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math.OC2026★ 1 cited
Certainty-Equivalence Model Predictive Control: Stability, Performance, and Beyond
Changrui Liu, Shengling Shi, Bart De Schutter
Handling model mismatch is a common challenge in model predictive control (MPC). While robust MPC is effective, its conservatism often makes it less desirable. Certainty-equivalenc…
math.OC2024
Stability and Performance Analysis of Model Predictive Control of Uncertain Linear Systems
Changrui Liu, Shengling Shi, Bart De Schutter
Model mismatch often poses challenges in model-based controller design. This paper investigates model predictive control (MPC) of uncertain linear systems with input constraints, f…