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Marcelo Becker

5 accepted papers

2026

Floating-Base Deep Lagrangian Networks

ICRA 2026poster

Grey-box methods for system identification combine deep learning with physics-informed constraints, capturing complex dependencies while improving out-of-distribution generalization. Despite the growing importance of floating-base systems such as humanoids and quadrupeds, current grey-box models ign…

2026

Load-Bearing Assessment for Safe Locomotion of Quadruped Robots on Collapsing Terrain

ICRA 2026poster

Collapsing terrains, often present in search and rescue missions or planetary exploration, pose significant challenges for quadruped robots. This paper introduces a robust locomotion framework for safe navigation over unstable surfaces by integrating terrain probing, load-bearing analysis, motion pl…

2025

Load-Bearing Assessment for Safe Locomotion of Quadruped Robots on Collapsing Terrain

RA-L 2025

Collapsing terrains, often present in search and rescue missions or planetary exploration, pose significant challenges for quadruped robots. This paper introduces a robust locomotion framework for safe navigation over unstable surfaces by integrating terrain probing, load-bearing analysis, motion pl

Cited by 0SourceScholar
2023

CropNav: a Framework for Autonomous Navigation in Real Farms

ICRA 2023poster

Small robots that can operate under the plant canopy can enable new possibilities in agriculture. However, unlike larger autonomous tractors, autonomous navigation for such under canopy robots remains an open challenge because Global Navigation Satellite System (GNSS) is unreliable under the plant c…

Cited by 13SourceScholar
2022

Electromyography-Based, Robust Hand Motion Classification Employing Temporal Multi-Channel Vision Transformers

RA-L 2022

With an increasing use of robotic and bionic devices for the execution of everyday life, complex tasks, Electromyography (EMG) based interfaces are being explored as candidate technologies for facilitating an intuitive interaction with such devices. However, EMG-based interfaces typically require ap

Cited by 30SourceScholar