Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games

by Frank L. Lewis, Bosen Lian, Wenqian Xue

Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games develops its specific learning techniques, motivated by application to autonomous driving and microgrid systems, with breadth and depth: integral reinforcement learning (RL) achieves model-free control without system estimation compared with system identification methods and their inevitable estimation errors; novel inverse RL methods fill a gap that will help...

• Format: Hardcover
• Language: English
• ISBN: 3031452518
• ISBN13: 9783031452512
• Release Date: March 2024
• Publisher: Springer
• Length: 267 Pages
• Weight: 1.28 lbs.
• Dimensions: 0.7" x 6.1" x 9.2"