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Andrea M Tonello

5 accepted papers

2025

Energy Shaping Control in Underactuated Robot Systems With Underactuation Degree Two

RA-L 2025

Stabilizing a 6DOF underactuated mechanical system (<inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$\mathbb {R}^{3} \times SO(3)$</tex-math></inline-formula>) without a cascade structure while utilizing a full-stat

Cited by 5SourceScholar
2024

Investigating Integral Reinforcement Learning to Achieve Asymptotic Stability in Underactuated Mechanical Systems

RA-L 2024

This letter introduces an innovative data-driven integral reinforcement learning (IRL) algorithm for the control of a class of underactuated mechanical systems. We propose a novel value function that allows shaping and learning the potential energy of an underactuated system and to drive it to a des

Cited by 4SourceScholar
2024

Mutual Information Estimation via $f$-Divergence and Data Derangements

NeurIPS 2024poster

Estimating mutual information accurately is pivotal across diverse applications, from machine learning to communications and biology, enabling us to gain insights into the inner mechanisms of complex systems. Yet, dealing with high-dimensional data presents a formidable challenge, due to its size an…