Browsing Theses by Subject "Multiphysics"
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A Convolutional Neural Network to Predict the State-of-Lithiation of Lithium-ion Batteries with the Nickel-Manganese-Cobalt-Oxide Chemistry
(University of Waterloo, 2023-04-14)A machine learning (ML) model was developed to study the discharge behavior of a 𝐿𝑖x𝑁𝑖0.33𝑀𝑛0.33𝐶𝑜0.33𝑂2 half-cell with particle-scale resolution. The ML model could predict the state-of-lithiation of the particles ...