MIT Theses: Recent submissions
Now showing items 16-18 of 63974
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A Novel Machine Learning Approach to Robust Optimization: Theory and Applications
(Massachusetts Institute of Technology, 2025-05)The increasing availability of data offers modelers unprecedented opportunities to improve decision-making. In particular, we can leverage machine learning based approaches to estimate parameters of optimization models, ... -
Continual Learning for Engineering: Benchmarking and Exploring Strategies for 3D Engineering Problems
(Massachusetts Institute of Technology, 2025-05)Engineering applications of machine learning often involve high-dimensional, computationally intensive simulations paired with limited and evolving datasets. As new designs and constraints emerge, models must adapt to ... -
High-Order and Wavelet-Adaptive Immersed Methods for PDEs on Complex Domain Geometries
(Massachusetts Institute of Technology, 2025-05)The development of immersed methods brings a promising solution to the numerical simulation of interface-coupled multi-physics problems, such as multi-phase flows and fluidstructure interactions. This renders necessitates ...
