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Melya Boukheddimi

5 accepted papers

2026

Unlocking the Potential of Soft Actor-Critic for Imitation Learning

ICRA 2026poster

Learning-based methods have enabled robots to acquire bio-inspired movements with increasing levels of naturalness and adaptability. Among these, Imitation Learning (IL) has proven effective in transferring complex motion patterns from animals to robotic systems. However, current state-of-the-art fr…

2025

Parallel Transmission Aware Co-Design: Enhancing Manipulator Performance Through Actuation-Space Optimization

IROS 2025

In robotics, structural design and behavior optimization have long been considered separate processes, resulting in the development of systems with limited capabilities. Recently, co-design methods have gained popularity, where bi-level formulations are used to simultaneously optimize the robot desi

Cited by 1SourceScholar
2023

Investigations into Exploiting the Full Capabilities of a Series-Parallel Hybrid Humanoid Using Whole Body Trajectory Optimization

IROS 2023poster

Trajectory optimization methods have become ubiquitous for the motion planning and control of underactuated robots for e.g., quadrupeds, humanoids etc. While they have been extensively used in the case of serial or tree type robots, they are seldomly used for planning and control of robots with clos…

Cited by 6SourceScholar
2022

Introducing RH5 Manus: A Powerful Humanoid Upper Body Design for Dynamic Movements

ICRA 2022poster

It is well established that a stiff structure along with an optimal mass distribution are key features to perform dynamic movements, and parallel designs provide these characteristics to a robot. This work presents the new upper-body design of the humanoid robot RH5 named RH5 Manus with series-paral…

Cited by 18SourceScholar
2022

Robot Dance Generation with Music Based Trajectory Optimization

IROS 2022poster

Musical dancing is an ubiquitous phenomenon in the human society. Providing robots the ability to dance has the potential to make the human robot co-existence more acceptable in our society. Hence, dancing robots have generated a considerable research interest in the recent years. In this paper, we…

Cited by 6SourceScholar