PhD Position F/M Bayesian Optimal Sensor Placement Using Model Gradients: A Majorize-Then-Optimize Strategy for Large-Scale Systems
il y a 4 semaines
Job Opportunity
The Inria-AIRSEA team at the Université Grenoble Alpes is seeking a PhD candidate to work on a project funded by Numpex, the French exascale supercomputing program. The project focuses on Bayesian optimal sensor placement using model gradients, a majorize-then-optimize strategy.
Project Overview
The PhD thesis will address various numerical aspects associated with the gradient-based solution for the Bayesian optimal sensor placement problem. The project has three main goals:
- Enhance understanding of the majorize-then-minimize approach used in the gradient-based solution by comparing solutions obtained from the bound-based approach with those from the conventional EIG-based approach.
- Employ randomized linear algebra methods to accelerate the computation of the bound, improving the computational efficiency of the gradient-based approach.
- Investigate the incorporation of physical constraints into the sensor placement problem, taking into account constraints on the way the system can be observed.
Benefits
- Subsidized meals
- Partial reimbursement of public transport costs
- Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave
- Possibility of teleworking (90 days/year) and flexible organization of working hours
- Social, cultural, and sports events and activities
- Access to vocational training
- Social security coverage
Salary
1st and 2nd year: 2100 euros gross salary/month
3rd year: 2190 euros gross salary/month
-
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch Opportunity in Bayesian Optimal Sensor PlacementThe Inria-AIRSEA team at the Université Grenoble Alpes is seeking a PhD candidate to work on a project funded by Numpex, the French exascale supercomputing program. The project focuses on Bayesian optimal sensor placement, a critical task in various applications where data acquisition is...
-
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinJob Context and RequirementsThe PhD project will be hosted at the Université Grenoble Alpes in the Inria-AIRSEA team. This project is funded by Numpex, the French exascale supercomputing program.Project OverviewBayesian optimal sensor placement is crucial in various applications, especially where data acquisition is expensive. The main challenge lies in...
-
Postdoctoral Researcher
il y a 4 semaines
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinJob TitlePostdoctoral Research Visit F/M Strategies for Optimal EV Charging Infrastructure and Power Allocation in EV Electromobility NetworksJob DescriptionContext and Key SkillsThis research position will be conducted by the DANCE research team, a joint team of GIPSA-lab and INRIA Grenoble–Rhône-Alpes. Our team has a strong expertise in modeling,...
-
PhD Position in Human-Robot Interaction for Anticipating Human Behavior
il y a 4 semaines
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinProject OverviewAs a PhD researcher at INRIA, you will be part of a multidisciplinary team working on human-robot interaction. The project focuses on developing a system that can anticipate human behavior in collaborative human-robot settings. This involves understanding human intentions, goals, and needs to enable seamless collaboration between humans and...
-
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch ContextAs a postdoctoral researcher at INRIA, you will be part of the DANCE research team, focusing on modeling, estimation, and control of large-scale networks with applications to Electromobility. Your research will be conducted within the PEPR Digitalisation et Décarbonation des Mobilités initiative, aiming to tackle two primary challenges:...
-
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch Context and ObjectivesThis research position is part of the PEPR Digitalisation et Décarbonation des Mobilités initiative, focusing on optimizing EV charging infrastructure and power allocation in electromobility networks. The research will be conducted by the DANCE research team at INRIA, with a strong expertise in modeling, estimation, and...
-
PhD Position in Human-Robot Interaction for Anticipating Human Behavior
il y a 4 semaines
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch OpportunityCollaboration between INRIA and MIAI Grenoble Alpes InstituteWe are seeking a highly motivated PhD candidate to join our research team at INRIA, in collaboration with the MIAI Grenoble Alpes Institute. The successful candidate will work on a project focused on developing human-robot interaction systems that can anticipate human...
-
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinJob ContextThis position is part of the DANCE research team at INRIA, working on modeling, estimation, and control of large-scale networks applied to Electromobility. The research aims to optimize the placement of charging stations and power delivery density per unit area within the eMob-Twin V2 software framework.Work ProgramDevelop a graph-based mobility...
-
Saint-Martin-dHères, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch Position at INRIAThe field of AI for science is rapidly growing, focusing on the integration of deep learning-based techniques into traditional numerical simulations. This PhD position aims to investigate software solutions that enable the efficient and flexible coupling of deep models with highly parallel numerical simulation codes on...
-
Saint-Martin-dHères, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch Opportunity at INRIAThe field of AI for science is rapidly growing, focusing on the integration of deep learning-based techniques into traditional numerical simulations. This PhD position aims to investigate software solutions that enable the efficient and flexible coupling of deep models with highly parallel numerical simulation codes on...
-
Saint-Martin-dHères, Auvergne-Rhône-Alpes, France INRIA Temps pleinContext and ChallengesThe field of AI for science is rapidly growing, focusing on the integration of deep learning-based techniques into traditional numerical simulations. This PhD position aims to investigate software solutions that enable the efficient and flexible coupling of deep models with highly parallel numerical simulation codes on...
-
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch Context and ObjectivesThis research position is part of the DANCE research team at INRIA, focusing on the dynamics and control of networks. Our team has expertise in modeling, estimation, and control of large-scale networks, with applications to Electromobility. The research aims to optimize the placement of charging stations and power delivery...
-
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch ContextAs a postdoctoral researcher at INRIA, you will be part of the DANCE research team, focusing on modeling, estimation, and control of large-scale networks with applications to Electromobility. Your research will be conducted within the PEPR Digitalisation et Décarbonation des Mobilités initiative, aiming to optimize the placement of charging...
-
Saint-Martin-dHères, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch Position in AI for ScienceThe candidate will be part of a research team at INRIA, focusing on the integration of deep learning-based techniques into traditional numerical simulations.MissionThe field of AI for science is rapidly growing, and this PhD position aims to investigate software solutions that enable the efficient and flexible coupling of...
-
PhD Position in Human-Robot Interaction: Anticipating Human Behavior
il y a 3 semaines
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch OpportunityAt INRIA, we are seeking a highly motivated PhD candidate to join our team in the field of Human-Robot Interaction. The successful candidate will work on a project that aims to develop a new generation of human-robot interaction systems that can anticipate and adapt to users' future input actions.Project OverviewThe project focuses on...
-
PhD Position in Human-Robot Interaction for Anticipating Human Behavior
il y a 3 semaines
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch Opportunity in Human-Robot InteractionAt INRIA, we are seeking a highly motivated PhD candidate to join our team in the field of human-robot interaction. The successful candidate will work on a project focused on anticipating human behavior in collaborative human-robot systems.Project OverviewThe project aims to develop a new generation of...
-
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinContext and Key BenefitsThe DataMove INRIA team, located on the campus of the Univ. Grenoble Alpes near Grenoble, is seeking a talented individual to join their friendly and stimulating group. This team is a hub for research on High Performance Computing, comprising Professors, Researchers, PhD, and Master students from around the world.This role will...
-
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinJob Context and RequirementsA 16-month postdoctoral position is available at the INRIA research center of Univ. Grenoble Alpes to work on formal modeling and verification of asynchronous concurrent systems. The successful candidate will contribute to the development of new generation formal languages and efficient verification algorithms and tools.Job...
-
Senior Software Developer
il y a 4 semaines
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France Synopsys Temps pleinKey ResponsibilitiesWe are seeking a talented software engineer with a solid background in C++ and object-oriented programming to join our high-performing R&D team at Synopsys. Our team is developing the market-leading interconnect parasitic extraction tool StarRC, which employs state-of-the-art techniques to model electromagnetic effects inside the most...
-
Montbonnot-Saint-Martin, Auvergne-Rhône-Alpes, France INRIA Temps pleinAbout the RoleThe INRIA research center of Univ. Grenoble Alpes is seeking a highly skilled Formal Modeling and Analysis Specialist to join their team. The successful candidate will be responsible for the formal modeling and verification of asynchronous concurrent systems, with a focus on automated transportation systems.Key ResponsibilitiesDevelop formal...