Internship opportunity (INRAE–IFREMER): Metamodeling of a coastal ocean model (Toulouse/Brest)

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Heloise Muller

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Nov 5, 2025, 8:18:18 AM (12 days ago) Nov 5
to coasta...@udel.edu

Dear colleagues,

Please find below an internship offer that may be of interest to your students.

Title:
Comparison of approaches for metamodeling a coastal ocean physical model (hydrodynamics and sediment transport)

Context:
In the context of global change, modeling coastal and biogenic habitats (seagrass beds, coral reefs, mangroves) is crucial for anticipating their evolution and guiding management strategies.
This internship is part of a collaboration between INRAE (MIAT unit, Toulouse) and IFREMER (DYNECO/DHYSED, Brest), focusing on developing metamodels to reduce the computational cost of coupled physical–biological models applied to the Arcachon Bay and Reunion Island lagoon cases study.

Objective:
To compare several metamodeling approaches (Gaussian Process Regression, Random Forests, Boosted Regression Trees, Neural Networks) to reproduce the physical component of a coastal ocean model and provide synthetic environmental data to an ecological model.

Duration and location:
6 months starting from January-March 2026, based at INRAE MIAT (Toulouse), in close collaboration with the IFREMER DYNECO/DHYSED team (Brest).

Supervisors:
Nathalie Peyrard & Ronan Trépos (INRAE MIAT, Toulouse)
Héloïse Muller (IFREMER DYNECO/DHYSED, Brest)

Application:
Please send your CV and a motivation letter) to:
📧 nathalie...@inrae.frronan....@inrae.frheloise...@ifremer.fr

More about MIAT unit: https://miat.inrae.fr/

Kind regards,


Héloïse Muller

Unité DYNamiques des Ecosystèmes CÔtiers 
Laboratoire DHYSED
ZI Pointe du Diable
CS1007 29280 PLOUZANE
Tel: +33 (0) 2 98 22 44 00




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