Learning from demonstration for autonomous generation of robotic trajectory: Status quo and forward-looking overview
Learning from demonstration (LfD) enables robots to intuitively acquire new skills from
human demonstrations and incrementally evolve robotic intelligence. Given the significance …
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 …
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
Rather than traditional position control, impedance control is preferred to ensure the safe
operation of industrial robots programmed from demonstrations. However, variable stiffness …
operation of industrial robots programmed from demonstrations. However, variable stiffness …
A Planning Framework for Robotic Insertion Tasks via Hydroelastic Contact Model
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 …
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
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 …
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 …
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 …
considerable attention. There have been lots of methods based on skill learning to help …