Issue 2, 2025

Prediction methods for phonon transport properties of inorganic crystals: from traditional approaches to artificial intelligence

Abstract

In inorganic crystals, phonons are the elementary excitations describing the collective atomic motions. The study of phonons plays an important role in terms of understanding thermal transport behavior and acoustic properties, as well as exploring the interactions between phonons and other energy carriers in materials. Thus, efficient and accurate prediction of phonon transport properties such as thermal conductivity is crucial for revealing, designing, and regulating material properties to meet practical requirements. In this paper, typical strategies used to predict phonon transport properties in modern science and technologies are introduced, and relevant achievements are emphasized. Moreover, insights into the remaining challenges as well as future directions of phonon transport-related exploration are proposed. The viewpoints of this paper are expected to provide a valuable reference to the community and inspire relevant research studies on predicting phonon transport properties in the near future.

Graphical abstract: Prediction methods for phonon transport properties of inorganic crystals: from traditional approaches to artificial intelligence

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Article information

Article type
Review Article
Submitted
27 Sep 2024
Accepted
28 Oct 2024
First published
29 Oct 2024

Nanoscale Horiz., 2025,10, 230-257

Prediction methods for phonon transport properties of inorganic crystals: from traditional approaches to artificial intelligence

Y. Wei, Z. Liu and G. Qin, Nanoscale Horiz., 2025, 10, 230 DOI: 10.1039/D4NH00487F

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