Houssem Chebbi

Lead Machine Learning Research Engineer

Salaire / Taux journalier

Toulouse, France

Freelance, ouvert au CDI

Peut venir sur site

Expertises

PythonLLMs / Large language modelsPyTorchC++JavaLinuxWindowsTensorFlowKerasscikit-learn

Langues

Français (Maternelle)Anglais (Courant)

À propos

Introduction

Lead Machine Learning Research Engineer with Ph.D. in Physics and Applied Mathematics. Proven expertise in developing AI models for Physics-Based Simulation and advanced modeling, specializing in aerospace applications. Passionate about driving innovation in future aviation technologies through cutting-edge research and engineering solutions.

Liens

Expérience de travail

Senior Research Engineer

ONERA (The French Aerospace Lab)

oct. 2020 - Présent

6 ans 1 mois

– Leading a defense-oriented project called SIMCIA on AI for cybersecurity and EM-based attack detection using multiple techniques such CNN, RAG, PINNs, GNN. – Contributing to the development of SEMIA, a local LLM for internal radar and EM applications using multiple techniques such Fine-tuning and Integration into ONERA's internal engineering tools. – Incorporating the use of AI models to predict multiphysyical simulation and EMC analysis. – Running multiphysical simulations for aeronautical applications since 2020. Specifically EM coupling and thermal analysis for future electrical aircrafts, leading to new methodology of installing electrical architecture in the aircraft. – Enhanced performance for distributed power supply of the ‘Dragon Electrical Aircraft' architecture for future electrical aircraft: Dragon; with the aim of achieving 0 carbon emission for cleaner skies. – Currently developing numerical models for NDT inspection simulations using EC, thermal, and acoustic methods to characterize and detect potential cracks in composite structures. – Presently utilizing high performance computing to simulate EM scenes for object detection using radar technologies to enhance radar capacity for detecting a variety of flying objects.

external instructor

ICAM-Toulouse

mars 2024 - Présent

2 ans 8 mois

Toulouse, France

– Giving lectures on AI applied to science (physics) – Leading tutorials and lectures on aerodynamics, stress analysis, and vibratory dynamics. – Supervising digital twin projects through modeling and simulation of complex systems. – Conducting and facilitating practical lab sessions (TP).

Research Collaborator (Secondment)

Cassino University

– Designed and developed a new type of Eddy current probe using 3D printing for a professional experimental setup of the Eddy-Current Non Destructive Testing (ECNDT) inspection method, applied to aeronautical structures with distorted surfaces.

Research Collaborator (Secondment)

NewCastle University

– Successfully completed the first secondment by extending the ECNDT model to include thermal analysis, improving flexibility by incorporating ECPT-NDT for composite materials. – Led to a formidable comparison between simulated data and experimental data and validated the model accurately for commercialisation.

PhD-Early Stage Research

CEA-List

sept. 2017 - oct. 2020

3 ans 2 mois

– Developed real-time numerical simulation models for NDT inspection procedures for aeronautical specimens with different types of probes. – Enhanced an existing model for aluminum alloys to incorporate more complex materials, such as unidirectional composite materials. – Configured and monitored NDT inspection measurements, including eddy current and thermography techniques.

Internship

Dassault System

mars 2017 - août 2017

6 mois

– Real-time & multi-scale numerical simulations for aeroacoustics. – Numerical approach development for model order reduction.

Internship

ESI Group

juin 2016 - août 2016

3 mois

– Data analysis – Automation of finite element solvers for the PROCAST software.

Internship

Stelia Aerospace

juin 2015 - août 2015

3 mois

– Quality inspection in fuselage production chain.


Formation

Paris Saclay University

PhD, Physics and Applied Mathematics

2017 - 2020

3 ans 1 mois

ENSTA ParisTech

Dual degree master / engineer, modeling and numerical simulations

2015 - 2017

2 ans 1 mois

ENIT - MInds

Engineer, Modeling & Simulation

2014 - 2015

1 an 1 mois

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