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Expert ROS2 and Python for Autonomous Robotics: Advanced Techniques for Intelligent Systems, Machine Learning, and Multi-Robot Coordination
Paperback
Series: R0s2, Book 9
Publisher: Independently Published
Published: Feb 13 2025
Pages: 328
Weight: 1.26
Height: 0.69 Width: 7.00 Depth: 10.00
Language: English
Expert ROS2 and Python for Autonomous Robotics: Advanced Techniques for Intelligent Systems, Machine Learning, and Multi-Robot Coordination
Master the next generation of autonomous robotics with Expert ROS2 and Python for Autonomous Robotics, a hands-on guide designed for engineers, researchers, and developers seeking to build intelligent, scalable, and highly efficient robotic systems. This book dives deep into advanced ROS2 programming, AI-driven decision-making, and multi-robot coordination, equipping you with the expertise to design, simulate, and deploy real-world autonomous robotic applications.
Using Python and ROS2 (Robot Operating System 2), you'll learn to build, optimize, and manage autonomous robots with advanced navigation, sensor fusion, and collaborative behavior. Whether you're working on self-driving robots, industrial automation, drone swarms, or robotic arms, this book provides the techniques and best practices to develop cutting-edge robotic solutions.
What You'll Learn:✅ Advanced ROS2 Development - Harness the full capabilities of ROS2, including node management, communication patterns, and real-time processing for mission-critical applications.
✅ Machine Learning for Robotics - Integrate AI-powered object recognition, behavior prediction, and adaptive control to enhance robot intelligence.
✅ Multi-Robot Coordination - Implement distributed robotics, swarm intelligence, and collaborative task execution using ROS2 middleware.
✅ Autonomous Navigation & Path Planning - Master SLAM (Simultaneous Localization and Mapping), obstacle avoidance, and trajectory optimization with A*, RRT, and Dijkstra algorithms.
✅ Sensor Fusion & Perception - Work with LiDAR, depth cameras, IMUs, and radar to build robust 3D mapping and perception systems.
✅ Real-Time Control & Actuation - Implement PID controllers, kinematics models, and inverse dynamics for precise robotic movement.
✅ Cloud & Edge Computing for Robotics - Deploy ROS2-powered robots on AWS RoboMaker, Azure, and edge AI platforms for real-time processing.
✅ Simulation & Testing - Use Gazebo, RViz, Docker, and ROS2 Foxy/Humble to prototype and validate robotics applications.
✅ Security & Performance Optimization - Enhance robotic system reliability, cybersecurity, and low-latency operations in high-performance environments.
✅ Real-World Applications - Apply ROS2 and AI techniques to autonomous delivery robots, drone navigation, industrial automation, and smart healthcare robotics.
With expert insights, practical code examples, and hands-on projects, this book provides a comprehensive roadmap to mastering advanced robotics with ROS2 and Python. If you're serious about developing intelligent autonomous robots, this is the ultimate guide to ROS2 and AI-powered robotics.
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