PhD Position F/M Data assimilation of satellite data in oceanic models, learning of oceanic dynamics
Il y a 5 mois
Contexte et atouts du poste
The Odyssey team is offering a PhD position on numerical ocean dynamics simulation, machine learning and data assimilation.
Odyssey (for Ocean DYnamicS obSErvation analYsis) is a recently created team involving researchers from Inria (Rennes, France), Ifremer (Brest) and IMT Atlantique (Brest).
Inria is one of the leading research institute in Computer Sciences in France, and Odyssey is also affiliated to the mathematics research institute of the Rennes University (IRMAR).
The team expertise encompasses mathematical (stochastic) and numerical modelling of ocean flows, observational and physical oceanography, data assimilation and machine learning.
Gathering this large panel of skills, the team aims at improving our understanding, reconstruction and forecasting of ocean dynamics, and more specifically to bridge model-driven and observation-driven paradigms to develop and learn novel representations of the coupled ocean-atmosphere dynamics ocean models.
Mission confiée
For accurate climatic predictions, it is essential to have plausible forecasts of the future ocean state.Ideally, high-resolution ocean simulations would be used for this purpose. However, due to their associated computational costs, this approach is currently infeasible, and we must rely only on large-scale ocean representations.
To address this challenge and the urgent need to generate various likely scenarios, there has been a growing interest in geophysical sciences and climate studies in developing flow models that incorporate noise to account for modelling uncertainties or errors.
The introduction of noise into ocean dynamics models must be done on a theoretically rigorous ground. Ad-hoc choices for model noise can fundamentally disrupt the corresponding fluid dynamics models, leading to unrealistic properties. Rigorously justified methodologies for deriving stochastic dynamics models have been recently introduced in the Odyssey team within the ERC STUODand a longstanding collaboration with Imperial College and Ifremer.
The theoretical framework on which we rely, referred to as "modelling under location uncertainty", decomposes the flow in terms of a resolved smooth component and a rapidly oscillating random component.The stochastic dynamics is then defined from a stochastic representation of the Reynolds transport theorem.From this modelling principle, stochastic equivalents of the classical geophysical flow models can be defined.
A set of models ranging from multi-layers quasi-geostrophic models to primitive equations have been in this way definedand numerically implemented. Ensemble data assimilation are currently under development as well as simplified ocean atmosphere coupledmodels.
The present PhD position aim to explore: data driven dynamics specification and learning from high-resolution data as well as the devising of hierarchical data assimilation ensemble strategies to couple stochastic ocean model and high resolution satellite data such as the SWOT data
Principales activités
The PhD student will collaborate directly with the Odyssey group in Rennes (Noé Lahaye, E. Mémin, Gilles Tissot) and in Brest (B. Chapron and R. Fablet). He will be supervised by Etienne Mémin and co-supervised by Bertrand Chapron and Ronan Fablet to cover different aspects including stochastic modelling of ocean dynamics, satellite observation and machine learning for ocean dynamics and data assimilation.
He/She will be part of a small group devoted to ensemble method for forecast, learning and data assimilation of ocean dynamics. Her/His work will undergo also strong collaborations with the Odyssey group at IMT Atlantique (R. Fablet) as well as with the other PI of the ERC Stuod group (Bertrand Chapron, Dan Crisan, Darryl Holm). During this PhD position we will explore in particular ensemble methods and kernel representation and data assimilation.
Compétences
The candidate should have a solid background in applied mathematics and/or in fluid mechanics and/or in geophysical dynamics.
She/he must have a good knowledge of Fortran, C/C+/ Python, Pytorch.
Avantages
Subsidized meals Partial reimbursement of public transport costs Possibility of teleworking (90 days per year) and flexible organization of working hours Partial payment of insurance costs
Rémunération
Monthly gross salary amounting to 2100 euros for the first and second years and 2200 euros for the third year
-
Rennes, Bretagne, France INRIA Temps pleinContext and Advantages of the PositionThe Odyssey team at INRIA is offering a PhD position in numerical ocean dynamics simulation, machine learning, and data assimilation.The team is composed of researchers from Inria, Ifremer, and IMT Atlantique, with expertise in mathematical and numerical modeling of ocean flows, observational and physical oceanography,...
-
Postdoctoral Researcher in Stochastic Modelling of Oceanic Flow
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinResearch Position in Ocean DynamicsThe Odyssey team at INRIA is seeking a postdoctoral researcher to work on stochastic modelling of oceanic flow, focusing on small-scale dynamics and wave-current interaction. This 18-month position is part of the ERC Stuod project, which aims to improve our understanding and forecasting of ocean dynamics.Context and...
-
Postdoctoral Researcher in Stochastic Modelling of Oceanic Flow
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinResearch Position in Ocean DynamicsThe Odyssey team at INRIA is seeking a postdoctoral researcher to work on stochastic modelling of oceanic flow, small-scale dynamics, and wave-current interaction. This 18-month position is part of the ERC Stuod project, which aims to improve our understanding, reconstruction, and forecasting of ocean dynamics.Context and...
-
PhD Position in Ocean Dynamics Simulation and Machine Learning
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinJob OpportunityThe INRIA team Odyssey is seeking a PhD candidate to work on numerical ocean dynamics simulation, machine learning, and data assimilation.Ocean dynamics simulation, machine learning, and data assimilation are key areas of research in the Odyssey team. The team's expertise encompasses mathematical and numerical modeling of ocean flows,...
-
Postdoctoral Researcher in Stochastic Modelling of Oceanic Flow
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinJob Context and RequirementsThe Odyssey team at INRIA is seeking a postdoctoral researcher to work on stochastic modelling of oceanic flow, small-scale dynamics, and wave-current interaction within the ERC Stuod project. The successful candidate will join a team of researchers from Inria, Ifremer, and IMT Atlantique, with expertise in mathematical and...
-
Postdoctoral Research Visit F/M in Stochastic Modelling of Oceanic Flow
il y a 3 semaines
Rennes, Bretagne, France INRIA Temps pleinJob Context and Qualifications The Inria Odyssey team is seeking a postdoctoral researcher to work on stochastic modelling of oceanic flow for an 18-month term within the ERC Stuod project. The successful candidate will join a team of researchers from Inria, Ifremer, and IMT Atlantique, focusing on mathematical and numerical modelling of ocean flows,...
-
PhD Position in Ocean Dynamics Simulation and Machine Learning
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinJob OpportunityThe Odyssey team at INRIA is seeking a PhD candidate to work on numerical ocean dynamics simulation, machine learning, and data assimilation.The team's expertise encompasses mathematical and numerical modelling of ocean flows, observational and physical oceanography, data assimilation, and machine learning.The PhD student will collaborate with...
-
PhD Position in Ocean Dynamics Simulation and Machine Learning
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinJob OpportunityThe Odyssey team at INRIA is seeking a PhD candidate to work on numerical ocean dynamics simulation, machine learning, and data assimilation.The team's expertise encompasses mathematical and numerical modelling of ocean flows, observational and physical oceanography, data assimilation, and machine learning.The PhD student will collaborate with...
-
Rennes, France INRIA Temps pleinContexte et atouts du poste The Odyssey team is offering a 18 month postdoc position on ocean modelling within the ERC Stuod (Stochastic transport in ocean dynamics). Odyssey (for Ocean DYnamicS obSErvation analYsis) is a recently created team involving researchers from Inria (Rennes, France), Ifremer (Brest) and IMT Atlantique (Brest). Inria is one...
-
Post-doctoral Research Visit F/m Data Assimilation
Il y a 6 mois
Rennes, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD**Niveau de diplôme exigé **:Thèse ou équivalent**Fonction **:Post-Doctorant**Niveau d'expérience souhaité **:Jeune diplôméA propos du centre ou de la direction fonctionnelle The Inria Rennes - Bretagne Atlantique Centre is one of Inria's eight centres and has more than...
-
Phd Position F/m Learning-based Control of An
Il y a 5 mois
Rennes, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria Centre at Rennes University is one of Inria's eight centres and has more than thirty research teams. The Inria Centre is a major and...
-
Rennes, Bretagne, France INRIA Temps pleinJob Description:We are seeking a highly motivated PhD researcher to join our team at INRIA Rennes - Bretagne Atlantique Centre. As a PhD researcher, you will be working on a project focused on low-precision arithmetic for continual learning tasks on edge devices.Project Overview:While machine learning models have achieved impressive results in recent years...
-
Rennes, France INRIA Temps pleinContexte et atouts du poste Context This PhD will occur in the context of the project Adapting ( from the PEPR AI ( This project focuses on designing adaptive embedded hardware architectures for AI. In this context, our team wants to design new incremental machine learning algorithms that could serve as use cases in the Adapting project for other...
-
Rennes, Bretagne, France INRIA Temps pleinJob Description:We are seeking a highly motivated PhD student to join our team at INRIA Rennes - Bretagne Atlantique Centre. The successful candidate will work on the reliability enhancement of unconventional AI accelerators, focusing on the identification of hardware and software vulnerabilities in PIM accelerators for DNNs and proposing fault mitigation...
-
PhD Position in Incremental Deep Learning for Embedded Systems
il y a 3 semaines
Rennes, Bretagne, France INRIA Temps pleinResearch OpportunityThe INRIA is seeking a highly motivated and skilled PhD candidate to work on a research project focused on incremental deep learning for embedded systems. The project aims to design and develop resource-efficient algorithms for edge AI, enabling the deployment of AI models on resource-constrained devices. The successful candidate will...
-
PhD Position in Incremental Deep Learning for Embedded Systems
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionThis PhD position is part of the Adapting project, which focuses on designing adaptive embedded hardware architectures for AI. We are seeking a highly motivated PhD researcher to work on designing new incremental machine learning algorithms that can run on embedded systems with limited computational power, memory, and energy efficiency.Context...
-
PhD Position in Unconventional AI Accelerator Reliability Enhancement
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinPhD Position in Unconventional AI Accelerator Reliability EnhancementAt INRIA, we are seeking a highly motivated PhD student to join our team and contribute to the development of innovative AI acceleration techniques.About the ProjectThe goal of this PhD project is to investigate the reliability of unconventional AI accelerators, specifically those based on...
-
Phd Position F/m Workflow Provenance and Its
Il y a 5 mois
Rennes, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Autre diplôme apprécié **:Master's degree **Fonction **:Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria Centre at Rennes University is one of Inria's eight centres and has more than thirty...
-
Post-doctoral Research Visit F/m Stochastic
Il y a 6 mois
Rennes, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Thèse ou équivalent **Fonction **:Post-Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria Centre at Rennes University is one of Inria's nine centres and has more than thirty research teams. The Inria Centre is a major...
-
Researcher PhD Position in Lattice Dynamics
il y a 2 semaines
Rennes, Bretagne, France INRIA Temps pleinScientific Context INRIA, the French national research institute for digital science and technology, is seeking a highly motivated PhD candidate to join our team in the field of lattice dynamics and noise control. The successful candidate will work on the ANR-JCJC Archi-Noise project, which aims to develop novel metamaterials for noise and vibration...
