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Self-Supervised Masked Autoencoding Meets Federated Learning for Electric Vehicle Battery State-of-Health Estimation See

EVs live and die by their batteries. To keep drivers safe and confident in their vehicles, we need efficient, accurate, and private ways to track each battery's SoH. But, EV labelled data is scarce, sharing raw da...

Deep Learning for Ego- and Scene-Centric Vehicle Trajectory Prediction at Cooperative Intersections for Vulnerable Road Users Safety See

Intersections are highly dynamic environments where multiple traffic flows, diverse road users, and visibility obstructions create safety challenges. Adopting Autonomous Vehicles (AVs) adds further complexity, particularly in mixed-traffic scenarios wh...

Model Optimization for Federated Learning and Flow-Based Image Restoration See

This thesis explores model optimization strategies for two fundamental areas in machine learning: Federated Learning (FL) and Image Restoration (IR), both of which must address challenges posed by data heterogeneity and distribution shif...

State in Absentia? Team Canada in a Post-CUSMA North America See

Over the course of 150 years, Canada gradually associated with North American markets. This trajectory was interrupted in 2017 by the renegotiation of the North American Free Trade Agreement, NAFTA. The consequent treaty, the C...

Rare-Earth Ions on the Shastry-Sutherland Lattice: Determining the Magnetic Ground-States of the Rare-Earth Melilites RE2Be2GeO7 (RE = Yb, Er, Gd, Dy) See

In this manuscript, the ground-states of the Shastry-Sutherland lattice materials RE2Be2GeO7 (RE = Yb, Er, Gd, and Dy) are determined experimentally. This was achieved through measurements including SQUID magnetometry, powder X-ray and&...

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MacSphere is·McMaster University’s Institutional Repository (IR). The purpose of an IR is to bring together all of a University's research under one umbrella, with an aim to preserve and provide access to that research. The research and scholarly output included in MacSphere has been selected and deposited by the individual university departments and centres on campus.

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