Model Predictive Control

Prof. Yankai Cao gave a talk at the MIT PSE Seminar
titled Decoding control: scalable MPC approximation with decision trees.
May 8, 2025 12:00 AM
Deep Learning-Based Approximation of Model Predictive Control Laws Using Mixture Networks
Model Predictive Control (MPC) is an optimization-based control scheme exploited in various industrial processes. It determines optimal …
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Deep-Learning-Based Predictive Control of Battery Management for Frequency Regulation
This paper proposes a deep-learning-based optimal battery management scheme for frequency regulation (FR) by integrating model …
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Deep neural network approximation of nonlinear model predictive control
This paper focuses on developing effective computational methods to enable the real-time application of model predictive control (MPC) …
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