Using Knowledge Representation and Task Planning for Robot-agnostic Skills on the Example of Contact-Rich Wiping Tasks

08/27/2023
by   Matthias Mayr, et al.
0

The transition to agile manufacturing, Industry 4.0, and high-mix-low-volume tasks require robot programming solutions that are flexible. However, most deployed robot solutions are still statically programmed and use stiff position control, which limit their usefulness. In this paper, we show how a single robot skill that utilizes knowledge representation, task planning, and automatic selection of skill implementations based on the input parameters can be executed in different contexts. We demonstrate how the skill-based control platform enables this with contact-rich wiping tasks on different robot systems. To achieve that in this case study, our approach needs to address different kinematics, gripper types, vendors, and fundamentally different control interfaces. We conducted the experiments with a mobile platform that has a Universal Robots UR5e 6 degree-of-freedom robot arm with position control and a 7 degree-of-freedom KUKA iiwa with torque control.

READ FULL TEXT

page 1

page 3

page 5

page 6

research
06/29/2023

SkiROS2: A skill-based Robot Control Platform for ROS

The need for autonomous robot systems in both the service and the indust...
research
06/30/2021

SQRP: Sensing Quality-aware Robot Programming System for Non-expert Programmers

Robot programming typically makes use of a set of mechanical skills that...
research
12/07/2022

Combining Planning, Reasoning and Reinforcement Learning to solve Industrial Robot Tasks

One of today's goals for industrial robot systems is to allow fast and e...
research
08/12/2022

Maximizing the Use of Environmental Constraints: A Pushing-Based Hybrid Position/Force Assembly Skill for Contact-Rich Tasks

The need for contact-rich tasks is rapidly growing in modern manufacturi...
research
03/18/2022

Skill-based Multi-objective Reinforcement Learning of Industrial Robot Tasks with Planning and Knowledge Integration

In modern industrial settings with small batch sizes it should be easy t...
research
03/16/2020

Visual Task Progress Estimation with Appearance Invariant Embeddings for Robot Control and Planning

To fulfill the vision of full autonomy, robots must be capable of reason...
research
12/19/2022

Learning-from-Observation System Considering Hardware-Level Reusability

Robot developers develop various types of robots for satisfying users' v...

Please sign up or login with your details

Forgot password? Click here to reset