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cs.LG2022★ 19 cited
Performance Analysis of Electrical Machines Using a Hybrid Data- and Physics-Driven Model
Vivek Parekh, Dominik Flore, Sebastian Schöps
In the design phase of an electrical machine, finite element (FE) simulation are commonly used to numerically optimize the performance. The output of the magneto-static FE simulati…
cs.LG2022★ 30 cited
Variational Autoencoder based Metamodeling for Multi-Objective Topology Optimization of Electrical Machines
Vivek Parekh, Dominik Flore, Sebastian Schöps
Conventional magneto-static finite element analysis of electrical machine design is time-consuming and computationally expensive. Since each machine topology has a distinct set of…