Explainable AI-based physical theory for advanced materials design TUS_PR SciReports
, a team of researchers led by Prof. Masato Kotsugi from Tokyo University of Science, Japan succeeded in automating the interpretation of the microscopic image data. They achieved this using an"extended Landau free energy model" that they developed using a combination of topology,The model illustrated the physical mechanism as well as the critical location of the magnetic effect, and proposed an optimal structure for a nanodevice.
"Conventional analysis are based on a visual inspection of microscope images, and the relationships with the material function are expressed only qualitatively, which is a major bottleneck for material design. Our extended Landau free energy model enables us to identify the physical origin and location of the complex phenomena within these materials.
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Scientists Develop an “Extended Landau Free Energy Model” for Advanced Materials DesignExplainable AI-Based Physical Theory for Advanced Materials Design Scientists develop an “extended Landau free energy model” for causal analysis and visualization in nano-magnetic devices with AI and topology. Microscopic materials analysis is essential to achieve desirable performance in next-g
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