Qualitative Planning of Object Pushing by a Robot

作者: Domen Šoberl , Jure Žabkar , Ivan Bratko

DOI: 10.1007/978-3-319-25252-0_44

关键词:

摘要: Pushing is often used by robots as a simple way to manipulate the environment and has in past been well studied from kinematic numerical perspective. The paper proposes qualitative approach pushing convex polygonal objects wheeled robot through single point contact. We show that using reasoning, dynamics can be described concise intuitive manner, still sufficient control successfully objects. Using QUIN program on data collected our while experimentally of various shapes, we induce model pushing. This then planning algorithm push previously unused shapes given goal configurations. produced trajectories are compared smooth geometric solutions. Results correctness efficiency algorithm.

参考文章(16)
David T. Hau, Enrico W. Coiera, Learning Qualitative Models of Dynamic Systems inductive logic programming. ,vol. 26, pp. 177- 211 ,(1997) , 10.1023/A:1007317323969
Claude Sammut, Tak Fai Yik, Multistrategy Learning for Robot Behaviours Advances in Machine Learning I. pp. 457- 476 ,(2010) , 10.1007/978-3-642-05177-7_23
Benjamin J. Kuipers, Ina Kraan, Bradley L. Richards, Automatic abduction of qualitative models national conference on artificial intelligence. pp. 723- 728 ,(1992)
Johan De Kleer, John Seely Brown, A qualitative physics based on confluences Artificial Intelligence. ,vol. 24, pp. 7- 83 ,(1984) , 10.1016/0004-3702(84)90037-7
Kenneth D. Forbus, Qualitative process theory Artificial Intelligence. ,vol. 24, pp. 178- 219 ,(1984) , 10.1016/0004-3702(84)90038-9
A.C.Cem Say, Selahattin Kuru, Qualitative system identification: deriving structure from behavior Artificial Intelligence. ,vol. 83, pp. 75- 141 ,(1996) , 10.1016/0004-3702(95)00016-X
Kevin M. Lynch, Matthew T. Mason, Stable pushing: mechanics, controllability, and planning The International Journal of Robotics Research. ,vol. 15, pp. 533- 556 ,(1996) , 10.1177/027836499601500602
Subbarao Kambhampati, Terry Zimmerman, Learning-assisted automated planning: looking back, taking stock, going forward Ai Magazine. ,vol. 24, pp. 73- 96 ,(2003) , 10.1609/AIMAG.V24I2.1705
Jonathan Mugan, Benjamin Kuipers, Autonomous Learning of High-Level States and Actions in Continuous Environments IEEE Transactions on Autonomous Mental Development. ,vol. 4, pp. 70- 86 ,(2012) , 10.1109/TAMD.2011.2160943