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Melchert, Jonas
Publications (3 of 3) Show all publications
Loutfi, A., Coradeschi, S., Daoutis, M. & Melchert, J. (2008). Using Knowledge Representation for Perceptual Anchoring in a Robotic System. International Journal on Artificial Intelligence Tools, 17(5), 925-944
Open this publication in new window or tab >>Using Knowledge Representation for Perceptual Anchoring in a Robotic System
2008 (English)In: International Journal on Artificial Intelligence Tools, ISSN 0218-2130, Vol. 17, no 5, p. 925-944Article in journal (Refereed) Published
Abstract [en]

In this work we introduce symbolic knowledge representation and reasoning capabilities to enrich perceptual anchoring. The idea that encompasses perceptual anchoring is the creation and maintenance of a connection between the symbolic and perceptual description that refer to the same object in the environment. In this work we further extend the symbolic layer by combining a knowledge representation and reasoning (KRR) system with the anchoring module to exploit a knowledge inference mechanisms. We implemented a prototype of this novel approach to explore through initial experimentation the advantages of integrating a symbolic knowledge system to the anchoring framework in the context of an intelligent home. Our results show that using the KRR we are better able to cope with ambiguities in the anchoring module through exploitation of human robot interaction.

National Category
Engineering and Technology Computer and Information Sciences
Research subject
Computer and Systems Science
Identifiers
urn:nbn:se:oru:diva-5175 (URN)
Available from: 2009-02-24 Created: 2009-01-29 Last updated: 2024-01-02Bibliographically approved
Melchert, J., Coradeschi, S. & Loutfi, A. (2007). Knowledge representation and reasoning for perceptual anchoring. In: 19th IEEE international conference on tools with artificial intelligence, ICTAI 2007. Paper presented at 19th IEEE international conference on tools with artificial intelligence, ICTAI 2007, 29-31 Oct, Patras (pp. 129-136). New York: IEEE
Open this publication in new window or tab >>Knowledge representation and reasoning for perceptual anchoring
2007 (English)In: 19th IEEE international conference on tools with artificial intelligence, ICTAI 2007, New York: IEEE , 2007, p. 129-136Conference paper, Published paper (Refereed)
Abstract [en]

In this work we report results on the use of symbolic knowledge representation and reasoning (KRR) for perceptual anchoring. Anchoring is the creation and maintenance of a connection between the symbolic and perceptual description that refer to the same physical object in the environment. We extend the anchoring framework to manage the symbolic information in a KRR system, and to exploit this knowledge and the inference mechanism to recover from failures in the anchoring of symbols. We show a simulated scenario where the system communicates with a user to interactively resolve an ambiguous description using the knowledge base, and in particular spatial relations. This is a first step towards a KRR-supported anchoring framework that we will use for human-robot communication.

Place, publisher, year, edition, pages
New York: IEEE, 2007
National Category
Computer Sciences Engineering and Technology Computer and Information Sciences
Research subject
Computer and Systems Science
Identifiers
urn:nbn:se:oru:diva-3831 (URN)10.1109/ICTAI.2007.118 (DOI)000253292600021 ()978-0-7695-3015-4 (ISBN)
Conference
19th IEEE international conference on tools with artificial intelligence, ICTAI 2007, 29-31 Oct, Patras
Available from: 2007-08-01 Created: 2007-08-01 Last updated: 2022-11-25Bibliographically approved
Melchert, J., Coradeschi, S. & Loutfi, A. (2007). Spatial Relations for Perceptual Anchoring. In: Proceedings of AISB'07: . Paper presented at AISB'07 Artificial and Ambient Intelligence, April 2nd-5th 2007, Newcastle University, Newcastle upon Tyne, UK (pp. 459-463).
Open this publication in new window or tab >>Spatial Relations for Perceptual Anchoring
2007 (English)In: Proceedings of AISB'07, 2007, p. 459-463Conference paper, Published paper (Other academic)
Abstract [en]

In this work we show how a mobile robot can use spatial information of objects to improve communication with humans and other devices located in an intelligent environment. In particular, this work focuses on using spatial relations to facilitate the creation of a connection between symbolic and perceptual representation that refer to the same physical object (anchoring). We extend an anchoring framework to include a set of binary spatial relations which can then be used to exchange information about objects with a human user. To illustrate the performance of the framework, a number of scenarios are presented using a mobile robot. These scenarios are a first step towards the goal of having mobile robots integrated in an intelligent environment and communicating with human users.

National Category
Engineering and Technology Computer and Information Sciences
Research subject
Computer and Systems Science
Identifiers
urn:nbn:se:oru:diva-3323 (URN)
Conference
AISB'07 Artificial and Ambient Intelligence, April 2nd-5th 2007, Newcastle University, Newcastle upon Tyne, UK
Available from: 2008-12-01 Created: 2008-12-01 Last updated: 2022-08-05Bibliographically approved
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