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A Unified Decision-...
A Unified Decision-Theoretic Model for Information Gathering and Communication Planning
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- Renoux, Jennifer, 1989- (author)
- Örebro universitet,Institutionen för naturvetenskap och teknik,Center for Applied Autonomous Sensor Systems
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- Veiga, Tiago S. (author)
- Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway; Institute for Systems and Robotics, Instituto Superior Tecnico, University of Lisbon, Portugal
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- Lima, Pedro U. (author)
- Institute for Systems and Robotics, Instituto Superior Tecnico, University of Lisbon, Portugal
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- Spaan, Matthijs T. J. (author)
- Department of Software Technology, Delft University of Technology, The Netherlands
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(creator_code:org_t)
- IEEE, 2020
- 2020
- English.
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In: 2020 29th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN). - : IEEE. - 9781728160757 - 9781728160764 ; , s. 67-74
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Subject headings
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- We consider the problem of communication planning for human-machine cooperation in stochastic and partially observable environments. Partially Observable Markov Decision Processes with Information Rewards (POMDPs-IR) form a powerful framework for information-gathering tasks in such environments. We propose an extension of the POMDP-IR model, called a Communicating POMDP-IR (com-POMDP-IR), that allows an agent to proactively plan its communication actions by using an approximation of the human's beliefs. We experimentally demonstrate the capability of our com-POMDPIR agent to limit its communication to relevant information and its robustness to lost messages.
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
- Computer Science
- Datavetenskap
Publication and Content Type
- ref (subject category)
- kon (subject category)
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