Development of model-structured neural networks for modelling, estimation, and control of autonomous robotic systems

Position: Post-doctoral research contract Institute: Uni. Trento
Posted on: 05/02/2026 Deadline: 26/02/2026

Scientific-Disciplinary Group

09/IIND-02 - Applied Mechanics

Description

The development of advanced autonomous robotic intelligence requires methodologies and tools that enable the efficient deployment of learning-based solutions on embedded and resource-constrained hardware platforms. In this context, this project aims to develop an open-source, modular, and scalable framework for the design and implementation of model-structured neural networks for modeling, estimation, and control of physical systems. These networks explicitly incorporate prior knowledge of the underlying physical processes, reducing model complexity, computational cost, and data requirements while improving interpretability and suitability for real-time embedded applications.

Number of positions

1

Funding body

Università degli Studi di Trento