Quantum RL variants with state encoding solve moderate-scale flowsheet synthesis problems competitively with classical RL on per-episode performance and more efficiently per parameter.
Reynoso-Donzelli, L
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YANN-RL initializes RL actor and critic networks with explicit multi-parametric linear MPC solutions via YANNs to start from linear optimal control performance and then learn nonlinear policies through online interaction.
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