Computational Principles of Mobile Robotics
Now in its third edition, this textbook is a comprehensive introduction to the multidisciplinary field of mobile robotics, which lies at the intersection of artificial intelligence, computational vision, and traditional robotics. Written for advanced undergraduates and graduate students in computer science and engineering, the book covers algorithms for a range of strategies for locomotion, sensing, and reasoning. The new edition includes recent advances in robotics and intelligent machines, including coverage of human-robot interaction, robot ethics, and the application of advanced AI techniques to end-to-end robot control and specific computational tasks. This book also provides support for a number of algorithms using ROS 2, and includes a review of critical mathematical material and an extensive list of sample problems. Researchers as well as students in the field of mobile robotics will appreciate this comprehensive treatment of state-of-the-art methods and key technologies.
- Connects theory to practice with examples in ROS 2, a standard robot software infrastructure compatible with robot hardware and simulation environments
- Provides a review of basic mathematical background in the appendix
- Allows students interested in autonomous systems to explore beyond the book with an extensive updated bibliography
- This new edition includes coverage of HRI, robot ethics, and AI techniques for end-to-end robot control
Reviews & endorsements
‘This book is an indispensable tool for any - both pre-university and university - course on mobile robotics. In relation to the first edition, this current one has been sufficiently updated. I recommend this book to researchers - particularly those who study localization or mapping - and doctoral students who are interested in investigating the latest approaches and techniques in the mobile robotics field.' Ramon Gonzalez Sanchez, Computing Reviews
‘… a great resource for an intermediate or advanced course on mobile robotics.’ R. S. Stansbury, Choice
Product details
February 2024Paperback
9781108736381
450 pages
254 × 175 × 24 mm
0.83kg
Available
Table of Contents
- Acknowledgments
- Preface
- 1. Overview and motivation
- 2. Fundamental problems
- Part I. Locomotion and Perception:
- 3. Mobile robot hardware
- 4. Non-visual sensors and algorithms
- 5. Visual sensors and algorithms
- Part II. Representation and Planning:
- 6. Deep learning for robots
- 7. Planning in, representing and reasoning about space
- 8. System control
- 9. Pose maintenance and localization
- 10. Mapping and related tasks
- 11. Robot collectives
- 12. Human-robot interaction
- 13. Robot ethics
- 14. Robots in practice
- 15. The future of mobile robotics
- Appendix A. Fictional robots
- Appendix B. Probability and statistics
- Appendix C. Linear systems, matrices and filtering
- Appendix D. Markov models
- Bibliography
- Index.