Reinforcement Learning of Bimanual Robot Skills

Reinforcement Learning of Bimanual Robot Skills КНИГИ » ТЕХНИЧЕСКИЕ НАУКИ

Название: Reinforcement Learning of Bimanual Robot Skills
Автор: Adri? Colom? and Carme Torras
Издательство: Springer
Год: 2019
Формат: EPUB
Размер: 33 Мб
Язык: английский / English

This book tackles all the stages and mechanisms involved in the learning of manipulation tasks by bimanual robots in unstructured settings, as it can be the task of folding clothes. The first part describes how to build an integrated system, capable of properly handling the kinematics and dynamics of the robot along the learning process. It proposes practical enhancements to closed-loop inverse kinematics for redundant robots, a procedure to position the two arms to maximize workspace manipulability, and a dynamic model together with a disturbance observer to achieve compliant control and safe robot behavior.

In the second part, methods for robot motion learning based on movement primitives and direct policy search algorithms are presented. To improve sampling efficiency and accelerate learning without deteriorating solution quality, techniques for dimensionality reduction, for exploiting low-performing samples, and for contextualization and adaptability to changing situations are proposed.

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