Mathematics - Optimization and Control

Hierarchical planning-scheduling-control -- Optimality surrogates and derivative-free optimization
Planning, scheduling, and control typically constitute separate decision-making units within chemical companies. Traditionally, their …
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Neural ODEs as Feedback Policies for Nonlinear Optimal Control
Neural ordinary differential equations (Neural ODEs) define continuous time dynamical systems with neural networks. The interest in …
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Data-driven distributionally robust MPC using the Wasserstein metric
A data-driven MPC scheme is proposed to safely control constrained stochastic linear systems using distributionally robust …
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