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Shamil Mamedov

4 accepted papers

2025

Learning Deformable Linear Object Dynamics From a Single Trajectory

RA-L 2025

The dynamic manipulation of deformable objects poses a significant challenge in robotics. While model-based approaches for controlling such objects hold significant potential, their effectiveness hinges on the availability of an accurate and computationally efficient dynamics model. This work focuse

Cited by 4SourceScholar
2024

Pseudo-rigid body networks: learning interpretable deformable object dynamics from partial observations

IROS 2024poster

Accurately predicting deformable linear object (DLO) dynamics is challenging, especially when the task requires a model that is both human-interpretable and computationally efficient. In this work, we draw inspiration from the pseudo-rigid body method (PRB) and model a DLO as a serial chain of rigid…

Cited by 0SourceScholar
2024

Safe Imitation Learning of Nonlinear Model Predictive Control for Flexible Robots

IROS 2024poster

Flexible robots may overcome some of the industry’s major challenges, such as enabling intrinsically safe human-robot collaboration and achieving a higher payload-to-mass ratio. However, controlling flexible robots is complicated due to their complex dynamics, which include oscillatory behavior and…

Cited by 2SourcecodeScholar
2023

An Optimal Open-Loop Strategy for Handling a Flexible Beam with a Robot Manipulator

ICRA 2023poster

Fast and safe manipulation of flexible objects with a robot manipulator necessitates measures to cope with vibrations. Existing approaches either increase the task execution time or require complex models and/or additional instrumentation to measure vibrations. This paper develops a model-based meth…

Cited by 2SourcecodeScholar