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Formal Synthesis of Robust Koopman-Model Predictive Control: A Case Study in AC-DC Power Conversion
arXiv cs.SY0 views
arXiv:2609.15197v2 Announce Type: replace Abstract: This letter proposes a formal synthesis of Robust Koopman-Model Predictive Control (RK-MPC), a novel data-driven approach to formal synthesis of systems with nonlinear dynamics. We formulate a novel optimization problem for RK-MPC by incorporating specifications described by Signal Temporal Logic and prove its closed-loop performance. Effectiveness of the proposed RK-MPC is evaluated by applying it to the reliable design of an AC-DC power converter.
Source:https://arxiv.org/abs/2609.15197PreviousTotal Variation Distance Estimation in Autoregressive ModelsNextComputationally Constrained First-Order Prediction-Correction Approach for Time-Varying Convex Optimization
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