310 citations · 495 across the 5 of their papers we have counts for
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math.OC2018★ 130 cited
Deep Learning-Based Model Predictive Control for Resonant Power Converters
Sergio Lucia, Denis Navarro, Benjamin Karg +2
Resonant power converters offer improved levels of efficiency and power density. In order to implement such systems, advanced control techniques are required to take the most of th…
math.OC2018★ 310 cited
Efficient representation and approximation of model predictive control laws via deep learning
Benjamin Karg, Sergio Lucia
We show that artificial neural networks with rectifier units as activation functions can exactly represent the piecewise affine function that results from the formulation of model…