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First-Principles and Machine Learning Study of Anharmonic Vibration and Dielectric Properties of Materials

The book presents the author's development of two first-principles methods to calculate dielectric properties of materials based on anharmonic phonon and machine learning, and demonstrates an in-depth analysis of anharmonic crystals and molecular liquids. The anharmonic phonon method, combined...

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Bibliographic Details
Main Author:	Amano, Tomohito (Author)
Corporate Author:	SpringerLink (Online service)
Format:	Electronic eBook
Language:	English
Published:	Singapore : Springer Nature Singapore : Imprint: Springer, 2025.
Edition:	1st ed. 2025.
Series:	Springer Theses, Recognizing Outstanding Ph.D. Research,
Subjects:	Mathematical physics. Computer simulation. Machine learning. Semiconductors. Condensed matter. Materials science > Data processing. Electronic structure. Quantum chemistry > Computer programs. Computational Physics and Simulations. Machine Learning. Condensed Matter Physics. Condensed Matter. Electronic Structure Calculations.
Online Access:	https://doi.org/10.1007/978-981-96-4024-9
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