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dirik mahmut; castillo oscar; kocamaz fatih - vision-based mobile robot control and path planning algorithms in obstacle environments using type-2 fuzzy logic

Vision-Based Mobile Robot Control and Path Planning Algorithms in Obstacle Environments Using Type-2 Fuzzy Logic

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 03/2022
Edizione: 1st ed. 2021





Trama

 

The book includes topics, such as: path planning, avoiding obstacles, following the path, go-to-goal control, localization, and visual-based motion control. The theoretical concepts are illustrated with a developed control architecture with soft computing and artificial intelligence methods. The proposed vision-based motion control strategy involves three stages. The first stage consists of the overhead camera calibration and the configuration of the working environment. The second stage consists of a path planning strategy using several traditional path planning algorithms and proposed planning algorithm. The third stage consists of the path tracking process using previously developed Gauss and Decision Tree control approaches and the proposed Type-1 and Type-2 controllers. Two kinematic structures are utilized to acquire the input values of controllers. These are Triangle Shape-Based Controller Design, which was previously developed and Distance-BasedTriangle Structure that is used for the first time in conducted experiments. Four different control algorithms, Type-1 fuzzy logic, Type-2 Fuzzy Logic, Decision Tree Control, and Gaussian Control have been used in overall system design. The developed system includes several modules that simplify characterizing the motion control of the robot and ensure that it maintains a safe distance without colliding with any obstacles on the way to the target. The topics of the book are extremely relevant in many areas of research, as well as in education in courses in computer science, electrical and mechanical engineering and in mathematics at the graduate and undergraduate levels.





Sommario

Chapter 1: Introduction.- Chapter 2: Literature review.- Chapter 3: Prelimenary definition.- Chapter 4: Materials and methods.










Altre Informazioni

ISBN:

9783030692490

Condizione: Nuovo
Collana: Studies in Fuzziness and Soft Computing
Dimensioni: 235 x 155 mm
Formato: Brossura
Illustration Notes:XVIII, 127 p. 89 illus., 79 illus. in color.
Pagine Arabe: 127
Pagine Romane: xviii


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