Exchanging Action-Related Information among Autonomous Robots

In this paper, we describe representations and inference techniques that are used in the RoboEarth system for the web-based exchange of information between robots. We present novel representations for environment maps that combine expressive semantic environment models with techniques for selecting suitable maps from the web-based RoboEarth knowledge base. We further propose techniques for improving class-level object models with additional information as needed for distributed learning of object properties. In an integrated experiment, we show that the system enables robots to perform mobile manipulation tasks including the retrieval of suitable environment maps and the estimation and exchange of object property information.

[1]  Moritz Tenorth,et al.  The RoboEarth language: Representing and exchanging knowledge about actions, objects, and environments , 2012, 2012 IEEE International Conference on Robotics and Automation.

[2]  Moritz Tenorth,et al.  RoboEarth - A World Wide Web for Robots , 2011, ICRA 2011.

[3]  Remi Arnaud,et al.  COLLADA: Sailing the Gulf of 3D Digital Content Creation , 2006 .

[4]  P. D. O'Brien,et al.  FIPA — Towards a Standard for Software Agents , 1998 .

[5]  Michael Beetz,et al.  Towards semantic robot description languages , 2011, 2011 IEEE International Conference on Robotics and Automation.

[6]  Arjohn Kampman,et al.  SeRQL: A Second Generation RDF Query Language , 2003 .

[7]  Wolfram Burgard,et al.  Learning Kinematic Models for Articulated Objects , 2009, IJCAI.

[8]  Moritz Tenorth,et al.  CRAM — A Cognitive Robot Abstract Machine for everyday manipulation in human environments , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[9]  Matthias Jüngel,et al.  XABSL - A Pragmatic Approach to Behavior Engineering , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[10]  Moritz Tenorth,et al.  KNOWROB-MAP - knowledge-linked semantic object maps , 2010, 2010 10th IEEE-RAS International Conference on Humanoid Robots.

[11]  Moritz Tenorth,et al.  KNOWROB — knowledge processing for autonomous personal robots , 2009, 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[12]  James A. Hendler,et al.  HTN Planning: Complexity and Expressivity , 1994, AAAI.

[13]  Rainer Drath,et al.  AutomationML - the glue for seamless automation engineering , 2008, 2008 IEEE International Conference on Emerging Technologies and Factory Automation.