Collection of various ML models for the MaMMoS project
Models are organized in different folders of this repository:
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./beyond-stoner-wolfarth:
ML models to replace single-grain micromaggnetics simulations by ML predictions for
-- ./beyond-stoner-wolfarth/single-grain-easy-axis-model: where the H and K1 vector are aligned along the z-axis of the simulation cube Current model version: v0.1
-- ./beyond-stoner-wolfarth/single-grain-mutli-angle-model: where the H and K1 vector can independently point in any direction Current model version: v0.1
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./experimental-simulation-hc: Identify and correct systematic errors between micromagnetics simulations and experimental measurements of Hc Current model version: v0.1
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./experimental-simulation-ms:
Identify and correct systematic errors between simulations of the spontaneous magnetization and experimental measurement (
⚠️ Not yet validated and may introduce bias).Current model version: v0.1 -
./experimental-simulation-tc:
Identify and correct systematic errors between simulations of the Curie temperature and experimental measurement (
⚠️ Not yet validated and may introduce bias).Current model version: v0.1