques et écologiques résultant des modifications climatiques dans la mer de Beaufort. // Abstract : The Arctic Ocean ecosystem is experiencing significant changes such as a drastic reduction in seasonal sea-ice cover linked to global warming. These changes are likely to modify the physics, biogeochemistry and ecology of this unique environment in ways that are yet to be understood. In this context, we processed satellite data and in situ measurements in the southeastern Beaufort Sea to explore the spatial and temporal variability of phytoplankton biomass and link it to existing physical processes in this region. The optical properties of the Beaufort Sea being under the influence of the Mackenzie River plume, it was likely that operational ocean color algorithms did not allow an accurate estimate of chlorophyll-a concentration (Chl-a) that is a key indicator of phytoplankton biomass and marine productivity. Analysis of bio-optical data confirmed this hypothesis showing an overestimation of Chl-a in situ by a factor of three to five. High contribution of colored dissolved organic matter and non algal particles to the blue light absorption appears as the source of that poor performance. We propose regionally adapted and new algorithms using ratio of two spectral bands allowing better accuracy estimation of Chl-a in the southeastern Beaufort Sea. A match-up analysis of coincident in situ data and satellite overpass showed that the normalized water-leaving reflectance and the blue-to-green ratio retrieval were more accurate for SeaWiFS data than for MODIS and MERIS data. We investigated temporal and spatial linkages between physical and biological parameters to infer the boundaries of biophysical areas in the Canadian Beaufort Sea. Monthly sea surface temperature (AVHRR) data and chlorophyll a data from SeaWiFS were collected over seven years in five geographical sub-regions in the Beaufort Sea (1998-2004). Results showed that the spatial, temporal and inter-annual variability of phytoplankton biomass are driven by several environmental factors affecting the stratification of the water column : wind forcing, ice dynamics, air temperature, irradiance and currents. A cluster analysis based on the concept of non-static provinces was used to define four biophysical provinces in this sea. Positive temporal trends were detected for Chl-a over two regions of the Beaufort Sea : the Mackenzie Shelf and the southern portion of Amundsen Gulf. Finally, an analysis of spatial gradients, using 11 years of sea surface temperature images, allowed the detection of recurrent thermal fronts. These spatial structures play a major role in the marine ecosystem, particularly because of their impact on the development of phytoplankton biomass. We highlighted new frontal structures on the Mackenzie Shelf and in the Cape Bathurst polynya area. These identified new fronts are mainly related to bathymetric features of the region, the presence of the Mackenzie River plume and the Beaufort Gyre. In conclusion, this study has generated new information on the interactions between physical and biological processes to better understand the biogeochemical and ecological consequences of climate change in the Beaufort Sea.

In metallurgy it is important to know a cooling efficiency of a product as well as cooling efficiency of working rolls to maximize the quality of the product and to achieve the long life of working rolls. It is possible to examine this cooling efficiency by heat transfer coefficients and surface temperatures. The surface temperature is hardly measured during the cooling. It is better to compute it together with heat transfer coefficient by inverse heat conduction problem. The computation is not easy and it uses estimated values which are verified by direct heat conduction problem. The time-consuming of this task can be several days or weeks, depends on the complexity of the model. Thus there are tendencies to shorten the computational time. This doctoral thesis considers the possible way of the computing time shortening of inverse heat conduction problem, which is the parallelization of this task and its transfer to a graphic card. It has greater computing power than the central processing unit (CPU). One computer can have more compute devices. That is why the computing time on different types of devices is compared in this thesis. Next this thesis deals with obtaining of surface temperatures for the computation by infrared line scanner and using of inverse heat conduction problem for the computing of the surface temperature and heat transfer coefficient during passing of a test sample under cooling section and cooling by high pressure nozzles.

L’objectif de cette thèse est d’étudier les caractéristiques physiques et biogéochimiques de l’habitat épipélagique (0-200 m), ses variabilités spatio-temporelles et les processus qui les gouvernent dans le Golfe de Tadjourah (Djibouti). L’analyse spectrale singulière (SSA) et la fonction empirique orthogonale (EOF) sont appliquées à deux jeux des données satellitales dérivées du radiomètre AVHRR_MetopA et des capteurs de la couleur de l’océan (Modis et Meris). Cette analyse statistique montre que les variabilités de la température de la surface de la mer (SST) et de la concentration de la chlorophylle a (CHLa) sont essentiellement expliquées par les cycles annuels et semi-annuels. Le cycle annuel de la SST montre l’alternance des eaux chaudes d’avril à octobre et des eaux froides de novembre à mars. Le cycle semi-annuel indique une légère baisse de la SST entre juillet et aout, particulièrement à l’ouest du golfe. Pour la CHLa, la variabilité est entièrement représentée par le cycle annuel. Celui-ci indique l’enrichissement des eaux du large avec un fort gradient côte-large de juillet à novembre et une tendance inverse de décembre à juin. En outre, l’analyse spectrale singulière multi-canal (M-SSA) et la fonction de corrélation croisée avec fenêtre de 120 jours, appliquées à l’ensemble des paramètres océanique (SST et CHLa) et atmosphériques (Vent, Température et humidité spécifique de l’air) révèlent que le cycle annuel de la SST est relié aux flux de chaleur à l’interface air-mer. En revanche, le refroidissement des eaux durant juillet-aout associé au pic de la CHLa, a été attribué au phénomène d’upwelling. Dans la seconde partie, afin d’élucider l’influence océanique sur la SST et la CHLa, les structures thermohalines and biogéochemiques de la couche supérieure (0-200 m) sont étudiées à l’aide des données collectées durant juillet-aout 2013, septembre 2013 et Février 2014. Les résultats montrent qu’en juillet-aout, la couche superficielle se composait d’une couche de mélange (CM) s’étendant sur environ 20-30 m de profondeur, suivie d’une thermocline localisée entre 30 and 50 m. La CM était réduite à l’ouest et au sud-est du golfe où le gradient thermique et la CHLa étaient plus élevées proche de la surface. En septembre, cette stratification persistait mais la CM était plus chaude et salée. En Février, la CM s’étendait sur environ 120 m de profondeur et la thermocline était moins prononcée. La comparaison des courants mesurés avec les courants de dérive d’ekman et les courants géostrophiques ont révélé que les structures thermohalines et biogéochimiques sont influencées par les vents de moussons du Sud-Ouest (MSO) et du Nord-Est (MNE). Les MSO qui soufflent de juin à aout, déplacent les eaux de surface du Golfe de Tadjourah vers le Golfe d’Aden et induisent la remontée des eaux profondes à l’ouest et l’intrusion par le nord-est des eaux salée de la thermocline. Celle-ci se rapproche de la surface particulièrement à l’ouest où elle se mélange avec les eaux de surface. En revanche, les vents de moussons du nord-est (MNE) prédominants de novembre à mai, emmènent les eaux froides vers le Golfe de Tadjourah. Le mélange convectif profond épaissit la CM. Cette thèse montre que les vents de moussons et leur renverse saisonnière jouent un rôle crucial dans la stratification de la colonne d’eau et que la topographie du bassin influence et module leurs effets. Durant l’été, la forme en cuvette du bassin et la pente continentale plus allongée à l’ouest favorise l’upwelling à l’ouest du golfe où les anomalies de la SST et de fortes concentrations de la CHLa ont été observées. / The objective of this thesis is to study the physical and biogeochemical characteristics of the pelagic habitat (0-200m), its spatio-temporal variability and the processes that govern them in the Gulf of Tadjourah (Djibouti).Singular spectrum analysis (SSA) and empirical orthogonal function (EOF) were applied to two data sets derived from AVHRR_MetopA radiometry and sea colour sensors (Modis and Meris). These statistical analysis shows that the variability of sea surface temperature (SST) and chlorophyll a concentration (CHLa) are mainly explained by annual and semi-annual cycles. The annual cycle of SST consists of an alternation between warmer (April to October) and cooler (November to March) surface water. The semi-annual cycle shows a slight drop of SST between July and August, particularly in the west of the gulf. For the CHLa, the variability is fully dominated by the annual cycle indicating summer enrichment of seashore water (July-November) with a strong seaward gradient which is reversed from October to May. Multichannel spectrum analysis (M-SSA) and cross correlation function analysis applied to the oceanic (SST, CHL-a) and atmospheric parameters (wind speed, air temperature and humidity) showed that the annual cycle of SST is connected to heat flux at the air-sea interface, while the summer drop of SST and its associated CHL-a increase were attributed to upwelling. In the second part, in order to elucidate this oceanic influence on SST and CHL-a, the vertical thermohaline and biogeochemical structures of the upper layer (0-200 m) were studied using high-resolution hydrographic data collected in July-August 2013, September 2013 and February 2014. During summer, the superficial layer consisted of the mixed layer (ML) extending to a depth of about 20-30 m, followed by the thermocline located between 30 and 50 m depth. The ML was thicker in the west and the southeast where the thermal gradient and chlorophyll a concentrations were particularly high. During September, this stratification persisted but the ML became warmer and saltier and the thermocline moved slightly deeper. In February, the ML extended to about 120 m, and the thermocline was less pronounced. A comparison of the directly measured currents to the wind induced Ekman currents and to geostrophic current profiles revealed that the thermohaline and the biogeochemical features were related to the southeast and northeast monsoon winds (SWM & NEM). Between June and August, the SWM drives surface water from the Gulf of Tadjourah to the Gulf of Aden and thus induces the westward intrusion of high salinity thermocline water from the Gulf of Aden. This near surface flow mixes surface waters in the extreme west of the Gulf of Tadjourah. In contrast, the NEM which blow from September to May, bring cold water toward the Gulf of Tadjourah and thickens the ML through convective mixing. Our thesis shows that the monsoon winds and their seasonal reversal play a crucial role in the stratification of the water column, but that their effects are additionally influenced by basin topography. During summer the bowl-shape of the basin and its elongated slope in the west enhance the upwelling in this area where negative sea surface temperature anomalies and high chlorophyll a concentrations were observed.

La température des surfaces continentales (LST) est une variable météorologiquetrès importante car elle permet l’accès aux bilans d’énergie et d’eau ducontinuum Biosphère-Atmosphère. Sa haute variabilité spatio-temporelle nécessite desmesures à haute résolution spatiale (HRS) et temporelle (HRT) pour suivre au mieuxles états hydriques du sol et des végétations.La télédétection infrarouge thermique (IRT) permet d’estimer la LST à différentesrésolutions spatio-temporelles. Toutefois, les mesures les plus fréquentes sont souventà basse résolution spatiale (BRS). Il faut donc développer des méthodes pour estimerla LST à HRS à partir des mesures IRT à BRS/HRT. Cette solution est connue sous lenom de désagrégation et fait l’objet de cette thèse.Ainsi, une nouvelle approche de désagrégation basée sur l’assimilation de données(AD) est proposée. Il s’agit de contraindre la dynamique des LSTs HRS/HRT simuléespar un modèle en minimisant l’écart entre les LST agrégées et les données IRT àBRS/HRT, sous l’hypothèse d’homogénéité de la LST par type d’occupation des sols àl’échelle du pixel BRS. La méthode d’AD choisie est un lisseur particulaire qui a étéimplémenté dans le modèle de surface SETHYS (Suivi de l’Etat Hydrique du Sol).L’approche a été évaluée dans une première étape sur des données synthétiques etvalidée ensuite sur des données réelles de télédétection sur une petite région au Sud-Est de la France. Des séries de températures Météosat à 5 km de résolution spatialeont été désagrégées à 90m et validées sur une journée à l’aide de données ASTER.Les résultats encourageants nous ont conduit à élargir la région d’étude et la périoded’assimilation à sept mois. La désagrégation des produits Météosat a été validée quantitativementà 1km à l’aide de données MODIS et qualitativement à 30m à l’aide dedonnées Landsat7. Les résultats montrent de bonnes performances avec des erreursinférieures à 2.5K sur les températures désagrégées à 1km. / Land surface temperature (LST) is one of the most important meteorologicalvariables giving access to water and energy budgets governing the Biosphere-Atmosphere continuum. To better monitor vegetation and energy states, we need hightemporal and spatial resolution measures of LST because its high variability in spaceand time.Despite the growing availability of Thermal Infra-Red (TIR) remote sensing LSTproducts, at different spatial and temporal resolutions, both high spatial resolution(HSR) and high temporal resolution (HTR) TIR data is still not possible because ofsatellite resolutions trade-off : the most frequent LST products being low spatial resolution(LSR) ones.It is therefore necessary to develop methods to estimate HSR/HTR LST from availableTIR LSR/HTR ones. This solution is known as "downscaling" and the presentthesis proposes a new approach for downscaling LST based on Data Assimilation (DA)methods. The basic idea is to constrain HSR/HTR LST dynamics, simulated by a dynamicalmodel, through the minimization of their respective aggregated LSTs discrepancytoward LSR observations, assuming that LST is homogeneous at the land cover typescale inside the LSR pixel.Our method uses a particle smoother DA method implemented in a land surfacemodel : SETHYS model (Suivie de l’Etat Hydrique de Sol). The proposed approach hasbeen firstly evaluated in a synthetic framework then validated using actual TIR LSTover a small area in South-East of France. Meteosat LST time series were downscaledfrom 5km to 90m and validated with ASTER HSR LST over one day. The encouragingresults conducted us to expand the study area and consider a larger assimilation periodof seven months. The downscaled Meteosat LSTs were quantitatively validated at1km of spatial resolution (SR) with MODIS data and qualitatively at 30m of SR withLandsat7 data. The results demonstrated good performances with downscaling errorsless than 2.5K at MODIS scale (1km of SR).

A Confluência Brasil-Malvinas (CBM) é formada pelo encontro da Corrente do Brasil (CB) com a Corrente das Malvinas (CM) no Atlântico Sul. Esta é uma das áreas mais energéticas do oceano global e é demarcada por um intenso gradiente meridional de temperatura. Imagens de satélites e observações in situ mostram a presença de meandros e vórtices, tanto ciclônicos como anticiclônicos, na região da CBM. Com o conhecimento de campos de anomalia da altura da superfície do mar (AASM) e campos de temperatura da superfície do mar (TSM) para a região da Frente Brasil-Malvinas (FBM) é possível se estimar a variação da energia associada às ondas de Rossby anuais e bianuais existentes em seu entorno e detectar a posição da frente termal existente nesta região. Nesse contexto, foi realizado o estudo do deslocamento meridional da FBM numa escala de tempo interanual, da variação do espectro de ondas de Rossby na CBM e da variabilidade associada ao campo médio de velocidades geostróficas absolutas. A comparação do espectro de ondas de Rossby na CBM para o período de 2001-2008 apresentou aumento da energia associada aos períodos anual e bianual em relação aos valores obtidos da análise do período de 1993-2000. Essa alteração do espectro não teve relação com a alteração média da frente termal detectada porém, houve aumento significativo da variabilidade meridional da posição da frente média, possivelmente devido a um aumento do fluxo da CB. Maior variabilidade também foi observada nos mapas de velocidade geostrófica para o mesmo período de 2001-2008. Estes mapas exibiram ainda um possível posicionamento mais austral da CB, corroborando o aumento da variabilidade oriundo da maior instabilidade gerada por ondas planetárias na região da CBM. / The Brazil-Malvinas Confluence (BMC) is formed by the encounter of the Brazil Current (BC) with the Malvinas Current (MC) at the South Atlantic ocean. This is one of the most energetic regions of the world oceans and it is characterized by intense meridional sea surface temperature gradients. Satellite data and in situ observations often reveal the presence of cyclonic and anticyclonic meanders and vortices at the BMC region. The sea surface height anomaly (SSHA) and the sea surface temperature (SST) fields of the Brazil-Malvinas Frontal (BMF) region can be used to determine the energy variations associated with the annual and bi-annual Rossby waves that occur at its surroundings and to detect the position of the thermal front. Our study involved the determination of the BMF meridional displacement on an interannual scale, the spectral variations of the Rossby wave field at the BMC region, and the variability associated to the mean absolute geostrophic velocities. The Rossby wave spectra at the BMC for 2001-2008 show an increase of the energy associated with both the annual and bi--annual periods relative to the 1993-2000 interval. These spectral changes are not directly related to the mean changes in the thermal front region, however we detected a significant meridional variability of the mean position of the front most probably due to an increase in the BC flux. Large variations were also observed in the geostrophic velocity field for the 2001-2008 period. These maps exhibited a farther south location of the BC. This corroborates the variability increase due to a greater instability introduced by the planetary waves at the BMC region.

L'objectif de cette thèse est la modélisation du rayonnement thermique directionnel des surfaces et de la correction angulaire sur la LST par des méthodes empiriques et physiques ainsi que l'analyse de validation sur le terrain. L'émissivité directionnelle des surfaces naturelles a été obtenue à partir du produit émissivité MODIS et est ensuite utilisée dans l'algorithme de split-window de correction angulaire sur la LST. Les modèles de paramétrage de l'émissivité directionnelle et du rayonnement thermique ont été développés. En ce qui concerne les pixels non iso-thermiques, la méthode de jour-TISI a été proposée pour obtenir l'émissivité directionnelle et la température effective à partir de données multi-angulaires infrarouges médian et thermique. Cela a été validé à l'aide de données aéroportée. Le modèle de noyaux Kernel BRDF a été vérifié dans le domaine de l'infrarouge thermique et son extension a servi à la normalisation angulaire de la LST. Un nouveau modèle, FovMod, qui concerne l'empreinte du capteur au sol, a été développé pour simuler la température de brillance directionnelle de couvert végétal en rang. Basé sur le résultat de la simulation de FovMod, une empreinte optimale pour la validation de champ de vue a été obtenue. Cette thèse a étudié systématiquement le rayonnement thermique directionnel et les corrections angulaires sur la température de surface et ses résultats amélioreront la précision sur la température et émissivité à partir de données de télédétection. Ils fourniront également des indices pour la conception de capteurs infrarouges thermiques multi-angulaires aéro/spatio portés et également pour la mesure au sol des paramètres de surface. / The aim of this thesis is the modeling of surface directional thermal radiation and angular correction on the LST by using empirical and physical methods as well as the analysis of field validation. The work has conducted to some conclusions. The directional emissivity of natural surfaces was obtained from MODIS emissivity product and then used in the split-window algorithm for angular correction on LST. The parameterization models of directional emissivity and thermal radiation were developed. As for the non-isothermal pixels, the daytime-TISI method was proposed to retrieve directional emissivity and effective temperature from multi-angular middle and thermal infrared data. This was validated using an airborne dataset. The kernel-driven BRDF model was checked in the thermal infrared domain and its extension was used to make angular normalization on the LST. A new model, namely FovMod that concerns on the footprint of ground sensor, was developed to simulate directional brightness temperature of row crop canopy. Based on simulation result of the FovMod, an optimal footprintfor field validation of LST was obtained. This thesis has systematically investigated the topic of directional thermal radiation and angular correction on surface temperature and its findings will improve the retrieval accuracy of temperature and emissivity from remotely sensed data and will also provide suggestion for the future design of airborne or spaceborne multi-angular thermal infrared sensors and also for the ground measurement of surface parameters.

A Confluência Brasil-Malvinas (CBM) é formada pelo encontro da Corrente do Brasil (CB) com a Corrente das Malvinas (CM) no Atlântico Sul. Esta é uma das áreas mais energéticas do oceano global e é demarcada por um intenso gradiente meridional de temperatura. Imagens de satélites e observações in situ mostram a presença de meandros e vórtices, tanto ciclônicos como anticiclônicos, na região da CBM. Com o conhecimento de campos de anomalia da altura da superfície do mar (AASM) e campos de temperatura da superfície do mar (TSM) para a região da Frente Brasil-Malvinas (FBM) é possível se estimar a variação da energia associada às ondas de Rossby anuais e bianuais existentes em seu entorno e detectar a posição da frente termal existente nesta região. Nesse contexto, foi realizado o estudo do deslocamento meridional da FBM numa escala de tempo interanual, da variação do espectro de ondas de Rossby na CBM e da variabilidade associada ao campo médio de velocidades geostróficas absolutas. A comparação do espectro de ondas de Rossby na CBM para o período de 2001-2008 apresentou aumento da energia associada aos períodos anual e bianual em relação aos valores obtidos da análise do período de 1993-2000. Essa alteração do espectro não teve relação com a alteração média da frente termal detectada porém, houve aumento significativo da variabilidade meridional da posição da frente média, possivelmente devido a um aumento do fluxo da CB. Maior variabilidade também foi observada nos mapas de velocidade geostrófica para o mesmo período de 2001-2008. Estes mapas exibiram ainda um possível posicionamento mais austral da CB, corroborando o aumento da variabilidade oriundo da maior instabilidade gerada por ondas planetárias na região da CBM. / The Brazil-Malvinas Confluence (BMC) is formed by the encounter of the Brazil Current (BC) with the Malvinas Current (MC) at the South Atlantic ocean. This is one of the most energetic regions of the world oceans and it is characterized by intense meridional sea surface temperature gradients. Satellite data and in situ observations often reveal the presence of cyclonic and anticyclonic meanders and vortices at the BMC region. The sea surface height anomaly (SSHA) and the sea surface temperature (SST) fields of the Brazil-Malvinas Frontal (BMF) region can be used to determine the energy variations associated with the annual and bi-annual Rossby waves that occur at its surroundings and to detect the position of the thermal front. Our study involved the determination of the BMF meridional displacement on an interannual scale, the spectral variations of the Rossby wave field at the BMC region, and the variability associated to the mean absolute geostrophic velocities. The Rossby wave spectra at the BMC for 2001-2008 show an increase of the energy associated with both the annual and bi--annual periods relative to the 1993-2000 interval. These spectral changes are not directly related to the mean changes in the thermal front region, however we detected a significant meridional variability of the mean position of the front most probably due to an increase in the BC flux. Large variations were also observed in the geostrophic velocity field for the 2001-2008 period. These maps exhibited a farther south location of the BC. This corroborates the variability increase due to a greater instability introduced by the planetary waves at the BMC region.

Análises sedimentológicas e geoquímicas realizadas no registro sedimentar GeoB 16204-2 (01°9.75\'S, 42°20.30\'O, 1210 m de profundidade) permitiram reconhecer três períodos com diferentes configurações paleoceanográficas e paleoclimáticas ao longo dos últimos 8100 anos para margem equatorial brasileira. O primeiro período (8100 - 5000 anos cal A.P.) foi caracterizado por condições hidrodinâmicas mais intensas, menor influência marinha e maior aporte continental, constatados por menores valores de sortable silt, maior porcentagem da fração areia, menores conteúdos de CaCO3 e maiores valores das razões de Ti/Ca e Fe/Ca. O segundo período (5000 - 2500 anos cal A.P.) apresentou maiores flutuações na intensidade das correntes de fundo e diminuição do aporte continental indicados por variações do sortable silt, moda não definida na distribuição dos tamanhos das partículas (PSD) e tendência decrescente das razões Ti/Ca e Fe/Ca. O terceiro período (2500 anos cal A.P. - presente), prevaleceram condições hidrodinâmicas menos intensas e menor aporte continental sinalizados por moda do PSD próximo a 7 Φ e menores valores das razões Fe/Ca e Ti/Ca. Ao longo dos 8100 anos ocorreu uma desintensificação da corrente de fundo, provavelmente associado a um enfraquecimento da célula de revolvimento meridional do Atlântico (AMOC) e também à migração em direção sul da Zona de Convergência Intertropical (ZCIT). A migração da ZCIT além de influenciar as correntes oceânicas também contribuiu para mudanças das configurações atmosféricas favorecendo condições mais secas na região de estudo durante o Holoceno Tardio. Estimativas de temperatura e salinidade da superfície do mar revelam pouca variação nos últimos 5.000 anos, com valores próximos aos da média climatológicos atuais, 26,4°C e 36,5. / Sedimentological and geochemical analyzes on sedimentary record GeoB 16204-2 (01°9.75 \'S, 42°20:30\'W, 1210 m depth) allowed to recognize three periods with different paleoceanographic settings and paleoclimatic over the last 8100 years for the Brazilian equatorial margin . The first period (8100 - 5000 cal yr BP) was characterized by more intense hydrodynamic conditions, lower marine influence and greater continental contribution, evidenced by lower values of sortable silt, higher percentage of sand fraction, lower CaCO3 content and higher values of the Ti / Ca and Fe / Ca ratios. The second period (5000 - 2500 cal yr BP) showed greater fluctuations in the intensity of bottom currents and decreased continental contribution indicated by variations of sortable silt, poorly defined mode in the particle size distribution (PSD) and decrease trend of the Ti / Ca and Fe / Ca ratios. The third period (2500 cal yr BP - present), was dominated by less intense hydrodynamic conditions and less continental contribution indicated by for mode PSD about 7 Φ and lower values of Fe/Ca and Ti/Ca ratios. Over the 8100 years there has been a weakening of North Brazilian Current, probably associated with a weakening of the Atlantic Meridional Overturning Circulation (AMOC) and also the southward migration of the Intertropical Convergence Zone (ITCZ). Besides influencing ocean currents the migration of the ITCZ also contributed to changes atmospheric conditions, favoring drier conditions in the study area during the Late Holocene. Sea surface temperature ans salinity show little change in the last 5000 years, with values close to the current climatological average, 26.4 ° C and 36.5.

A gestão de recursos hídricos tornou-se cada vez mais complexa devido ao rápido crescimento sócio-econômico e as mudanças ambientais nas bacias hidrográficas nas últimas décadas. Modelos computacionais são importantes ferramentas de suporte na gestão de recursos hídricos e tomada de decisões devido a sua funcionalidade, provendo informações importantes sobre os principais processos físicos, químicos e biológicos, e permitindo melhorar o entendimento desses processos, os quais ocorrem em diferentes escalas espaciais e temporais. Na presente tese, o objetivo foi compreender o funcionamento hidrológico do sistema integrado bacia hidrográfica - lagoa, e os efeitos na hidrodinâmica do lago, utilizando como suporte o acoplamento da modelagem hidrológica - hidrodinâmica, e o uso de técnicas de sensoriamento remoto para o monitoramento de parâmetros de qualidade da água (e.g., clorofilaa, temperatura da superfície d’água e níveis da água). A área de estudo é a bacia hidrográfica da Lagoa Mirim, localizada no sul do Brasil, possuindo uma área total de 58.000 km2 (56% no Uruguai e o restante no Brasil). Foram propostos e testados modelos empíricos para estimativa de clorofila-a emumlago raso subtropical, baseados em imagens do sensor MODIS e técnicas estatísticas. Além disso, foi desenvolvido e avaliado o acoplamento da modelagem hidrológica-hidrodinâmica de grande escala e o sensoriamento remoto. O modelo hidrológico distribuído de grande escala MGBIPH acoplado com o modelo hidrodinâmico IPH-ECO foi utilizado para simular a bacia hidrográfica e os principais componentes hidrodinâmicos da Lagoa Mirim. O modelo mostrou bom desempenho quando comparado com observações de vazões, além de dados provenientes de sensoriamento remoto, através de altimetria espacial. As simulações mostraram importantes aspectos sobre a estrutura de fluxo, campos de velocidade e níveis d’água na lagoa, assim como a influência de grandes rios, forçantes externas como o vento (intensidade e direção) e o impacto do estressor antrópico (retiradas para irrigação) no sistema. As simulações permitiram avaliar aspectos relacionados com as variações espaciais e temporais (diurna, mensal, sazonal e inter-anual) da temperatura da superfície da água, a dinâmica dos fluxos de calor (sensível e latente) e os efeitos de eventos meteorológicos de pequena escala como frentes frias, os quais têm um impacto significativo sobre a temperatura superficial da água e os fluxos de calor na lagoa. Quanto aos modelos empíricos para estimativa de clorofila-a a partir do MODIS, os resultados mostram que um simples e eficiente modelo desenvolvido a partir de análise de regressão múltipla, apresentou ligeiras vantagens sobre os modelos de redes neurais artificiais, modelos multiplicativos não paramétricos e modelos empíricos (e.g., Appel, Kahru, FAI e O14a) usualmente utilizados na estimativa de Chl-a em ambientes aquáticos. Resultados também indicam que é inapropriado generalizar um único modelo desenvolvido a partir do conjunto total de dados, para estimar concentrações de Chl-a na lagoa, o que corrobora a heterogeneidade espacial na distribuição de Chl-a e as diferenças entre regiões (litoral e pelágica). A modelagem hidrológica-hidrodinâmica de grande escala apoiada por informação de sensoriamento remoto, mostrou ser uma abordagem promissora para o entendimento da estrutura e funcionamento de lagoas rasas de grande porte e longo prazo, úteis para a gestão integrada dos recursos hídricos. / The last decade, the water resource management is being complex due to the rapid socioeconomic development and environmental changes in river basins. Computations models are important support tools in water resource management and make decision providing important information and allowing a better comprehension of the physical, chemical and biologic processes, which occur in di erent temporal/spatial scales. In this thesis, the objective was to understand the hydrological functioning of the integrated basin- lake system and its e ects on hydrodynamics, using hydrodynamic - hydrodynamic modeling and water quality monitoring (e.g., chlorophyll-a, water surface temperature and water levels) from remote sensing techniques. The study area is the Lake Mirim basin, located between Brazil and Uruguay (basin total area 58.000 km2). Empirical models were proposed and tested to chlorophyll-a estimation in a shallow subtropical lake, based on MODIS imagery and statistics techniques. In addition, we developed and assessed the coupling of large scale hydrological/hydrodynamic modeling and remote sensing techniques. The large-scale distributed hydrological model MGB-IPH coupled with the hydrodynamic model IPHECO were used to simulate the river basin and the hydrodynamic components of the Lake Mirim. The coupled model showed good performance when compared to in-situ measurements and satellite altimetry data. The simulations showed important aspects relate to flow structure, velocity fields and lake water levels, as well as the influence of large rivers, external forcing as such the wind (intensity and direction), and the impact of anthropogenic stressors (irrigation withdrawals) in the system. The simulations allowed assessing the spatial and temporal variations (diurnal, monthly, seasonal and inter-annual) in the water surface temperature, heat fluxes dynamics (sensible and latent) and the e ects of short time-scale events, as such cold fronts passages over the lake, which cause strong impacts on the water surface temperature and heat fluxes in the lake. Regarding the empirical models developed to chlorophyll-a estimation from MODIS imagery, the results showed that a simple and e cient model developed from multiple regression analysis, performed best in comparison with artificial neural network models, non-parametric multiplicative models, and empirical models (e.g., Appel, Kahru, FAI and O14a) common used in the Chl-a estimation in aquatics environments. Results also indicated that is inappropriate to generalize a single model developed from the total datasets to estimates Chl-a in the lake, which corroborates the spatial heterogeneity (Chl-a distribution) and the di erences among regions (littoral and pelagic). The synergy between large-scale hydrological-hydrodynamic modeling, in situ measurements and remote sensing techniques provided a promising approach to improve the comprehension of the structure and ecosystem functioning of large shallow lakes in long-term time scale, useful to water resources management.

Análises sedimentológicas e geoquímicas realizadas no registro sedimentar GeoB 16204-2 (01°9.75\'S, 42°20.30\'O, 1210 m de profundidade) permitiram reconhecer três períodos com diferentes configurações paleoceanográficas e paleoclimáticas ao longo dos últimos 8100 anos para margem equatorial brasileira. O primeiro período (8100 - 5000 anos cal A.P.) foi caracterizado por condições hidrodinâmicas mais intensas, menor influência marinha e maior aporte continental, constatados por menores valores de sortable silt, maior porcentagem da fração areia, menores conteúdos de CaCO3 e maiores valores das razões de Ti/Ca e Fe/Ca. O segundo período (5000 - 2500 anos cal A.P.) apresentou maiores flutuações na intensidade das correntes de fundo e diminuição do aporte continental indicados por variações do sortable silt, moda não definida na distribuição dos tamanhos das partículas (PSD) e tendência decrescente das razões Ti/Ca e Fe/Ca. O terceiro período (2500 anos cal A.P. - presente), prevaleceram condições hidrodinâmicas menos intensas e menor aporte continental sinalizados por moda do PSD próximo a 7 Φ e menores valores das razões Fe/Ca e Ti/Ca. Ao longo dos 8100 anos ocorreu uma desintensificação da corrente de fundo, provavelmente associado a um enfraquecimento da célula de revolvimento meridional do Atlântico (AMOC) e também à migração em direção sul da Zona de Convergência Intertropical (ZCIT). A migração da ZCIT além de influenciar as correntes oceânicas também contribuiu para mudanças das configurações atmosféricas favorecendo condições mais secas na região de estudo durante o Holoceno Tardio. Estimativas de temperatura e salinidade da superfície do mar revelam pouca variação nos últimos 5.000 anos, com valores próximos aos da média climatológicos atuais, 26,4°C e 36,5. / Sedimentological and geochemical analyzes on sedimentary record GeoB 16204-2 (01°9.75 \'S, 42°20:30\'W, 1210 m depth) allowed to recognize three periods with different paleoceanographic settings and paleoclimatic over the last 8100 years for the Brazilian equatorial margin . The first period (8100 - 5000 cal yr BP) was characterized by more intense hydrodynamic conditions, lower marine influence and greater continental contribution, evidenced by lower values of sortable silt, higher percentage of sand fraction, lower CaCO3 content and higher values of the Ti / Ca and Fe / Ca ratios. The second period (5000 - 2500 cal yr BP) showed greater fluctuations in the intensity of bottom currents and decreased continental contribution indicated by variations of sortable silt, poorly defined mode in the particle size distribution (PSD) and decrease trend of the Ti / Ca and Fe / Ca ratios. The third period (2500 cal yr BP - present), was dominated by less intense hydrodynamic conditions and less continental contribution indicated by for mode PSD about 7 Φ and lower values of Fe/Ca and Ti/Ca ratios. Over the 8100 years there has been a weakening of North Brazilian Current, probably associated with a weakening of the Atlantic Meridional Overturning Circulation (AMOC) and also the southward migration of the Intertropical Convergence Zone (ITCZ). Besides influencing ocean currents the migration of the ITCZ also contributed to changes atmospheric conditions, favoring drier conditions in the study area during the Late Holocene. Sea surface temperature ans salinity show little change in the last 5000 years, with values close to the current climatological average, 26.4 ° C and 36.5.