Using Knowledge Representation and Task Planning for Robot-agnostic Skills on the Example of Contact-Rich Wiping Tasks
Not on the map. Why?
Abstract (arXiv)
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.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 12 of its 46 references that are in the map. First posted on arXiv 27 Aug 2023.
Builds on
12 of 46 references.
References · 12
- 2017Behavior Trees in Robotics and AI: An Introductioncited by 107
- 2020A Survey of Behavior Trees in Robotics and AIcited by 55
- 2016CoSTAR: Instructing Collaborative Robots with Behavior Trees and Visioncited by 20
- 2022Skill-based Multi-objective Reinforcement Learning of Industrial Robot Tasks with Planning and Knowledge Integrationcited by 10
- 2022Learning Skill-based Industrial Robot Tasks with User Priorscited by 9
- 2023Learning to Adapt the Parameters of Behavior Trees and Motion Generators (BTMGs) to Task Variationscited by 5
- 2021Learning of Parameters in Behavior Trees for Movement Skillscited by 4
- 2022Combining Planning, Reasoning and Reinforcement Learning to solve Industrial Robot Taskscited by 4
- 2021Productive Multitasking for Industrial Robotscited by 3
- 2017The CARESSES EU-Japan project: making assistive robots culturally competentcited by 2
- 2022A C++ Implementation of a Cartesian Impedance Controller for Robotic Manipulatorscited by 2
- 2019Inverse Kinematics with Forward Dynamics Solvers for Sampled Motion Trackingcited by 1
Built on by
Citing papers per year: 2024: 1.
1 paper.