Handling Uncertainty and Networked Structure in Robot Control -

Handling Uncertainty and Networked Structure in Robot Control

Buch | Softcover
XXVIII, 388 Seiten
2018 | 1. Softcover reprint of the original 1st ed. 2015
Springer International Publishing (Verlag)
978-3-319-79932-2 (ISBN)
106,99 inkl. MwSt

Thisbook focuses on two challenges posed in robot control by the increasingadoption of robots in the everyday human environment: uncertainty and networkedcommunication. PartI of the book describes learning control to address environmental uncertainty.Part II discusses state estimation, active sensing, and complex scenarioperception to tackle sensing uncertainty. Part IIIcompletes the book with control of networked robots and multi-robot teams.

Each chapter features in-depth technical coverage and case studieshighlighting the applicability of the techniques, with real robots or insimulation. Platforms include mobile ground, aerial, and underwater robots, aswell as humanoid robots and robot arms. Source code and experimental data areavailable at http://extras.springer.com.

The text gathers contributions from academic and industry experts,and offers a valuable resource for researchers or graduate students in robotcontrol and perception. It also benefits researchers in related areas, such ascomputer vision, nonlinear and learning control, and multi-agent systems.

Lucian Busoniu received the M.Sc. degree (valedictorian) from the Technical University of Cluj-Napoca, Romania, in 2003 and the Ph.D. degree (cum laude) from the Delft University of Technology, the Netherlands, in 2009. He has held research positions in the Netherlands and France, and is currently an associate professor with the Department of Automation at the Technical University of Cluj-Napoca. His fundamental interests include planning-based methods for nonlinear optimal control, reinforcement learning and dynamic programming with function approximation, and multiagent systems; while his practical focus is applying these techniques to robotics. He has coauthored a book and more than 50 papers and book chapters on these topics. He was the recipient of the 2009 Andrew P. Sage Award for the best paper in the IEEE Transactions on Systems, Man, and Cybernetics. Levente Tamas received the M.Sc. (valedictorian) and the Ph.D. degree in electrical engineering from Technical University of Cluj-Napoca, Romania, in 2005 and 2010, respectively. He took part in several postdoctoral programs dealing with 3D perception and robotics, the most recent one spent at the Bern University of Applied Sciences, Switzerland. He is currently with the Department of Automation, Technical University of Cluj-Napoca, Romania. His research focuses on 3D perception and planning for autonomous mobile robots, and has resulted in several well ranked conference papers, journal articles, and book chapters in this field.

From the Contents: Part I Learning Control in Unknown Environments.- Robot Learning for Persistent Autonomy.- The Explore-Exploit Dilemma in Nonstationary Decision Making under Uncertainty.- Part II Dealing with Sensing Uncertainty.- Observer Design for Robot Manipulators via Takagi-Sugeno Models and Linear Matrix Inequalities.- Part III Control of Networked and Interconnected Robots.- Vision-based quadcopter navigation in structured environments.

Erscheinungsdatum
Reihe/Serie Studies in Systems, Decision and Control
Zusatzinfo XXVIII, 388 p. 172 illus., 146 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 635 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik Elektrotechnik / Energietechnik
Schlagworte Autonomous Mobile Robots • Learning-based Control • Networked Multi-robot Systems • Networked Single-robot Systems • Perception in Complex Systems • State Estimation
ISBN-10 3-319-79932-0 / 3319799320
ISBN-13 978-3-319-79932-2 / 9783319799322
Zustand Neuware
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