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A ROS Package for Human-In-the-Loop Planning and Control under Linear Temporal Logic Tasks

Baran, Robin (author)
KTH,Reglerteknik
Tan, Xiao (author)
KTH,Reglerteknik
Várnai, Péter (author)
KTH,Reglerteknik
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Yu, Pian (author)
KTH,Reglerteknik
Ahlberg, Sofie (author)
KTH,Reglerteknik
Guo, Meng, 1988- (author)
KTH,Reglerteknik
Shaw Cortez, Wenceslao E. (author)
KTH,Reglerteknik
Dimarogonas, Dimos V. (author)
KTH,Reglerteknik
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 (creator_code:org_t)
Institute of Electrical and Electronics Engineers (IEEE), 2021
2021
English.
In: IEEE International Conference on Automation Science and Engineering. - : Institute of Electrical and Electronics Engineers (IEEE). ; , s. 2182-2187
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • 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.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Robotteknik och automation (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Robotics (hsv//eng)

Keyword

Behavioral research
Computer circuits
High level languages
Level control
Machine design
Robot programming
Temporal logic
Human-in-the-loop
Inverse learning
Learn
Linear temporal logic
Planning and control
Robot plan
Robotic systems
Software use
Task specifications
Temporal logic specifications
Specifications

Publication and Content Type

ref (subject category)
kon (subject category)

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By the author/editor
Baran, Robin
Tan, Xiao
Várnai, Péter
Yu, Pian
Ahlberg, Sofie
Guo, Meng, 1988-
show more...
Shaw Cortez, Wen ...
Dimarogonas, Dim ...
show less...
About the subject
ENGINEERING AND TECHNOLOGY
ENGINEERING AND ...
and Electrical Engin ...
and Robotics
Articles in the publication
By the university
Royal Institute of Technology

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