AIChE Journal · 1997 · 53 citations · 16 references
EngineeringIndustrial EngineeringSystems EngineeringOptimizationProcess ControlProcess Systems EngineeringControl SystemsControl TheoryLinear ProgrammingModel Predictive ControlOptimal ControlReal-time ControlLinear Model Predictive ControlMachine Control SystemsPredictive ControlReal-time Processing
Abstract An application of a linear‐programming based model‐predictive control strategy to the paper‐machine cross‐direction (CD) control problem is presented. The objective of CD control is to maintain flat profiles of variables of interest by minimizing worst‐case deviations from setpoints (defects). These control problems can have as many as 200 actuatiors (inputs) and 400 sensor measurements (outputs). This large size coupled with the stringent real‐time requiremnt of computing a control move in a few seconds poses a very challenging control problem. The LP‐based strategy is particularly well suited for solving such classes of control problems. This strategy has demonstrated its ability to solve large‐scale control problems (over 100 inputs and 100 outputs) in real time and exhibits robustness to model uncertainty.
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Model predictive control: Theory and practice—A survey
Carlos E. García, David M. Prett, Manfred Morari · Automatica · 1989 · 5.3K citations
Robust Stability of Constrained Model Predictive Control
Zhi Qiang Zheng, Manfred Morari · 1993 · 197 citations