Dependable Control and Decision group

New PostDoc position in DECODE

Published:30.06.22 — A PostDoc position is available within the Dependable Control and Decision group (DECODE) of EPFL (Switzerland) in the broad area of data-based control and learning. Candidates with a strong methodological background and motivated by research on theory and algorithms are encouraged to apply. More details can be found under Open Positions in the menu.

Contractive neural networks are robust against noise

Published:30.06.22 — Robust Classification using Contractive Hamiltonian Neural ODEs

Shreyaa Raghavan joins the DECODE group

Published:18.05.22 —

Contractivity promotes robustness of neural networks

Published:17.05.22 — On Robust Classification using Contractive Hamiltonian Neural ODEs

New method for robust online joint state/input/parameter estimation

Published:16.05.22 — Research on robust identification of electrical grid parameters lead us to devlop the AIRLS algorithm. It is an online method capable of tracking parameter changes in linear systems, even in the presence of noise and outliers in the measurements of all variables.

Port-Hamiltonian NNs for distributed control: oral presentation L4DC

Published:12.05.22 — Our paper on port-Hamiltonian neural networks for distributed control with stability guarantees has been accepted for an oral presentation in the 4th Annual Learning for Dynamics & Control (L4DC) Conference. It will be held at Stanford University, USA, on June 23 – 24, 2022.

Master project in collaboration with Johnson Electric

Published:19.01.22 — We are looking for motivated students for the master project " Actuator subjective noise detection via AI assisted time series analysis", to be developed in collaboration with Johnson Electric

Presentation on Bayesian distribution grid identification

Published:09.12.21 — Watch the talk at CDC 2021 the 15th of December at 15:45, during the invited session on Machine Learning for Control of Power Systems.

New Award of the IEEE CSS Swiss Chapter

Published:02.12.21 — We are happy to announce the first edition of the "IEEE Control Systems Society – Swiss Chapter Young Author Best Journal Paper Award". The award, sponsored by the Swiss Chapter of the IEEE Control System Society, addresses young researchers who have recently published papers in a journal of the society. More details about eligibility conditions are provided in this page.