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Learning to Be a Good Tour-Guide Robot

Rainer Granados, José Javier and Galán López, Ramón (2011) Learning to Be a Good Tour-Guide Robot. In: 9th International Conference on Machine Learning and Applications, ICMLA 2010 , 12/12/2010 - 14/12/2010, Washington, EEUU.

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Item Type:Presentation at Congress or Day (Article)
Authors/Creators:
Creators NameCreators email (if known)
Rainer Granados, José Javier
Galán López, Ramón
Title:Learning to Be a Good Tour-Guide Robot
Event Title:9th International Conference on Machine Learning and Applications, ICMLA 2010
Event Dates:12/12/2010 - 14/12/2010
Event Location:Washington, EEUU
Title of Book:Proceedings of the 9th International Conference on Machine Learning and Applications, ICMLA 2010
Publisher:IEEE
Date:February 2011
ISBN:978-1-4244-9211-4
Department:Automation, Electronic Engineering and Industrial Computers
Faculty:E.T.S.I. Industrial (UPM)
Creative Commons licenses:Recognition - No derivative works - No commercial
Item ID:7924
Subjects:Robotics and Industrial Computer

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Official URL: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5708891&tag=1

Abstract

Thanks to the numerous attempts that are being made to develop autonomous robots, increasingly intelligent and cognitive skills are allowed. This paper proposes an automatic presentation generator for a robot guide, which is considered one more cognitive skill. The presentations are made up of groups of paragraphs. The selection of the best paragraphs is based on a semantic understanding of the characteristics of the paragraphs, on the restrictions defined for the presentation and by the quality criteria appropriate for a public presentation. This work is part of the ROBONAUTA project of the Intelligent Control Research Group at the Universidad Politécnica de Madrid to create "awareness" in a robot guide. The software developed in the project has been verified on the tour-guide robot Urbano. The most important aspect of this proposal is that the design uses learning as the means to optimize the quality of the presentations. To achieve this goal, the system has to perform the optimized decision making, in different phases. The modeling of the quality index of the presentation is made using fuzzy logic and it represents the beliefs of the robot about what is good, bad, or indifferent about a presentation. This fuzzy system is used to select the most appropriate group of paragraphs for a presentation. The beliefs of the robot continue to evolving in order to coincide with the opinions of the public. It uses a genetic algorithm for the evolution of the rules. With this tool, the tour guide-robot shows the presentation, which satisfies the objectives and restrictions, and automatically it identifies the best paragraphs in order to find the most suitable set of contents for every public profile.

Item Type:Presentation at Congress or Day (Article)
Uncontrolled Keywords:Cognitive systems; learning; autonomous robot; fuzzy systems; decision making.
Subjects:Robotics and Industrial Computer
Código ID:7924
Depositado Por:Memoria Investigacion
Depositado el:15 Jul 2011 13:33
Last Modified:15 Jul 2011 13:33

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