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Demand response for residential building heating: Effective Monte Carlo Tree Search control based on physics-informed neural networks

Fabio Pavirani, Gargya Gokhale, Bert Claessens, Chris Develder

2024Energy and Buildings41 citationsDOI

Topics & Concepts

Controller (irrigation)Computer scienceArtificial neural networkMonte Carlo tree searchReinforcement learningBackupMonte Carlo methodFunction (biology)Energy consumptionLimit (mathematics)TrimmingTree (set theory)Domain (mathematical analysis)Mathematical optimizationArtificial intelligenceEngineeringMathematicsMathematical analysisStatisticsBiologyElectrical engineeringEvolutionary biologyAgronomyOperating systemDatabaseBuilding Energy and Comfort OptimizationModel Reduction and Neural NetworksHeat Transfer and Optimization
Demand response for residential building heating: Effective Monte Carlo Tree Search control based on physics-informed neural networks | Litcius