Autonomous Skill Acquisition on a Mobile Manipulator
Konidaris, George (Massachusetts Institute of Technology) | Kuindersma, Scott (University of Massachusetts Amherst) | Grupen, Roderic (University of Massachusetts Amherst) | Barto, Andrew (University of Massachusetts Amherst)
We describe a robot system that autonomously acquires skills through interaction with its environment. The robot learns to sequence the execution of a set of innate controllers to solve a task, extracts and retains components of that solution as portable skills, and then transfers those skills to reduce the time required to learn to solve a second task.
Aug-4-2011
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