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Managing chance-constrained hydropower with reinforcement learning and backoffs

Florian Mitjana, Michel Denault, Kenjy Demeester

2022Advances in Water Resources17 citationsDOI

Topics & Concepts

Markov decision processHydropowerReinforcement learningBenchmark (surveying)Mathematical optimizationComputer scienceControl (management)Process (computing)Constraint (computer-aided design)Markov processStochastic programmingDynamic programmingConstraint satisfactionRenewable energyOperations researchOptimal controlEngineeringArtificial intelligenceMathematicsGeologyElectrical engineeringProbabilistic logicStatisticsOperating systemGeodesyMechanical engineeringWater resources management and optimizationElectric Power System OptimizationWater-Energy-Food Nexus Studies
Managing chance-constrained hydropower with reinforcement learning and backoffs | Litcius