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Which price to pay? Auto-tuning building MPC controller for optimal economic cost

Which price to pay? Auto-tuning building MPC controller for optimal economic cost

Model predictive control (MPC) controller is considered for temperature management in buildings but its performance heavily depends on hyperparameters. Consequently, MPC necessitates meticulous hyperparameter tuning to attain optimal performance under diverse contracts. However, conventional building controller design is an open-loop process without critical hyperparameter optimization, often leading to suboptimal performance …