38 citations · 73 across the 24 of their papers we have counts for
7 papers · 1 filter
State estimation for one-dimensional agro-hydrological processes with model mismatch
Zhuangyu Liu, Jinfeng Liu, Shunyi Zhao +2
The importance of accurate soil moisture data for the development of modern closed-loop irrigation systems cannot be overstated. Due to the diversity of soil, it is difficult to ob…
Control invariant set enhanced safe reinforcement learning: improved sampling efficiency, guaranteed stability and robustness
Song Bo, Bernard T. Agyeman, Xunyuan Yin +1
Reinforcement learning (RL) is an area of significant research interest, and safe RL in particular is attracting attention due to its ability to handle safety-driven constraints th…
Robust MPC with Zone Tracking
Zhiyinan Huang, Jinfeng Liu, Biao Huang
We propose a robust nonlinear model predictive control design with generalized zone tracking (ZMPC) in this work. The proposed ZMPC has guaranteed convergence into the target zone…
Distributed economic predictive control of integrated energy systems for enhanced synergy and grid response: A decomposition and cooperation strategy
Long Wu, Xunyuan Yin, Lei Pan +1
The close integration of increasing operating units into an integrated energy system (IES) results in complex interconnections between these units. The strong dynamic interactions…
State estimation of a carbon capture process through POD model reduction and neural network approximation
Siyu Liu, Xunyuan Yin, Jinfeng Liu
This paper presents an efficient approach for state estimation of post-combustion CO2 capture plants (PCCPs) by using reduced-order neural network models. The method involves extra…
Control invariant set enhanced reinforcement learning for process control: improved sampling efficiency and guaranteed stability
Song Bo, Xunyuan Yin, Jinfeng Liu
Reinforcement learning (RL) is an area of significant research interest, and safe RL in particular is attracting attention due to its ability to handle safety-driven constraints th…
Sensor network design for post-combustion CO2 capture plants: economy, complexity and robustness
Siyu Liu, Xunyuan Yin, Jinfeng Liu
State estimation is crucial for the monitoring and control of post-combustion CO2 capture plants (PCCPs). The performance of state estimation is highly reliant on the configuration…