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math.OC2025
Soft Actor-Critic with Backstepping-Pretrained DeepONet for control of PDEs
Chenchen Wang, Jie Qi, Jiaqi Hu
This paper develops a reinforcement learning-based controller for the stabilization of partial differential equation (PDE) systems. Within the soft actor-critic (SAC) framework, we…
cs.AI2025
Neural Operator based Reinforcement Learning for Control of first-order PDEs with Spatially-Varying State Delay
Jiaqi Hu, Jie Qi, Jing Zhang
Control of distributed parameter systems affected by delays is a challenging task, particularly when the delays depend on spatial variables. The idea of integrating analytical cont…