In this paper, we propose a closed-loop sensitivity-based approach to enhance the robustness of robotic non-prehensile dynamic manipulation tasks. The proposed method aims at fulfilling the transportation of an object, that is free to move on a tray-shaped robot end-effector, in face of not perfectly known nominal dynamic parameters. The approach is built up on taking the parameterized reference trajectory to be tracked as the optimization variable minimizing a norm of the task closed-loop sensitivity. The resulting optimal reference trajectory is inherently more robust to the parametric variations of object dynamic properties compared to a baseline trajectory execution. The tracking performance is assessed and validated along hardware experiments and an extensive simulation campaign assessing the superior robustness of our approach.
Robust Nonprehensile Dynamic Object Transportation: A Closed-Loop Sensitivity Approach / Teimoorzadeh, Ainoor; Pupa, Andrea; Selvaggio, Mario; Haddadin, Sami. - (2025), pp. 9192-9198. ( 2025 IEEE International Conference on Robotics and Automation, ICRA 2025 Georgia World Congress Center, 285 Andrew Young International Blvd NW, usa 2025) [10.1109/icra55743.2025.11127885].
Robust Nonprehensile Dynamic Object Transportation: A Closed-Loop Sensitivity Approach
Selvaggio, Mario;
2025
Abstract
In this paper, we propose a closed-loop sensitivity-based approach to enhance the robustness of robotic non-prehensile dynamic manipulation tasks. The proposed method aims at fulfilling the transportation of an object, that is free to move on a tray-shaped robot end-effector, in face of not perfectly known nominal dynamic parameters. The approach is built up on taking the parameterized reference trajectory to be tracked as the optimization variable minimizing a norm of the task closed-loop sensitivity. The resulting optimal reference trajectory is inherently more robust to the parametric variations of object dynamic properties compared to a baseline trajectory execution. The tracking performance is assessed and validated along hardware experiments and an extensive simulation campaign assessing the superior robustness of our approach.| File | Dimensione | Formato | |
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