Abstract:
In this paper, we propose a ROS software package for planning and control of robotic systems with a human-in-the-Ioop focus. The software uses temporal logic specificatio...Show MoreMetadata
Abstract:
In this paper, we propose a ROS software package for planning and control of robotic systems with a human-in-the-Ioop focus. The software uses temporal logic specifications, specifically Linear Temporal Logic, for a language-based method to develop correct-by-design high level robot plans. The approach is structured to allow a human to adjust the high-level plan online. A human may also take control of the robot (in a low-level control fashion), but the software prevents the human from implementing dangerous behaviour that would violate the high-level task specification. Finally, the planner is able to learn human-preferred high-level tasks by tracking human low-level control inputs in an inverse learning framework. The proposed approach is demonstrated in a warehouse setting with multiple robot agents to showcase the efficacy of the proposed solution.
Date of Conference: 23-27 August 2021
Date Added to IEEE Xplore: 05 October 2021
ISBN Information:
ISSN Information:
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- IEEE Keywords
- Index Terms
- Robot Operating System ,
- Temporal Logic ,
- Linear Temporal Logic ,
- Linear Temporal Logic Task ,
- Specific Tasks ,
- Robot Control ,
- Low-level Control ,
- Human Input ,
- High-level Tasks ,
- Robot Control System ,
- High-level Planner ,
- Infinity ,
- Workspace ,
- Weight Function ,
- Types Of Agents ,
- Motion Model ,
- Transit System ,
- Mobile Robot ,
- Binary String ,
- Transition Function ,
- Hard Task ,
- Inverse Reinforcement Learning ,
- Human Preferences ,
- Task Format ,
- Human-robot Collaboration ,
- Trap States ,
- Robot Motion ,
- Starting State ,
- Robot Manipulator ,
- Velocity Commands
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Robot Operating System ,
- Temporal Logic ,
- Linear Temporal Logic ,
- Linear Temporal Logic Task ,
- Specific Tasks ,
- Robot Control ,
- Low-level Control ,
- Human Input ,
- High-level Tasks ,
- Robot Control System ,
- High-level Planner ,
- Infinity ,
- Workspace ,
- Weight Function ,
- Types Of Agents ,
- Motion Model ,
- Transit System ,
- Mobile Robot ,
- Binary String ,
- Transition Function ,
- Hard Task ,
- Inverse Reinforcement Learning ,
- Human Preferences ,
- Task Format ,
- Human-robot Collaboration ,
- Trap States ,
- Robot Motion ,
- Starting State ,
- Robot Manipulator ,
- Velocity Commands