Stage Bac+5 Feasibility Study of Embedded Physics

Il y a 2 mois


Grenoble, France CEA Temps plein

Description du poste

**Domaine**:

- Mathématiques, information scientifique, logiciel

**Contrat**:

- Stage

**Intitulé de l'offre**:

- Stage BAC+5 Feasibility study of embedded Physics Informed Neural Network H/F

**Sujet de stage**:

- Feasibility study of embedded Physics Informed Neural Network (PINNS) for online Fuel Cell Prognosis and Health estimators

**Durée du contrat (en mois)**:

- 6

**Description de l'offre**:

- Missions:
During your internship, you will investigate the feasibility of implementing a real-time embedded variant of estimation algorithms under development for Fuel cell systems based on Physics-Informed Neural Networks (PINNs).- You will develop and integrate PINN algorithms on concrete targets, comparing their performance with unreduced PINN models. This will require implementing the PINN models on embedded hardware platforms and evaluating their performance in terms of accuracy, speed, and resource usage.
In addition, you will explore existing solutions to select the most suitable platforms and set up a development workflow among evaluation boards such as Google Coral AI Edge TPU, Hailo 8 and Nvidia Jetson Nano.
Furthermore, you will provide a functional and validated prototype on reference datasets. This will require testing and validating the PINN models on real-world datasets, and demonstrating their functionality and performance in a realistic setting. You will document your work and present your results to the research team.-
- Diploma : Bac+5 - Diplôme Ecole d’ingénieursScientific skills : Signal processing, Neural networks, machine learning, embedded software- knowledge : Fuel cell, state estimatorsSoftware : Matlab, Pyton, Pytorch, Keras, Tensorflow, NPU, TPU**Requirements**:
- Background in machine learning, neural networks, and programming
- Strong analytical and problem-solving skills
- Excellent communication and teamwork skills

Localisation du poste

**Site**:

- Grenoble

**Localisation du poste**:

- France, Auvergne-Rhône-Alpes, Isère (38)

**Ville**:

- Grenoble

**Langues**:

- Anglais (Courant)

**Diplôme préparé**:

- Bac+5 - Diplôme École d'ingénieurs

**Possibilité de poursuite en thèse**:

- Oui

Demandeur

**Disponibilité du poste**:

- 03/02/2025

Informations générales

**Entité de rattachement**:
Le CEA est un acteur majeur de la recherche, au service des citoyens, de l'économie et de l'Etat.

Il apporte des solutions concrètes à leurs besoins dans quatre domaines principaux : transition énergétique, transition numérique, technologies pour la médecine du futur, défense et sécurité sur un socle de recherche fondamentale. Le CEA s'engage depuis plus de 75 ans au service de la souveraineté scientifique, technologique et industrielle de la France et de l'Europe pour un présent et un avenir mieux maîtrisés et plus sûrs.

Implanté au cœur des territoires équipés de très grandes infrastructures de recherche, le CEA dispose d'un large éventail de partenaires académiques et industriels en France, en Europe et à l'international.

Les 20 000 collaboratrices et collaborateurs du CEA partagent trois valeurs fondamentales:

- La conscience des responsabilités
- La coopération
- La curiosité

**Référence **:2024-33166**Description de l'unité**:

- La Direction des Energies (DES) apporte aux pouvoirs publics et aux industriels les éléments d'expertise et d'innovation pour la mise en œuvre d'un système énergétique bas carbone. Avec une approche intégrée du système énergétique, la DES s'intéresse à tous les modes de production d'énergie bas carbone, à leurs interactions au sein du réseau, à la problématique des ressources.



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