Sydney Digital Theses (Open Access): Recent submissions
-
Optimizing the Use of Heterogeneous Memory
Published 2026Chapter 2 studies persistent key-value stores and isolate the impact of individual design techniques within a unified code base. Unlike prior works that evaluate complete systems, our methodology enables an apples-to-apples ...Open AccessThesis -
Self-Supervised Visual Representation Learning in Distributed Systems - Generalisation Analysis and Training Framework Design
Published 2026This thesis investigates distributed self-supervised learning as a paradigm for training visual representation models directly from distributed and unlabelled data. While large-scale supervised datasets have driven advances ...Open AccessThesis -
Enabling Plug-and-Play Cameras: Generalisable Methods for Self-Calibration and Multi-Modal Vision Systems
Published 2026Vision systems are foundational to a wide range of real-world applications, including autonomous vehicles navigating complex urban environments, drones performing infrastructure inspection, and robots operating in hazardous ...Open AccessThesis -
Machine Learning and Metaheuristics within the Built Environment: From Design to Maintenance
Published 2026Despite significant technological development throughout academia and comparable sectors of the economy, our built environment is increasingly burdened by a lack of automation, data silos, disjointed workflows, slow ...Open AccessThesis -
Neural Networks for Accurate, Scalable and General Core Loss Modeling in Magnetic Components
Published 2026Accurate prediction of magnetic core losses under modern power-electronics excitations is critical for high-efficiency, high-frequency converter design, yet existing approaches often face a trade-off between accuracy, ...Open AccessThesis