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Название: Mastering ROS 2 Robotics with Python: A Comprehensive Guide to Building Intelligent Mobile and Industrial Robots with Modern AI Integration
Автор: Aarav Joshi
Издательство: 101 Books
Год: 2025
Страниц: 2272
Язык: английский
Формат: epub (true)
Размер: 21.2 MB

Mastering ROS 2 Robotics with Python: A Comprehensive Guide to Building Intelligent Mobile and Industrial Robots with Modern AI Integration is the definitive resource for robotics professionals and enthusiasts seeking to master the latest advancements in robotic system development. This comprehensive guide takes readers from fundamental ROS 2 concepts to cutting-edge applications in Artificial Intelligence, computer vision, and autonomous navigation.

The book provides hands-on experience with real-world robotics challenges, covering everything from basic node programming to advanced topics like behavior trees, Nav2 navigation stack, and MoveIt 2 manipulation framework. Readers will learn to integrate modern AI technologies including large language models, deep reinforcement learning, and computer vision systems into their robotic applications.

With over 12 detailed chapters and practical Python implementations, this book bridges the gap between theoretical robotics concepts and industrial applications. Each chapter includes comprehensive examples, testing strategies, and performance optimization techniques essential for building robust, scalable robotic systems.

Python serves as the primary programming language for ROS 2 robotics development, offering an extensive ecosystem of specialized libraries that transform complex mathematical operations, computer vision tasks, and Machine Learning workflows into manageable code segments. The robotics domain demands computational efficiency, real-time processing capabilities, and seamless integration between various software components, making library selection critical for project success. This section explores the essential Python libraries that form the foundation of modern robotics development, covering numerical computation frameworks, scientific computing tools, computer vision systems, data analysis platforms, and Machine Learning integrations that directly enhance robot intelligence and functionality.

Building robust robotic systems requires mastering fundamental numerical operations that power everything from sensor data processing to complex motion planning algorithms. NumPy stands as the foundational library for numerical computing in Python, providing high-performance array operations essential for robotics applications. The library’s n-dimensional array structure efficiently handles large datasets common in robotics, such as sensor readings, image data, and trajectory calculations. NumPy arrays consume significantly less memory than Python lists and execute operations using optimized C libraries, delivering performance critical for real-time robotic systems.

Whether you're developing autonomous mobile robots, industrial manipulators, or AI-powered perception systems, this book provides the expertise needed to create sophisticated robotics solutions using ROS 2's powerful ecosystem and Python's versatility.

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