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Determination of the Dzyaloshinskii-Moriya interaction using pattern recognition and machine learning

Physics

Determination of the Dzyaloshinskii-Moriya interaction using pattern recognition and machine learning

M. Kawaguchi, K. Tanabe, et al.

This groundbreaking research by Masashi Kawaguchi and team showcases the innovative use of machine learning to extract crucial material parameters from a single magnetic domain image. Their convolutional neural network effectively estimates the Dzyaloshinskii-Moriya interaction and magnetic anisotropy, paving the way for advancements in magnetic memory technologies.

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