Robot Learning by Visual Observation

£103.95

Robot Learning by Visual Observation

Electronics and communications engineering Robotics Machine learning

Authors: Aleksandar Vakanski, Farrokh Janabi-Sharifi

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Language: English

Published by: Wiley

Published on: 13th January 2017

Format: LCP-protected ePub

Size: 12 Mb

ISBN: 9781119091998


Introduction

This book presents programming by demonstration for robot learning from observations with a focus on the trajectory level of task abstraction

Key Topics

  • Discusses methods for optimization of task reproduction, such as reformulation of task planning as a constrained optimization problem
  • Focuses on regression approaches, such as Gaussian mixture regression, spline regression, and locally weighted regression
  • Concentrates on the use of vision sensors for capturing motions and actions during task demonstration by a human task expert

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