Emplois actuels liés à PhD Researcher in Physics-Informed Neural Networks for Electromagnetic Modeling - Technopole de Sophia Antipolis - INRIA
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Technopole de Sophia Antipolis, France INRIA Temps pleinResearch Project: Physics-Informed Neural Networks for Electromagnetic Wave PropagationAs part of our research team at INRIA, we are seeking a highly motivated PhD candidate to work on the development of physics-informed neural networks (PINNs) for modeling electromagnetic wave propagation in the frequency domain. The goal of this project is to design and...
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Technopole de Sophia Antipolis, France INRIA Temps pleinResearch Internship: Reduced-Order Modeling with Artificial Neural Networks for NanophotonicsContext and ObjectivesNanophotonics is a rapidly growing field that studies the interactions between light and matter at the nanoscale. The goal of this research internship is to investigate the application of Artificial Neural Networks (ANNs) for reduced-order...
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Technopole de Sophia Antipolis, France INRIA Temps pleinContext and Key SkillsThe project focuses on developing cost-effective surrogate models for electromagnetic wave propagation problems, primarily relying on numerical simulations. The goal is to devise high-performance parametric neural network (NN) surrogates that can accurately and efficiently deal with the simulation of electromagnetic wave interaction...
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Technopole de Sophia Antipolis, France INRIA Temps pleinJob DescriptionAs a PhD student in the field of nanophotonics, you will be working on the development of novel computational design methods for active metasurfaces. Your research will focus on the optimization of nanostructures to achieve the highest possible phase modulation and amplitude response. You will be using numerical methods to design and simulate...
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Technopole de Sophia Antipolis, France INRIA Temps pleinJob DescriptionWe are seeking a highly motivated PhD candidate to join our team at INRIA in Sophia Antipolis, France. The successful candidate will be part of a collaborative multidisciplinary project between the Atlantis project-team and the Elena team at the Pascal Institute.Project ContextThe PhD project is part of the ANR SWAG-P project, which aims to...
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Technopole de Sophia Antipolis, France INRIA Temps pleinProject OverviewThe proposed PhD project is part of a collaborative multidisciplinary project between the Atlantis project-team from INRIA Research Center and the Elena team at the Pascal Institute. The project aims to design efficient nanoscale biosensors using plasmonic nano-resonators, which are promising for their high sensitivity and miniaturization...
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Technopole de Sophia Antipolis, France INRIA Temps pleinMissionThe Atlantis team at Inria is developing the DIOGENeS software suite, dedicated to the numerical study of multiscale problems relevant to nanophotonics and nanoplasmonics. The team is actively studying reduced-order modeling (ROM) strategies in the context of time-domain electromagnetics, focusing on the applicability of the proper orthogonal...
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Technopole de Sophia Antipolis, France INRIA Temps pleinContext and skills requiredNanophotonics is a field of research that studies the interactions between light and matter at the nanoscale. As a research intern in our team, you will work on developing a reduced-order modeling (ROM) method using artificial neural networks (ANNs) for nanophotonics. This method will enable the efficient simulation of complex...
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Technopole de Sophia Antipolis, France INRIA Temps pleinJob DescriptionContext and Key Features of the PositionThe present doctoral project is part of a collaborative research endeavor between the Atlantis project-team from the Inria Research Center at Université Côte d'Azur and the CNRS-CRHEA laboratory in Sophia Antipolis, France.Atlantis is a joint project-team between Inria and the Jean-Alexandre Dieudonné...
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Phd Position, Scientific Machine Learning, Inria
Il y a 5 mois
Sophia Antipolis, France MathHire.org Temps pleinApplications are welcome at the Inria center of the University Cote d’Azur on the French Riviera situated in the vibrant technopole of Sophia-Antipolis, for a Master internship (4 to 6 months duration) followed by a three year fully funded PhD positon (to start immediately after or at commonly agreed date), in the context of a multi-partner collaborative...
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Technopole de Sophia Antipolis, France INRIA Temps pleinProject OverviewThe PhD project is part of a collaborative multidisciplinary project between the Atlantis project-team from INRIA Research Center and the Elena team at the Pascal Institute. The project aims to design efficient nanoscale biosensors using plasmonic nano-resonators.Research ObjectivesThe PhD candidate will focus on two main objectives: (1)...
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Technopole de Sophia Antipolis, France INRIA Temps pleinJob DescriptionProject OverviewThis PhD project is part of a collaborative multidisciplinary project between the Atlantis project-team from INRIA Research Center at Université Côte d'Azur and Institut Pascal at Université Clermont Auvergne, in the context of the ANR SWAG-P project.The project aims to design efficient nanoscale biosensors using plasmonic...
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Technopole de Sophia Antipolis, France INRIA Temps pleinJob DescriptionProject OverviewThis PhD project is part of a collaborative multidisciplinary project between the Atlantis project-team from INRIA Research Center at Université Côte d'Azur and Institut Pascal at Université Clermont Auvergne, in the context of the ANR SWAG-P project.The project aims to design efficient nanoscale biosensors using plasmonic...
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Technopole de Sophia Antipolis, France INRIA Temps pleinJob DescriptionProject OverviewThis PhD project is part of a collaborative multidisciplinary project between the Atlantis project-team from INRIA Research Center at Université Côte d'Azur and Institut Pascal at Université Clermont Auvergne, in the context of the ANR SWAG-P project.The project aims to design efficient nanoscale biosensors using plasmonic...
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Technopole de Sophia Antipolis, France INRIA Temps pleinContext and Advantages of the PositionThe present doctoral project is part of a collaborative project between the INRIA Research Center at Université Côte d'Azur and the CNRS-CRHEA laboratory in Sophia Antipolis, France.Atlantis is a joint project-team between INRIA and the Jean-Alexandre Dieudonné Mathematics Laboratory at Université Côte d'Azur. The...
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Technopole de Sophia Antipolis, France INRIA Temps pleinJob DescriptionContext and Key ResponsibilitiesThe present doctoral project is part of a collaborative research effort between the Atlantis project-team from the Inria Research Center at Université Côte d'Azur and the CNRS-CRHEA laboratory in Sophia Antipolis, France.Atlantis is a joint project-team between Inria and the Jean-Alexandre Dieudonné...
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Nanophotonics Researcher
il y a 4 semaines
Technopole de Sophia Antipolis, France INRIA Temps pleinJob DescriptionContext and ObjectivesThe Atlantis team at INRIA is seeking a highly motivated researcher to investigate the application of Artificial Neural Networks (ANNs) for reduced-order modeling in nanophotonics. The successful candidate will contribute to the development of a novel computational design methodology for studying and improving the...
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Technopole de Sophia Antipolis, France INRIA Temps pleinContext and SkillsThe research project is part of a collaborative project between INRIA and the CNRS-CRHEA laboratory in Sophia Antipolis, France. The team is developing a unique numerical framework leveraging the capabilities of Discontinuous Galerkin techniques for the simulation of multiscale problems relevant to nanophotonics and nanoplasmonics.Research...
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Technopole de Sophia Antipolis, France INRIA Temps pleinJob DescriptionProject OverviewThis PhD project is part of a collaborative multidisciplinary project between the Atlantis project-team from INRIA Research Center at Université Côte d'Azur and Institut Pascal at Université Clermont Auvergne, in the context of the ANR SWAG-P project.The project aims to develop efficient numerical methods for the robust...
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Technopole de Sophia Antipolis, France INRIA Temps pleinJob DescriptionAs a PhD Researcher in Computational Design of Active Metasurfaces, you will be part of a collaborative project between INRIA and the CRHEA laboratory in Sophia Antipolis, France. Your mission will be to develop a novel Artificial Neural Network (ANN)-assisted Reduced-Order Modeling (ROM) strategy for the design of ultrafast metasurfaces.Key...
PhD Researcher in Physics-Informed Neural Networks for Electromagnetic Modeling
Il y a 2 mois
About the Position
INRIA is seeking a highly motivated PhD candidate to contribute to cutting-edge research in the field of physics-informed neural networks (PINNs) applied to electromagnetic wave propagation. This position offers an exciting opportunity to develop innovative numerical simulation techniques and advance our understanding of complex electromagnetic phenomena.
Your Responsibilities
- Conduct a comprehensive literature review on the application of PINNs for modeling wave propagation.
- Investigate and simulate wave propagation in both 2D and 3D scenarios, utilizing Helmholtz-type partial differential equations (PDEs) and Maxwell's equations.
- Develop and evaluate novel NN-based surrogate models for efficient electromagnetic simulations.
- Collaborate effectively within a research team and contribute to the publication of scientific findings.
Required Skills and Qualifications
We are looking for a candidate with a strong foundation in numerical analysis, machine learning, and fundamental physics principles. Proficiency in Python programming language, along with experience in deep learning frameworks such as TensorFlow and PyTorch, is essential. Excellent communication skills and fluency in English are highly valued.
Compensation
Gross monthly salary: €2082 (Years 1 & 2) and €2190 (Year 3).
