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Keras Reinforcement Learning Projects

You're reading from   Keras Reinforcement Learning Projects 9 projects exploring popular reinforcement learning techniques to build self-learning agents

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Product type Paperback
Published in Sep 2018
Publisher Packt
ISBN-13 9781789342093
Length 288 pages
Edition 1st Edition
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Author (1):
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Giuseppe Ciaburro Giuseppe Ciaburro
Author Profile Icon Giuseppe Ciaburro
Giuseppe Ciaburro
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Table of Contents (13) Chapters Close

Preface 1. Overview of Keras Reinforcement Learning 2. Simulating Random Walks FREE CHAPTER 3. Optimal Portfolio Selection 4. Forecasting Stock Market Prices 5. Delivery Vehicle Routing Application 6. Continuous Balancing of a Rotating Mechanical System 7. Dynamic Modeling of a Segway as an Inverted Pendulum System 8. Robot Control System Using Deep Reinforcement Learning 9. Handwritten Digit Recognizer 10. Playing the Board Game Go 11. What's Next? 12. Other Books You May Enjoy

Dynamic Modeling of a Segway as an Inverted Pendulum System

A Segway is a personal transport device that exploits an innovative combination of computer science, electronics, and mechanics. It functions as an extension of the body; as with a partner in a dance, it is able to anticipate every move. The operating principle is based on the reverse pendulum system. The reverse pendulum system is an example commonly found in textbooks on control and research literature. Its popularity derives in part from the fact that it is unstable without control and has a non-linear dynamic, but above all, because it has several practical applications, such as controlling a takeoff rocket or a Segway.

In this chapter, we will analyze the functioning of a physical system made by connecting a rigid rod to a cart, modeling the system using different approaches. The rod is connected through a pivot...

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