Marc-Antoine Beaudoin, P.Eng.
IA Lab, McGill University
Centre for Intelligent Machines
McConnell Engineering Building, Room 503
3480 University, Montréal, QC H3A 2K6
ma.beaudoin [at] mail.mcgill.ca
I research the data-driven control of dynamical systems, with a particular focus on electrical vehicles. I work at the intersection of engineering product development, systems & control, and machine learning.
Machine learning is a powerful tool that can be used to enhance engineering products. It enables the automation of complex tasks that were once out of reach. It also increases the performance of already automated engineering systems by leveraging the capacity to learn from data collection. However, it can be challenging to predict the behavior of machine learning enhanced dynamical systems. My research thus focuses on the predictability aspect of machine learning control.
Fundamental limitations to no-jerk gearshift in electric vehicles: the importance of transmission architectures
Marc-Antoine Beaudoin, Benoit Boulet
Preprint : arXiv.
Analytical lump model for the nonlinear dynamic response of bolted flanges in aero-engine casings
Marc-Antoine Beaudoin, Kamran Behdinan
Mechanical Systems and Signal Processing 115, 14-28, 2019. (publisher)
Nonlinear Dynamic Analysis of Bolted Flanges in Aero-Engine Casings
MASc Thesis, University of Toronto, 2018. (pdf)
PhD, McGill University, Electrical and Computer Engineering (2019-present).
Thesis supervisor: Prof. Benoit Boulet.
My thesis focuses on machine learning control of dynamical systems — electrical vehicles, more particularly.
MASc, University of Toronto, Mechanical Engineering (2018).
Thesis supervisor: Prof. Kamran Behdinan.
My thesis was the development of a new model for the nonlinear dynamical analysis of aero-engines. I showed that a simple lump model based on first principles captures the structural nonlinearities required for accurate predictions, and computes fast. The model is therefore well suited for an early product development phase.
B.ing, Université de Sherbrooke, Mechanical Engineering (2015).
Notable project: in Project Beyond we built an ultra-efficient electric vehicle. We placed first at the Shell Eco Marathon Americas 2016; we also took home the Best Design Award.
Nordresa [Now part of Dana Inc.] / Powertrain engineer & Project manager (2018-19)
Developed an electric delivery truck from scratch
Bombardier Transportation/ Structural engineering internship (2013 & 2014)
Designed and analyzed parts for passenger trains
Heroux-Devtek/ Design engineering internship (2012)
Designed parts for aircraft landing gears