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Utilizing Load Shifting for Optimal Compressor Sequencing in Industrial Refrigeration
The ubiquity and energy needs of industrial refrigeration has prompted several research studies investigating various control opportunities for reducing energy demand.
Decentralized Thermal Control of Buildings
The degree of decentralization in the control architecture determines a fundamental tradeoff between performance and robustness.
Occupancy-Driven Stochastic Decision Framework for Ranking Commercial Building Loads
For effective integration of building operations into the evolving demand response programs of the power grid, real-time decisions concerning the use of building appliances for grid services must excel on multiple criteria, ranging from the added value to occupants' comfort to the quality of the grid services.
Physics-constrained Deep Learning of Multi-zone Building Thermal Dynamics
The proposed method is based on the systematic encoding of physics-based prior knowledge into a structured recurrent neural architecture.
