An Introduction to AI Robotics

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Some books on algorithms are rigorous but incomplete; others cover masses of material but lack rigor. Introduction to Algorithms uniquely combines rigor and comprehensiveness. The book covers a broad range of algorithms in depth, yet makes their design and analysis accessible to all levels of readers. Each chapter is relatively self-contained and can be used as a unit of study. The algorithms are described in English and in a pseudocode designed to be readable by anyone who has done a little programming. The explanations have been kept elementary without sacrificing depth of coverage or mathematical rigor.The first edition became a widely used text in universities worldwide as well as the standard reference for professionals. The second edition featured new chapters on the role of algorithms, probabilistic analysis and randomized algorithms, and linear programming. The third edition has been revised and updated throughout. It includes two completely new chapters, on van Emde Boas trees and multithreaded algorithms, substantial additions to the chapter on recurrence (now called "Divide-and-Conquer"), and an appendix on matrices. It features improved treatment of dynamic programming and greedy algorithms and a new notion of edge-based flow in the material on flow networks. Many new exercises and problems have been added for this edition. As of the third edition, this textbook is published exclusively by the MIT Press From teleoperation to automony -- The Hierarchical paradigm -- Biological foundations of the reactive paradigm -- The reactive paradigm -- Designing a reactive implementation -- Common sensing techniques for reactive robots -- The Hybrid deliberative/Reactive paradigm -- Multi-agents -- Topological path planning -- Metric path planning -- Localization and map making-- On the horizon

Author(s): Robin Murphy
Series: Intelligent robotics and autonomous agents
Publisher: MIT Press
Year: 2000

Language: English
Pages: 487
City: Cambridge, Mass

Preface......Page 18
P A R T I Robotic Paradigms......Page 22
1 From Teleoperation To Autonomy......Page 34
2 The Hierarchical Paradigm......Page 62
3 Biological Foundations of the Reactive Paradigm......Page 88
4 The Reactive Paradigm......Page 126
5 Designing a Reactive Implementation......Page 176
6 Common Sensing Techniques for Reactive Robots......Page 216
7 The Hybrid Deliberative/Reactive Paradigm......Page 278
8 Multi-agents......Page 314
P A R T I I Navigation......Page 336
9 Topological Path Planning......Page 346
10 Metric Path Planning......Page 372
11 Localization and Map Making......Page 396
12 On the Horizon......Page 456
Bibliography......Page 470
Index......Page 480