Facilitating Reinforcement Learning for Process Control Using Transfer Learning: Perspectives

no code implementations • 30 Mar 2024 • Runze Lin, Junghui Chen, Lei Xie, Hongye Su, Biao Huang

This paper provides insights into deep reinforcement learning (DRL) for process control from the perspective of transfer learning.

reinforcement-learning Transfer Learning

Surrogate Empowered Sim2Real Transfer of Deep Reinforcement Learning for ORC Superheat Control

no code implementations • 5 Aug 2023 • Runze Lin, Yangyang Luo, Xialai Wu, Junghui Chen, Biao Huang, Lei Xie, Hongye Su

The Organic Rankine Cycle (ORC) is widely used in industrial waste heat recovery due to its simple structure and easy maintenance.

reinforcement-learning Transfer Learning