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Título: | Study of the anchoring problem in generalist robots based on ROSPlan |
Autor: | Escudero-Rodrigo, Diego CSIC; Alquézar Mancho, Renato CSIC | Palabras clave: | AI planning Generalist robots ROS Human-robot interaction Action grounding PDDL Anchoring problem AI learning |
Fecha de publicación: | 2016 | Editor: | IOS Press | Citación: | Proceedings of the 19th International Conference of the Catalan Association for Artificial Intelligence: 45-50 (2016) | Serie: | Frontiers in Artificial Intelligence and Applications 288 | Resumen: | In real life environments where robots must deal with complex situations and humans, generalist robots that adapt to novel situations are needed. They are composed by two sub-systems: perception/actuation and knowledge representation, and they need that symbols in the high-level area are coupled to objects and actions of the low-level area. This is the so-called Anchoring Problem. In this paper we present the system we are using to study this problem. It is based on ROSPlan, a framework that provides a generic method for task planning in a ROS system. The high-level area is composed by a planner that uses PDDL files and a knowledge representation system, while the low-level area is defined as a set of robot services exported using ROS actions, services and topics. We plan to contribute to this problem by applying human-robot interaction and learning techniques, and our main objectives are: (1) link an existing symbol with a learned action by interaction, and (2) automated code generation of ad-hoc ROS nodes that connect symbols to specific perceptions/actions. | Descripción: | Trabajo presentado a la 19th International Conference of the Catalan Association for Artificial Intelligence (CCIA), celebrada en Barcelona (España) del 19 al 21 de octubre de 2016. | Versión del editor: | https://doi.org/10.3233/978-1-61499-696-5-45 | URI: | http://hdl.handle.net/10261/167227 | DOI: | 10.3233/978-1-61499-696-5-45 | Identificadores: | doi: 10.3233/978-1-61499-696-5-45 isbn: 978-1-61499-695-8 |
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ROSPlan.pdf | 1,19 MB | Unknown | Visualizar/Abrir |
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