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Modular Hierarchical Model Predictive Control for Coordinated and Holistic Energy Management of Buildings

Mario Vašak, Anita Banjac, Nikola Hure, Hrvoje Novak, Danko Marušić, Vinko Lešić

2021IEEE Transactions on Energy Conversion38 citationsDOIOpen Access PDF

Abstract

Modular building energy management strategy based on a three-level hierarchical model predictive control is proposed in the paper. Building zones, central medium conditioning and microgrid subsystems are controlled independently by individual linear and nonlinear model predictive controllers, and further integrated together as levels of hierarchical coordination control structure based on price-consumption information exchange. The three-level coordination provides a holistic energy management strategy and enables significant demand response ancillary services for buildings as prosumers, while retaining the independence of required expertise in very different building subsystems. The approach is applied for daily operation scheduling of a full-scale building consisting of 248 offices. Models of building subsystems are obtained by identification procedures on measurement data. Compared to rule-based control, detailed realistic simulations show that the overall building operation cost for typical days in summer is reduced by 9-12% for level-by-level energy-optimal and by 15-24% for price-optimal, coordinated operation. The application of predictive control in the proposed way also improves the indoor comfort substantially.

Topics & Concepts

Model predictive controlModular designBuilding management systemMicrogridControl engineeringEnergy managementBuilding automationControl (management)Computer scienceBuilding modelDemand responseIdentification (biology)Hierarchical control systemEnergy consumptionScheduling (production processes)EngineeringEnergy (signal processing)SimulationElectricityArtificial intelligenceOperations managementBotanyBiologyStatisticsOperating systemElectrical engineeringThermodynamicsMathematicsPhysicsBuilding Energy and Comfort OptimizationSmart Grid Energy ManagementMicrogrid Control and Optimization
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