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Vision Based Autonomous Robot Navigation: Algorithms and Implementations: Studies in Computational Intelligence, cartea 455

Autor Amitava Chatterjee, Anjan Rakshit, N. Nirmal Singh
en Limba Engleză Hardback – 13 oct 2012
This monograph is devoted to the theory and development of autonomous navigation of mobile robots using computer vision based sensing mechanism. The conventional robot navigation systems, utilizing traditional sensors like ultrasonic, IR, GPS, laser sensors etc., suffer several drawbacks related to either the physical limitations of the sensor or incur high cost. Vision sensing has emerged as a popular alternative where cameras can be used to reduce the overall cost, maintaining high degree of intelligence, flexibility and robustness.
This book includes a detailed description of several new approaches for real life vision based autonomous navigation algorithms and SLAM. It presents the concept of how subgoal based goal-driven navigation can be carried out using vision sensing. The development concept of vision based robots for path/line tracking using fuzzy logic is presented, as well as how a low-cost robot can be indigenously developed in the laboratory with microcontroller based sensor systems. The book describes successful implementation of integration of low-cost, external peripherals, with off-the-shelf procured robots. An important highlight of the book is that it presents a detailed, step-by-step sample demonstration of how vision-based navigation modules can be actually implemented in real life, under 32-bit Windows environment. The book also discusses the concept of implementing vision based SLAM employing a two camera based system.
 
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Specificații

ISBN-13: 9783642339646
ISBN-10: 3642339646
Pagini: 236
Ilustrații: X, 226 p.
Dimensiuni: 155 x 235 x 18 mm
Greutate: 0.51 kg
Ediția:2013
Editura: Springer Berlin, Heidelberg
Colecția Springer
Seria Studies in Computational Intelligence

Locul publicării:Berlin, Heidelberg, Germany

Public țintă

Research

Cuprins

Mobile Robot Navigation.- Interfacing External Peripherals with a Mobile Robot.- Vision-Based Mobile Robot Navigation Using Subgoals.- Indigenous Development of Vision-Based Mobile Robots.- Sample Implementations of Vision-Based Mobile Robot Algorithms.- Vision Based Mobile Robot Path/Line Tracking.- Simultaneous Localization and Mapping (SLAM) in Mobile Robots.- Vision Based SLAM in Mobile Robots.

Textul de pe ultima copertă

This book is devoted to the theory and development of autonomous navigation of mobile robots using computer vision based sensing mechanism. The conventional robot navigation systems, utilizing traditional sensors like ultrasonic, IR, GPS, laser sensors etc., suffer several drawbacks related to either the physical limitations of the sensor or incur high cost. Vision sensing has emerged as a popular alternative where cameras can be used to reduce the overall cost, maintaining high degree of intelligence, flexibility and robustness.
This book includes a detailed description of several new approaches for real life vision based autonomous navigation algorithms and SLAM. It presents the concept of how subgoal based goal-driven navigation can be carried out using vision sensing. The development concept of vision based robots for path/line tracking using fuzzy logic is presented, as well as how a low-cost robot can be indigenously developed in the laboratory with microcontroller based sensor systems. The book describes successful implementation of integration of low-cost, external peripherals, with off-the-shelf procured robots. An important highlight of the book is that it presents a detailed, step-by-step sample demonstration of how vision-based navigation modules can be actually implemented in real life, under 32-bit Windows environment. The book also discusses the concept of implementing vision based SLAM employing a two camera based system.
 

Caracteristici

Presents theory and development of autonomous navigation of mobile robots using computer vision based sensing mechanism Comprehensive concepts of cutting-edge map-based, map-building-based and mapless robot navigation algorithms employing vision sensors Includes several real-life implementations of new vision based robot navigation algorithms and their successful applications