[Book] Materials Informatics (No. 1975BOD)

Technical Reference Book - Database Construction, Descriptor Design Methods, Model Creation -

Book Title: Collection of Material Development and Utilization through Materials Informatics ---------------------------- - Database Construction, Descriptor Design Methods, Model Creation - ★ No reliance on researchers' experiences, inspirations, or coincidences! Numerous successful examples of useful and efficient material development are introduced! ---------------------------- ■ Key Points of This Book ● What is Materials Informatics? What can it do? - Current initiatives in Japan and around the world - List of MI utilization examples from various companies - Securing and training data scientists ● Collection and Organization of Material Databases - Introduction of efficient and user-friendly databases - Bayesian estimation and inverse problems - How to choose and set descriptors - How to handle sparse and limited data - Considerations for good and bad quality data - High-speed and high-precision screening ● Utilization Examples in Various Fields - Challenges in realizing polymer MI - Catalytic informatics - Measurement informatics - Additive exploration and composition optimization - Exploration of unknown materials using metals and inorganic materials - Applications in batteries and thermoelectric materials

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