A Flexible Economic MPC Approach for Multimode Operation of Industrial Systems

Industrial multimode operation commonly exists in chemical process control systems. The fundamental mechanism is classifying operational modes and identifying the local models w.r.t. typical operating conditions, such that the global dynamic characteristics can be aligned with the switching control strategies for flexible operation demands. This article proposes a novel integrated economic predictive control (EMPC) method, to account for the mutual coupling economic optimization objectives and overlapping feasible regions in mode decision-making and dynamic control. In the proposed EMPC formulation, the prediction and optimization are carried out on all of the switched-admissible modes, which have been predetermined together with the stabilization conditions at the preliminary stage. The switching signal and input sequences are combined-optimized for achieving the best accumulated economic cost defined on the optimal predicted trajectories. The switching feasibility, and local/global stability under specified DT constraints are guaranteed by the stabilization constraints designed in EMPC. Through theoretical analysis and simulation comparisons, the proposed approach is demonstrated to tackle with the infeasible problem that inevitably arises in the classic hierarchical decision-making architectures; moreover, it exhibits better closed-loop accumulated economic cost in the illustrated cases.

Authors

Institutions

Publication Details

Journal
IEEE Transactions on Systems Man and Cybernetics Systems
Published
2025-09-04
DOI
https://doi.org/10.1109/tsmc.2025.3598170
Citations
1
Primary Topic
Advanced Control Systems Optimization
Type
article
Field-Weighted Citation Impact
1.21

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Flexible Economic MPC Approach for Multimode Operation of Industrial Systems

Yuanyuan Zou, Shaoyuan Li, Yaru Yang, Yi Chen et al.
1 citations
IEEE Transactions on Systems Man and Cybernetics Systems
Advanced Control Systems Optimization
1.21
article

A Flexible Economic MPC Approach for Multimode Operation of Industrial Systems

Yuanyuan Zou, Shaoyuan Li, Yaru Yang, Yi Chen, Xinhao Ma
article en
1 citations

Abstract

Industrial multimode operation commonly exists in chemical process control systems. The fundamental mechanism is classifying operational modes and identifying the local models w.r.t. typical operating conditions, such that the global dynamic characteristics can be aligned with the switching control strategies for flexible operation demands. This article proposes a novel integrated economic predictive control (EMPC) method, to account for the mutual coupling economic optimization objectives and overlapping feasible regions in mode decision-making and dynamic control. In the proposed EMPC formulation, the prediction and optimization are carried out on all of the switched-admissible modes, which have been predetermined together with the stabilization conditions at the preliminary stage. The switching signal and input sequences are combined-optimized for achieving the best accumulated economic cost defined on the optimal predicted trajectories. The switching feasibility, and local/global stability under specified DT constraints are guaranteed by the stabilization constraints designed in EMPC. Through theoretical analysis and simulation comparisons, the proposed approach is demonstrated to tackle with the infeasible problem that inevitably arises in the classic hierarchical decision-making architectures; moreover, it exhibits better closed-loop accumulated economic cost in the illustrated cases.

IEEE Transactions on Systems Man and Cybernetics SystemsVol. 55(11)
Shanghai Jiao Tong University (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 17%
Advanced Control Systems Optimization
1.21
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

A Flexible Economic MPC Approach for Multimode Operation of Industrial Systems — Yuanyuan Zou, Shaoyuan Li, et al. · IEEE Transactions on Systems Man and Cybernetics Systems (2025) | TGRS Research Map | TGRS