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
- Country:
- North America > United States > Massachusetts (0.29)
- Industry:
- Education (0.84)
- Technology:
- Information Technology > Artificial Intelligence
- Machine Learning (1.00)
- Robots (1.00)
- Information Technology > Artificial Intelligence