Congestion management via increasing integration of electric and thermal energy infrastructures

no code implementations • 4 Jan 2021 • Alvaro Gonzalez-Castellanos, Priyanko Guha Thakurta, Aldo Bischi

Congestion caused in the electrical network due to renewable generation can be effectively managed by integrating electric and thermal infrastructures, the latter being represented by large scale District Heating (DH) networks, often fed by large combined heat and power (CHP) plants.

Optimization and Control

Data-driven control of micro-climate in buildings: an event-triggered reinforcement learning approach

no code implementations • 28 Jan 2020 • Ashkan Haji Hosseinloo, Alexander Ryzhov, Aldo Bischi, Henni Ouerdane, Konstantin Turitsyn, Munther A. Dahleh

Future of the smart buildings lies in using sensory data for adaptive decision making and control that is currently gloomed by the key challenge of learning a good control policy in a short period of time in an online and continuing fashion.

Decision Making Reinforcement Learning (RL)