Behavior Trees in Robotics and AI

Lingua: inglese

Editore: Taylor and Francis Ltd, GB, 2020

0367571331 / 9780367571337

Serie: Libro 5 di 48 - Chapman & Hall/CRC Artificial Intelligence and Robotics

Immagine dell’articolo 1 di 2

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Behavior Trees (BTs) provide a way to structure the behavior of an artificial agent such as a robot or a non-player character in a computer game. Traditional design methods, such as finite state machines, are known to produce brittle behaviors when complexity increases, making it very hard to add features without breaking existing functionality. BTs were created to address this very problem, and enables the creation of systems that are both modular and reactive. Behavior Trees in Robotics and AI: An Introduction provides a broad introduction as well as an in-depth exploration of the topic, and is the first comprehensive book on the use of BTs.This book introduces the subject of BTs from simple topics, such as semantics and design principles, to complex topics, such as learning and task planning. For each topic, the authors provide a set of examples, ranging from simple illustrations to realistic complex behaviors, to enable the reader to successfully combine theory with practice.Starting with an introduction to BTs, the book then describes how BTs relate to, and in many cases, generalize earlier switching structures, or control architectures. These ideas are then used as a foundation for a set of efficient and easy to use design principles. The book then presents a set of important extensions and provides a set of tools for formally analyzing these extensions using a state space formulation of BTs. With the new analysis tools, the book then formalizes the descriptions of how BTs generalize earlier approaches and shows how BTs can be automatically generated using planning and learning. The final part of the book provides an extended set of tools to capture the behavior of Stochastic BTs, where the outcomes of actions are described by probabilities. These tools enable the computation of both success probabilities and time to completion.This book targets a broad audience, including both students and professionals interested in modeling complex behaviors for robots, game characters, or other AI agents. Readers can choose at which depth and pace they want to learn the subject, depending on their needs and background.

Codice articolo LU-9780367571337

Titolo
Behavior Trees in Robotics and AI
Autore
Michele Colledanchise, Petter Ögren
Editore
Taylor and Francis Ltd, GB
Anno di pubblicazione
2020
Condizione
New
Rilegatura
Paperback
Lingua
inglese
ISBN 10
0367571331
ISBN 13
9780367571337
Peso dell'articolo
380 grammi
Serie
Libro 5 di 48: Chapman & Hall/CRC Artificial Intelligence and Robotics

Rarewaves.com UK

London, Regno Unito

Venditore con 5 stelle

Venditore AbeBooks dal 11 giugno 2025

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