Téléchargez le livre : First-Principles and Machine Learning Study of Anharmonic Vibration and Dielectric Properties of Materials

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



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Springer


Paru le : 2025-05-30



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Description

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 with Born effective charges, is useful to study dielectric properties of crystals. The recently developed self-consistent phonon theory (SCPH) enables accurate simulations in strongly anharmonic materials. The author reveals that the combination of SCPH with the four-phonon scattering term accurately reproduces experimental spectra, and discusses how anharmonic phonon self-energies affect the dielectric properties.
The second method is molecular dynamics with Wannier centers—the mass centers of Wannier functions. The author constructs a machine learning model that learns Wannier centers for each chemical bond from atomic coordinates to accurately predict the dipole moments. The developed method is, in principle, applicable to molecules of arbitrary size. Its effectiveness is demonstrated and the dielectric properties of several alcohols, including dipole moments, dielectric constants, and absorption spectra, are analyzed. This book benefits students and researchers interested in anharmonic phonons, machine learning, and dielectric properties.
Pages
219 pages
Collection
n.c
Parution
2025-05-30
Marque
Springer
EAN papier
9789819640232
EAN PDF
9789819640249
Informations sur l'ebook
Nombre pages copiables
2
Nombre pages imprimables
21
Taille du fichier
15667 Ko
Ce livre est accessible aux handicaps Voir les informations sur l'accessibilité
Prix
158,24 €
EAN EPUB
9789819640249
Informations sur l'ebook
Nombre pages copiables
2
Nombre pages imprimables
21
Taille du fichier
26819 Ko
Ce livre est accessible aux handicaps Voir les informations sur l'accessibilité
Prix
158,24 €

Tomohito Amano is a theoretical physicist in condensed matter physics at the University of Tokyo.  After his Bachelor of Science program at the University of Tokyo, he started his graduate research in the group led by Professor Shinji Tsuneyuki in 2019, and received his Ph.D. from the Department of Physics, the School of Science, the University of Tokyo in 2024. He was awarded the School of Science Encouragement Award AY2023 in 2024. His research interest lies in density functional theory, anharmonic phonon theory, molecular dynamics, machine learning, and dielectric property of materials.

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