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Kniha Learning for Adaptive and Reactive Robot Control Aude Billard

Learning for Adaptive and Reactive Robot Control

A Dynamical Systems Approach

Autor: Aude Billard, Sina Mirrazavi
Jazyk: Angličtina
Väzba: Pevná
Vydavateľ: MIT Press Ltd
Dostupnosť: Skladom u dodávateľa
Odosielame za 3-5 dní
91.93 €
Methods by which robots can learn control laws that enable real-time reactivity using dynamical syst...

Informácie o knihe

Autor
Aude Billard, Sina Mirrazavi
Jazyk
Angličtina
Väzba
Kniha - Pevná
Vydalo
2022
Stránok
456
EAN
9780262046169
ISBN
0262046164
Enbook ID
37110296
Vydavateľ
MIT Press Ltd
Hmotnosť
1200
Rozmery
261 x 183 x 29

Kompletný popis

Methods by which robots can learn control laws that enable real-time reactivity using dynamical systems; with applications and exercises.

This book presents a wealth of machine learning techniques to make the control of robots more flexible and safe when interacting with humans. It introduces a set of control laws that enable reactivity using dynamical systems, a widely used method for solving motion-planning problems in robotics. These control approaches can replan in milliseconds to adapt to new environmental constraints and offer safe and compliant control of forces in contact. The techniques offer theoretical advantages, including convergence to a goal, non-penetration of obstacles, and passivity. The coverage of learning begins with low-level control parameters and progresses to higher-level competencies composed of combinations of skills. 
 

Learning for Adaptive and Reactive Robot Control is designed for graduate-level courses in robotics,  with chapters that proceed from fundamentals to more advanced content. Techniques covered include learning from demonstration, optimization, and reinforcement learning, and using dynamical systems in learning control laws, trajectory planning, and methods for compliant and force control . 
Features for teaching in each chapter: 
 

  • applications, which range from arm manipulators to whole-body control of humanoid robots;
  • pencil-and-paper and programming exercises;
  • lecture videos, slides, and MATLAB code examples available on the author’s website . 
  • an eTextbook platform website offering protected material[EPS2]  for instructors including solutions.
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