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Quasi-Infinite Adaptive Horizon Nonlinear Model Predictive Control

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Abstract In this work we present a new method for calculating terminal conditions for nonlinear model predictive control (NMPC) that is non-conservative and scalable via the quasi-infinite horizon methodology. Then,… Click to show full abstract

Abstract In this work we present a new method for calculating terminal conditions for nonlinear model predictive control (NMPC) that is non-conservative and scalable via the quasi-infinite horizon methodology. Then, we introduce adaptive-horizon NMPC, a new method for updating prediction horizon lengths online via nonlinear programming sensitivity calculations. Finally, we show how these methods work together to provide an adaptive horizon NMPC implementation for a quad-tank simulation example.

Keywords: model predictive; nonlinear model; adaptive horizon; predictive control; horizon; quasi infinite

Journal Title: IFAC-PapersOnLine
Year Published: 2018

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