Learning from demonstration for autonomous generation of robotic trajectory: Status quo and forward-looking overview

W Li, Y Wang, Y Liang, DT Pham - Advanced Engineering Informatics, 2024 - Elsevier
Learning from demonstration (LfD) enables robots to intuitively acquire new skills from
human demonstrations and incrementally evolve robotic intelligence. Given the significance …

Configuration and Force-Field Aware Variable Impedance Control With Faster Re-Learning

S Jadav, HJ Palanthandalam-Madapusi - Journal of Intelligent & Robotic …, 2024 - Springer
Variable impedance control (VIC) is rapidly becoming an important ingredient for robotic
manipulation in unstructured and uncertain environments. In such situations, it is often …

Learning compliant stiffness by impedance control-aware task segmentation and multi-objective bayesian optimization with priors

M Okada, M Komatsu, R Okumura… - 2023 IEEE/RSJ …, 2023 - ieeexplore.ieee.org
Rather than traditional position control, impedance control is preferred to ensure the safe
operation of industrial robots programmed from demonstrations. However, variable stiffness …

A Planning Framework for Robotic Insertion Tasks via Hydroelastic Contact Model

L Yang, MZ Ariffin, B Lou, C Lv, D Campolo - Machines, 2023 - mdpi.com
Robotic contact-rich insertion tasks present a significant challenge for motion planning due
to the complex force interaction between robots and objects. Although many learning-based …

Shared Autonomy via Variable Impedance Control and Virtual Potential Fields for Encoding Human Demonstration

S Jadav, J Heidersberger, C Ott, D Lee - arXiv preprint arXiv:2403.12720, 2024 - arxiv.org
This article introduces a framework for complex human-robot collaboration tasks, such as
the co-manufacturing of furniture. For these tasks, it is essential to encode tasks from human …

Effective learning and online modulation for robotic variable impedance skills

X Zhai, Y Ou, Z Xu, L Jiang, X Zhou… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Learning robot manipulation skills from human demonstration is one of the key technologies
for the cooperative robot. However, the traditional learning methods are difficult to be rapidly …

Iterative assist-as-needed control with skill learning for physical human-robot interaction

R Cao, L Cheng, W Xue - IFAC-PapersOnLine, 2023 - Elsevier
Collaborative robots referring to physical human-robot interaction applications have drawn
considerable attention. There have been lots of methods based on skill learning to help …