A Reinforcement Learning-based Economic Model Predictive Control Framework for Autonomous Operation of Chemical Reactors

arXiv:2105.02656 · eess.SY, cs.LG, cs.SY · Submitted 2021-05-06 · Read on arXiv

Khalid Alhazmi, Fahad Albalawi, S. Mani Sarathy

eess.SY, cs.LG, cs.SY

Submitted: 2021-05-06

Updated: 2026-08-21

Terminology

• Reinforcement Learning — 30× in this paper · explained in 4 episodes
• Deep Reinforcement Learning — 7× in this paper · explained in 2 episodes
• Reinforcement Learning (RL) — 4× in this paper · explained in 25 episodes
• Accuracy — 3× in this paper · explained in 1 episode
• Closed-Loop System — 3× in this paper · explained in 4 episodes
• Lyapunov function — 3× in this paper · explained in 2 episodes
• Objective Function — 3× in this paper · explained in 2 episodes
• Reward Function — 3× in this paper · explained in 2 episodes
• Actor — 2× in this paper · explained in 3 episodes
• IEEE Conference on Decision and Control — 2× in this paper
• Lyapunov-Based Economic Model Predictive Control — 2× in this paper
• Model Predictive Control (MPC) — 2× in this paper · explained in 5 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Graphics Processing Unit — 1× in this paper
• Q-learning — 1× in this paper · explained in 3 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• Deep Reinforcement Learning for Dialogue Generation
• Playing Atari with Deep Reinforcement Learning
• A Brief Survey of Deep Reinforcement Learning
• Continuous control with deep reinforcement learning

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