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- W2345428108 abstract "In this technical note, the fast alternating minimization algorithm (FAMA) is proposed to solve model predictive control (MPC) problems with polytopic and second-order cone constraints. Two splitting strategies with efficient implementations for MPC problems are presented. We derive computational complexity certificates for both splitting strategies, by providing complexity upper-bounds on the number of iterations required to provide a certain accuracy of the dual function value and, most importantly, of the primal solution. This is of particular relevance in the context of real-time MPC in order to bound the required online computation time. We further address the computation of the complexity bounds, requiring the solution of a non-convex minimization problem. Finally, we demonstrate the performance of FAMA compared to other splitting methods using a quadrotor example." @default.
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- W2345428108 date "2017-02-01" @default.
- W2345428108 modified "2023-09-30" @default.
- W2345428108 title "Complexity Certification of the Fast Alternating Minimization Algorithm for Linear MPC" @default.
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- W2345428108 doi "https://doi.org/10.1109/tac.2016.2561407" @default.
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