TY - BOOK
T1 - Learning Control: Applications in Robotics and Complex Dynamical Systems
AU - Zhang, Dan
AU - Wei, Bin
N1 - Publisher Copyright:
© 2021 Elsevier Inc. All rights reserved.
PY - 2020/1/1
Y1 - 2020/1/1
N2 - Learning Control: Applications in Robotics and Complex Dynamical Systems provides a foundational understanding of control theory while also introducing exciting cutting-edge technologies in the field of learning-based control. State-of-the-art techniques involving machine learning and artificial intelligence (AI) are covered, as are foundational control theories and more established techniques such as adaptive learning control, reinforcement learning control, impedance control, and deep reinforcement control. Each chapter includes case studies and real-world applications in robotics, AI, aircraft and other vehicles and complex dynamical systems. Computational methods for control systems, particularly those used for developing AI and other machine learning techniques, are also discussed at length.
AB - Learning Control: Applications in Robotics and Complex Dynamical Systems provides a foundational understanding of control theory while also introducing exciting cutting-edge technologies in the field of learning-based control. State-of-the-art techniques involving machine learning and artificial intelligence (AI) are covered, as are foundational control theories and more established techniques such as adaptive learning control, reinforcement learning control, impedance control, and deep reinforcement control. Each chapter includes case studies and real-world applications in robotics, AI, aircraft and other vehicles and complex dynamical systems. Computational methods for control systems, particularly those used for developing AI and other machine learning techniques, are also discussed at length.
UR - http://www.scopus.com/inward/record.url?scp=85126406706&partnerID=8YFLogxK
U2 - 10.1016/B978-0-12-822314-7.00002-X
DO - 10.1016/B978-0-12-822314-7.00002-X
M3 - Research book or monograph (as author)
AN - SCOPUS:85126406706
BT - Learning Control: Applications in Robotics and Complex Dynamical Systems
PB - Elsevier
ER -