untitled Automation & Robotics Research Institute (ARRI) The University of Texas at Arlington, USA F.L. Lewis, Dan Popa Talk available online at http://ARRI.uta.edu/acs Reinforcement Methods for Autonomous Online Learning of Optimal Robot Behaviors Supported by : NSF - Paul Werbos ARO- Sam Stanton AFOSR- Fariba Fahroo Bristol Robotics Lab, University of Bristol, UK Guido Herrmann  Optimal Control

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bruyninckx.pptx 1 Hanyang University Il Hong Suh 2012.4.17 Evolution of Species Bacteria cyanobacteria trilobite fish Amphibia Dinosaur Mammalia Human 3.8 billon y ears 1 billon ye ars 700 million y ears eukaryote 1.8 million years Origin of L anguage Darwinian Creature Skinnerian Creature Popporian Creature Gregorian Creature 542 million y ears Cambrian ex plosion 2 billon ye ars Simple cel ls Co

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Slide 1 Challenges in adapting imitation and reinforcement learning to compliant robots Sylvain Calinon Learning & Interaction Group Department of Advanced Robotics Italian Institute of Technology (IIT) www.programming-by-demonstration.org/learning-and-interaction/ LCCC Symposium on Robotic Skill Learning and Cognition Lund, 17-19 April 2012 Italian Institute of Technology (IIT) • Created in 2003,

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movement intelligence before control a story on where to look in biology Patrick van der Smagt bionics und assistive robotics Institute of Robotics and Mechatronics DLR Oberpfaffenhofen biomimetic robotics and machine learning Faculty for Informatics Technische Universität München biology-inspired approach to robotics #1: movement intelligence is caused by superior control (“a robot with a biologi

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