24-097 Integration of Thermal Imaging and Radar for
Il y a 2 mois
Doctorat, 36 mois
- Temps plein
- Aucune expérience exigée
- Maitrise, IEP, IUP, Bac+4
- Digital technologies for remote sensing
**Mission**:
This doctoral project is part of the Onera "MUSIC" research chair, led by Elise Colin, which focuses on developing innovative image processing and AI techniques for unconventional data.
It explores the complementarity between thermal imaging (IRT) and Synthetic Aperture Radar (SAR) to understand land surface properties better. IRT data provides measurements of Land Surface Temperature (LST) and emissivity, while SAR data measures radar backscatter, which depends on the characteristics of observed materials. This data fusion creates new opportunities for improved environmental characterization. The thesis focuses on using deep learning to:
- fill gaps in LST data using spatiotemporal fusion and super-resolution.
- improve estimation of LST from radar backscatter,
- improve the simulation of radar images from IRT data.
The doctoral student will first receive training on available thermal and radar data and will compile a bibliography on data fusion focusing on spatiotemporal analysis. Based on existing work and data analysis, they will identify deep learning models to explore the mentioned approaches.
These thesis activities will be conducted in a transdisciplinary framework, within DTIS in Palaiseau, with close collaboration with DOTA in Toulouse and IMT Atlantique/LabSTICC in Brest. The student may be required to travel between the respective teams.
References
Letheule, N., Weissgerber, F., Lobry, S., and Colin, E., Automatic simulation of SAR images: comparing a deep-learning based method to a hybrid method, In IEEE International Geoscience and Remote Sensing Symposium IGARSS 2023
Wu, P., Yin, Z., Zeng, C., Duan, S. B., Göttsche, F. M., Ma, X.,... & Shen, H. (2021). Spatially continuous and high-resolution land surface temperature product generation: A review of reconstruction and spatiotemporal fusion techniques. IEEE Geoscience and Remote Sensing Magazine, 9(3), 112-137.
Nguyen, B. M., Tian, G., Vo, M. T., Michel, A., Corpetti, T., & Granero-Belinchon, C. (2022, August). Convolutional Neural Network Modelling for MODIS Land Surface Temperature Super-Resolution. In 2022 30th European Signal Processing Conference (EUSIPCO) (pp. 1806-1810). IEEE.
Di Martino, T., Guinvarc’h, R., Thirion-Lefevre, L., & Colin, É. (2023). Grad-SLAM: Explaining Convolutional Autoencoders’ Latent Space of Satellite Image Time Series. IEEE Geoscience and Remote Sensing Letters.
Notarnicola, C., Angiulli, M., & Posa, F. (2008). Soil moisture retrieval from remotely sensed data: Neural network approach versus Bayesian method. IEEE Transactions on Geoscience and Remote Sensing, 46(2), 547-557.
Fablet, R., Febvre, Q., & Chapron, B. (2023). Multimodal 4DVarNets for the reconstruction of sea surface dynamics from SST-SSH synergies. IEEE Transactions on Geoscience and Remote Sensing.
=================
**Profil**:
remote sensing, signal processing, or data science with interest in Earth Observation
**Laboratoire**:
ONERA
**MESSAGE from Phd Team**:
-
24-246 Radar Super-resolution By Deep Learning:
Il y a 2 mois
Palaiseau, France CNES - Centre National d'Etudes Spatiales Temps pleinDoctorat, 36 mois - Temps plein - Aucune expérience exigée - Maitrise, IEP, IUP, Bac+4 - Digital technologies for remote sensing **Mission**: This doctoral project is part of the Onera "MUSIC" research chair, led by Elise Colin, which focuses on developing innovative image processing and AI techniques for unconventional data. Establishing connections...
-
Apprentissage Profond Pour Les Images Radar Swot
il y a 4 jours
Palaiseau, France Télécom Paris Temps plein**Apprentissage profond pour les images radar SWOT multi-temporelles // Improved processing of multitemporal SWOT SAR images with deep learning**: - Réf - **ABG-119669** **ADUM-52629** - Sujet de Thèse- 24/01/2024- Télécom Paris- Lieu de travail- Palaiseau - France- Intitulé du sujet- Apprentissage profond pour les images radar SWOT multi-temporelles...
-
Software Engineer investigation of Potential
il y a 3 semaines
Palaiseau, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 3 ou équivalent **Autre diplôme apprécié **:Bachelor or a Master's degree in Applied Mathematics or Medical Imaging **Fonction **:Ingénieur scientifique contractuel **Niveau d'expérience souhaité **:Jeune diplômé **A propos du...
-
23-313 Pdoc - Lox/ch4 Combustion and Heat Transfert
il y a 1 semaine
Palaiseau, France CNES - Centre National d'Etudes Spatiales Temps pleinPost-doctorat, 24 mois - Temps plein - Moins de 2 ans d’expérience - Doctorat, Bac+8 - Propulsion **Mission**: ==== Reusable Lox/CH4 engine development leads to numerous challenges for preburner (PB) and thrust chamber (TC). Reusability imposes a better estimation of thermal fluxes to be able to improve TC life duration sizing. In addition, vehicle...
-
PALAISEAU, France CEA Temps pleinWe are looking for a highly skilled and motivated Research Engineer to join our team to develop cutting-edge technology in the field of Electronic Design Automation (EDA).In the context of a national project, you will BE responsible for developing a simulation environment for chiplet-based SoC architecture, using AI-driven methodologies to improve existing...
-
Postdoctoral Researcher
il y a 1 semaine
Palaiseau, France ONERA Temps plein**Title : Data analysis on aluminum combustion in a solid-propellant flame** **Keywords** Rocket propulsion, solid propulsion, aluminum, combustion modeling, CFD, data analysis, laser diagnostics, laser-induced fluorescence imaging **Profile and skills required** A PhD degree in fluid dynamics and combustion or an associated field Knowledge in numerical...
-
Electronic Interface board for the Passivation of the IonSat platform
il y a 4 semaines
Palaiseau, France Centre Spatial de l'Ecole Polytechnique Temps pleinContext of the internshipThe Space Center of École Polytechnique (CSEP), created in 2010, proposes and supervises space projects for École Polytechnique students. CSEP coordinates and brings together, through its projects, students, teacher-researchers, industrialists and French and European space agencies. It is financially and operationally supported by...
-
Electronic Interface board for the Passivation of the IonSat platform
il y a 4 semaines
Palaiseau, France Centre Spatial de l'Ecole Polytechnique Temps pleinContext of the internship The Space Center of École Polytechnique (CSEP), created in 2010, proposes and supervises space projects for École Polytechnique students. CSEP coordinates and brings together, through its projects, students, teacher-researchers, industrialists and French and European space agencies. It is financially and operationally supported by...
-
Electronic Interface board for the Passivation of the IonSat platform
il y a 2 semaines
Palaiseau, France Centre Spatial de l'Ecole Polytechnique Temps pleinContext of the internshipThe Space Center of École Polytechnique (CSEP), created in 2010, proposes and supervises space projects for École Polytechnique students. CSEP coordinates and brings together, through its projects, students, teacher-researchers, industrialists and French and European space agencies. It is financially and operationally supported by...
-
Electronic Interface board for the Passivation of the IonSat platform
il y a 4 semaines
Palaiseau, France Centre Spatial de l'Ecole Polytechnique Temps pleinContext of the internship The Space Center of École Polytechnique (CSEP), created in 2010, proposes and supervises space projects for École Polytechnique students. CSEP coordinates and brings together, through its projects, students, teacher-researchers, industrialists and French and European space agencies. It is financially and operationally supported by...
-
Palaiseau, France INRIA Temps pleinContexte et atouts du poste This is a collaborative research project involving 2 partners. Jing-Rebecca Li, Researcher (Applied Mathematics); Inria-Saclay, Équipe Idefix (Applied Mathematics, Medical Imaging); ENSTA Paris, Unité de Mathématiques Appliquées (UMA). Institut Polytechnique de Paris. Anne Kerbrat, Medical Doctor (Neurologist) and...
-
Palaiseau, France INRIA Temps pleinContexte et atouts du poste This is a collaborative research project involving 2 partners. Jing-Rebecca Li, Researcher (Applied Mathematics); Inria-Saclay, Équipe Idefix (Applied Mathematics, Medical Imaging); ENSTA Paris, Unité de Mathématiques Appliquées (UMA). Institut Polytechnique de Paris. Anne Kerbrat, Medical Doctor (Neurologist) and...
-
Palaiseau, Île-de-France Cea Temps pleinWe are looking for a highly skilled and motivated Research Engineer to join our team to develop cutting-edge technology in the field of Electronic Design Automation (EDA) .In the context of a national project, you will be responsible for developing a simulation environment for chiplet-based SoC architecture, using AI-driven methodologies to improve existing...
-
Palaiseau, Île-de-France Cea Temps pleinWe are looking for a highly skilled and motivated Research Engineer to join our team to develop cutting-edge technology in the field of Electronic Design Automation (EDA) .In the context of a national project, you will be responsible for developing a simulation environment for chiplet-based SoC architecture, using AI-driven methodologies to improve existing...
-
24-229 Differential Absorption Lidar for Water
Il y a 2 mois
Palaiseau, France CNES - Centre National d'Etudes Spatiales Temps pleinDoctorat, 36 mois - Temps plein - Aucune expérience exigée - Maitrise, IEP, IUP, Bac+4 - Meteorological Atmosphere **Mission**: The ONERA Laser Sources and Metrology (SLM) research unit is involved in the development of original Differential Absorption Lidar (DiAL) systems for greenhouse gases concentration measurement in the atmosphere, with the use of...
-
PALAISEAU, 91120, Palaiseau, France CEA Temps pleinWe are looking for a highly skilled and motivated Research Engineer to join our team to develop cutting-edge technology in the field of Electronic Design Automation (EDA).In the context of a national project, you will BE responsible for developing a simulation environment for chiplet-based SoC architecture, using AI-driven methodologies to improve existing...
-
23-232 Pdoc Data Analysis On Aluminum Combustion in
il y a 1 semaine
Palaiseau, France CNES - Centre National d'Etudes Spatiales Temps pleinPost-doctorat, 24 mois - Temps plein - Moins de 2 ans d’expérience - Doctorat, Bac+8 - Propulsion **Mission**: === Scientific project Research work has been underway at ONERA since 2015, leading to the development of combustion models for a single aluminum droplet. Various numerical approaches have been developed: first, a 1D configuration with...
-
Internship: Fabrication and Optimization of Quantum
il y a 2 semaines
Palaiseau, France Quandela Temps pleinQuandela is a spin-off company from the French national laboratory CNRS founded in 2017. The company brings together teams of quantum technology specialists with broad experience in semiconductor nanotechnologies, quantum optics, computer science, and quantum information processing. Our core product consists of ultra-bright sources of single-photons based...
-
Palaiseau, France Cea Temps pleinWe are looking for a highly skilled and motivated Research Engineer to join our team to develop cutting-edge technology in the field of Electronic Design Automation (EDA) .In the context of a national project, you will be responsible for developing a simulation environment for chiplet-based SoC architecture, using AI-driven methodologies to improve existing...
-
Palaiseau, France Cea Temps pleinSimulation tools are essential for the design and validation of digital circuits. They use different levels of abstraction to facilitate hardware/software co-design and co-validation. Architecture simulators, called Instruction Set Simulators (ISSs) , provide high-level abstraction for fast functional verification and early design space exploration, while...
