Robust distributed economic model predictive control based on differential dissipativity

控制理论(社会学) 过程控制 过程(计算) 数学优化 差速器(机械装置) 趋同(经济学) 计算机科学 模型预测控制 理论(学习稳定性) 控制工程 工程类 控制(管理) 数学 人工智能 操作系统 机器学习 经济增长 经济 航空航天工程
作者
Guannan Xiao,Yitao Yan,Jie Bao,Fei Liu
出处
期刊:Aiche Journal [Wiley]
卷期号:67 (6) 被引量:6
标识
DOI:10.1002/aic.17198
摘要

Abstract In this article, a robust distributed economic model predictive control (DEMPC) approach is developed for plant‐wide chemical processes. The proposed approach achieves arbitrary feasible setpoints that may vary frequently, attenuates the plant‐wide effects of unknown disturbances and minimizes a plant‐wide economic cost. In this approach, a plant‐wide process is represented as a network of process units and each process unit is controlled by an individual controller which shares a plant‐wide optimization economic objective and stability conditions through the network. To ensure the convergence of process variables to arbitrary setpoints, a contraction condition is developed for the DEMPC, based on the contraction theory. To deal with the effects of interactions among process units, the concept of dissipativity is adopted. Using sum‐separable control contraction metrics, a reference‐independent robust stability condition is developed to ensure the plant‐wide disturbance effects (under interactions among process units) to be attenuated in terms of differential ℒ 2 gain and represented by a plant‐wide differential dissipativity condition, which is converted into the differential dissipativity conditions that individual controllers need to satisfy. This approach facilitates the optimization of plant‐wide economic costs with global constraints in a distributed way, allowing efficient implementation of alternating direction method of multipliers (ADMM). The proposed approach is illustrated using a reactor‐separator process.

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