Search Results for author: Antoine Lesage-Landry

Found 10 papers, 0 papers with code

Efficient Data-Driven MPC for Demand Response of Commercial Buildings

no code implementations28 Jan 2024 Marie-Christine Paré, Vasken Dermardiros, Antoine Lesage-Landry

Model predictive control (MPC) has been shown to significantly improve the energy efficiency of buildings while maintaining thermal comfort.

energy management Model Predictive Control

Tensor-based Space Debris Detection for Satellite Mega-constellations

no code implementations20 Nov 2023 Olivier Daoust, Hasan Nayir, Irfan Azam, Antoine Lesage-Landry, Gunes Karabulut Kurt

The analysis reveals that the reflected signals of the THz can be utilized for the detection of space debris.

Tensor Decomposition

Evolution of High Throughput Satellite Systems: Vision, Requirements, and Key Technologies

no code implementations6 Oct 2023 Olfa Ben Yahia, Zineb Garroussi, Olivier Bélanger, Brunilde Sansò, Jean-François Frigon, Stéphane Martel, Antoine Lesage-Landry, Gunes Karabulut Kurt

High throughput satellites (HTS), with their digital payload technology, are expected to play a key role as enablers of the upcoming 6G networks.

Online Dynamic Submodular Optimization

no code implementations19 Jun 2023 Antoine Lesage-Landry, Julien Pallage

We propose the online submodular greedy algorithm (OSGA) which solves to optimality an approximation of the previous round loss function to avoid the NP-hardness of the original problem.

Multi-Agent Reinforcement Learning for Fast-Timescale Demand Response of Residential Loads

no code implementations6 Jan 2023 Vincent Mai, Philippe Maisonneuve, Tianyu Zhang, Hadi Nekoei, Liam Paull, Antoine Lesage-Landry

To integrate high amounts of renewable energy resources, electrical power grids must be able to cope with high amplitude, fast timescale variations in power generation.

Multi-agent Reinforcement Learning reinforcement-learning +1

Online Convex Optimization with Binary Constraints

no code implementations5 May 2020 Antoine Lesage-Landry, Joshua A. Taylor, Duncan S. Callaway

Then, we derive a finite-time bound that is sublinear in time and linear in the cumulative variation of the relaxed, continuous round optima.

Dynamic and Distributed Online Convex Optimization for Demand Response of Commercial Buildings

no code implementations31 Jan 2020 Antoine Lesage-Landry, Duncan S. Callaway

We extend the regret analysis of the online distributed weighted dual averaging (DWDA) algorithm [1] to the dynamic setting and provide the tightest dynamic regret bound known to date with respect to the time horizon for a distributed online convex optimization (OCO) algorithm.

Predictive Online Convex Optimization

no code implementations15 May 2019 Antoine Lesage-Landry, Iman Shames, Joshua A. Taylor

We show that under these conditions and without any assumptions on the predictability of the environment, the predictive update strictly improves on the performance of the standard update.

Setpoint Tracking with Partially Observed Loads

no code implementations12 Sep 2017 Antoine Lesage-Landry, Joshua A. Taylor

We use online convex optimization (OCO) for setpoint tracking with uncertain, flexible loads.

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