Search Results for author: Henni Ouerdane

Found 5 papers, 1 papers with code

Physics-informed appliance signatures generator for energy disaggregation

1 code implementation3 Jan 2024 Ilia Kamyshev, Sahar Moghimian Hoosh, Henni Ouerdane

These generators rely on prior knowledge of the physics of appliance energy consumption, and are capable of simulating a virtually unlimited number of different appliances and their corresponding signatures for any time period.

Total Energy

Assessing the value of energy storage systems for distribution grid applications

no code implementations18 Jul 2023 Sahar Moghimian Hoosh, Henni Ouerdane, Vladimir Terzija, David Pozo

We analyze the potential benefits that energy storage systems (ESS) can bring to distribution networks in terms of cost, stability and flexibility.

Management

Super-relaxation of space-time-quantized ensemble of energy loads to curtail their synchronization after demand response perturbation

no code implementations3 Aug 2020 Ilia Luchnikov, David Métivier, Henni Ouerdane, Michael Chertkov

However, this also results in the parasitic synchronization of individual devices within the ensemble leading to long post-demand-response oscillations in the integrated energy consumption of the ensemble.

Quantization

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

no code implementations28 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)

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