2015 · 39 citations · 13 references
EngineeringIndustrial EngineeringOptimizationProcess ControlRobot ControlControl SystemsControl TheoryController DesignModel Predictive ControlOptimal ControlQuadratic ProgrammingEvent-triggered ControlLinear Model Predictive ControlPredictive Control
We present two event-triggered MPC laws that do not require to solve a quadratic program (QP) in every time step but only upon certain events. We prove one of the control laws results in exactly the same closed-loop behavior as classical MPC. The second control law requires even fewer QPs per time. It is suboptimal w.r.t. the MPC cost function, but still results in asymptotically stable closed-loop behavior. We illustrate the event-triggered MPC laws with two examples.
13
Constrained model predictive control: Stability and optimality
D.Q. Mayne, James B. Rawlings, Christopher V. Rao et al. · Automatica · 2000 · 8.5K citations
The explicit linear quadratic regulator for constrained systems
Alberto Bemporad, Manfred Morari, Vivek Dua et al. · Automatica · 2002 · 3.2K citations