Energy Based Method for Model Structured Neural Networks

Position: Research appointment (pre-doc) Institute: Uni. Trento
Posted on: 05/02/2026 Deadline: 26/02/2026

Scientific-Disciplinary Group

09/IIND-02 - Applied Mechanics

Description

The development of artificial intelligence systems for advanced autonomous applications requires learning models that ensure not only high performance, but also physical consistency, stability, and interpretability. In this context, the project aims to extend and enhance an open-source framework for model-structured neural networks by integrating physics-inspired energy-based approaches, such as Hamiltonian Neural Networks, Port–Hamiltonian systems, and related energy-based models, for the modeling, estimation, and control of dynamical systems. ..

Number of positions

1

Funding body

Università degli Studi di Trento