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Learning insertion task of a flexible beam by virtual agents
Description
Proposes a method to learn the typical assembly operation of inserting a flexible wire into hole. The input space is divided into different contexts. Several virtual agents based on a learning automaton are constructed in the output space. Through learning, the agents can learn optimal actions according to different contexts, and achieve the insertion task together. The paper also proposes a computation approach based on a multi-body model to simulate the insertion process. The simulation results of a 2D insertion operation prove the feasibility of the proposed methods.
Journal
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- Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292)
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Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292) 3 3290-3295, 2003-06-25
IEEE