Nonlinear control of a boost converter using a robust regression based reinforcement learning algorithm
详细信息 查看全文
- 作者：D. John Pradeep johnpradeepdarsy@gmail.com" class="auth_mail" title="E-mail the corresponding author ; Mathew Mithra Noel ; mathew.mithra@gmail.com" class="auth_mail" title="E-mail the corresponding author ; N. Arun narun1929@gmail.com" class="auth_mail" title="E-mail the corresponding author
- 关键词：Reinforcement learning ; Boost converter ; Non-linear control ; Robust regression ; Markov Decision Process
- 刊名：Engineering Applications of Artificial Intelligence
- 出版年：2016
- 出版时间：June 2016
- 年：2016
- 卷：52
- 期：Complete
- 页码：1-9
- 全文大小：1118 K
文摘
- •
A novel nonlinear control strategy for boost converter control is presented.
- •
The boost converter control problem is formulated as a sequential decision problem.
- •
The proposed approach outperforms linear boost converter control strategies.
- •
The complete nonlinear model of the boost converter is considered for control.