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Artificial Intelligence for Robotics

You're reading from   Artificial Intelligence for Robotics Build intelligent robots using ROS 2, Python, OpenCV, and AI/ML techniques for real-world tasks

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Product type Paperback
Published in Mar 2024
Publisher Packt
ISBN-13 9781805129592
Length 344 pages
Edition 2nd Edition
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Author (1):
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Francis X. Govers III Francis X. Govers III
Author Profile Icon Francis X. Govers III
Francis X. Govers III
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Table of Contents (18) Chapters Close

Preface 1. Part 1: Building Blocks for Robotics and Artificial Intelligence
2. Chapter 1: The Foundation of Robotics and Artificial Intelligence FREE CHAPTER 3. Chapter 2: Setting Up Your Robot 4. Chapter 3: Conceptualizing the Practical Robot Design Process 5. Part 2: Adding Perception, Learning, and Interaction to Robotics
6. Chapter 4: Recognizing Objects Using Neural Networks and Supervised Learning 7. Chapter 5: Picking Up and Putting Away Toys using Reinforcement Learning and Genetic Algorithms 8. Chapter 6: Teaching a Robot to Listen 9. Part 3: Advanced Concepts – Navigation, Manipulation, Emotions, and More
10. Chapter 7: Teaching the Robot to Navigate and Avoid Stairs 11. Chapter 8: Putting Things Away 12. Chapter 9: Giving the Robot an Artificial Personality 13. Chapter 10: Conclusions and Reflections 14. Answers 15. Index 16. Other Books You May Enjoy Appendix

Designing the software

The first steps in designing the robot arm control software are to establish a coordinate frame (how we measure movement), after which we set up our solution space by creating states (arm positions) and actions (movements that change positions). The following diagram shows the coordinate frame for the robot arm:

Figure 5.2 – Robot arm coordinate frame

Figure 5.2 – Robot arm coordinate frame

Let’s define the coordinate frame of the robot – our reference that we use to measure movement – as shown in the preceding diagram. The X direction is toward the front of the robot, so movement forward and backward is along the X-axis. Horizontal movement (left or right) is along the Y-axis. Vertical movement (up and down) is in the Z direction. We place the zero point – the origin of our coordinates – down the center of the robot arm with zero Z (Z=0) on the floor. So, if I say the robot hand is moving positively in X, then it is moving away...

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