Portrait of Antoine Lesage-Landry

Antoine Lesage-Landry

Associate Academic Member
Assistant Professor, Polytechnique Montréal, Department of Electrical Engineering

Biography

I am an assistant professor in the Department of Electrical Engineering at Polytechnique Montréal. I received my BEng degree in engineering physics from Polytechnique Montréal in 2015, and my PhD degree in electrical engineering from the University of Toronto in 2019. I was a postdoctoral scholar in the Energy & Resources Group at the University of California, Berkeley, from 2019 to 2020. My research interests include optimization, online learning and machine learning, and their application to power systems with renewable generation.

Current Students

Christina G. Soldati
Master's Research - Polytechnique Montréal
christina.soldati@mila.quebec
Donald Fisher
Master's Research - Polytechnique Montréal
donald.fisher@mila.quebec
Github
Etienne Tremblay
Master's Research - Polytechnique Montréal
etienne.tremblay@mila.quebec
Feng Li
PhD - Polytechnique Montréal
feng.li@mila.quebec
Julie Durette
Master's Research - Polytechnique Montréal
julie.durette@mila.quebec
Julien Pallage
Master's Research - Polytechnique Montréal
julien.pallage@mila.quebec
Github
Abraham N’Zi
PhD - Polytechnique Montréal
kouame.n-zi@mila.quebec
Loreley Sepho
Master's Research - Polytechnique Montréal
Co-supervisor :
Hanane Dagdougui
loreley.sepho@mila.quebec
Matthias Molénat
Master's Research - Polytechnique Montréal
matthias.molenat@mila.quebec
Google Scholar
Mohamed Charara
Master's Research - Polytechnique Montréal
Co-supervisor :
Hanane Dagdougui
mohamed.charara@mila.quebec
Olivier Bélanger
Master's Research - Polytechnique Montréal
olivier.belanger@mila.quebec
Bahar Fatemeh
PhD - Polytechnique Montréal
rajabi.fatemeh@mila.quebec
Samuel Mendoza
Master's Research - Polytechnique Montréal
samuel.mendoza@mila.quebec
Victor Darleguy
Master's Research - Polytechnique Montréal
victor.darleguy@mila.quebec
Victor Ricaux
Research Intern - Polytechnique Montréal Paris
victor.ricaux@mila.quebec
Xavier Audet
Master's Research - Polytechnique Montréal
xavier.audet@mila.quebec
Github

Publications

An Online Newton’s Method for Time-Varying Linear Equality Constraints
Jean-Luc Lupien
Antoine Lesage-Landry
We consider online optimization problems with time-varying linear equality constraints. In this framework, an agent makes sequential decisio… (see more)ns using only prior information. At every round, the agent suffers an environment-determined loss and must satisfy time-varying constraints. Both the loss functions and the constraints can be chosen adversarially. We propose the Online Projected Equality-constrained Newton Method (OPEN-M) to tackle this family of problems. We obtain sublinear dynamic regret and constraint violation bounds for OPEN-M under mild conditions. Namely, smoothness of the loss function and boundedness of the inverse Hessian at the optimum are required, but not convexity. Finally, we show OPEN-M outperforms state-of-the-art online constrained optimization algorithms in a numerical network flow application.
2023-01-01
IEEE Control Systems Letters (published)
doi.org
arxiv.org