7 citations
5 papers
Generalized Global Self-Optimizing Control for Chemical Processes: Part II Objective-Guided Controlled Variable Learning Approach
Chenchen Zhou, Hongxin Su, Xinhui Tang +3
Self-optimizing control (SOC) aims to maintain near-optimal process operation by judiciously selecting controlled variables (CVs). In this series of work, the generalized global SO…
Global self-optimizing control of batch processes
Chenchen Zhou, Hongxin Su, Xinhui Tang +2
This work considers to achieve near-optimal operation for a class of batch processes by employing self-optimizing control (SOC). Comparing with a continuous one, a batch process ex…
Dynamic Controlled Variables Based Dynamic Self-Optimizing Control
Chenchen Zhou, Shaoqi Wang, Hongxin Su +3
Self-optimizing control is a strategy for selecting controlled variables, where the economic objective guides the selection and design of controlled variables, with the expectation…
Performance guaranteed MPC Policy Approximation via Cost Guided Learning
Chenchen Zhou, Yi Cao, Shuang-hua Yang
Model predictive control (MPC) is widely used in industries but implementing it poses challenges due to hardware or time constraints. A promising solution is to approximate the MPC…
Conformal symmetry in force-free electrodynamics
Huiquan Li, Jianyong Wang
It is shown that conformal symmetry exists in force-free electrodynamics (FFE) in Minkowski spacetime, a foundational framework for describing magnetospheres around astronomical ob…