Phase diagram construction and prediction method based on machine learning algorithms

Phase diagram construction and prediction method based on machine learning algorithms

Phase diagram, which is known as the “compass” and “map” of materials research, plays a guiding role in the material design and development. Conventional CALPHAD method could provide the detailed information on the phase equilibria via the assessment of thermodynamics model parameters. However, CALP...

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Bibliographic Details
Main Authors: Shengkun Xi, Jiahui Li, Longke Bao, Rongpei Shi, Haijun Zhang, Xiaoyu Chong, Zhou Li, Cuiping Wang, Xingjun Liu
Format: Article
Language:English
Published: Elsevier 2025-05-01
Series:Journal of Materials Research and Technology
Subjects:
CALPHAD
Machine learning
Digitalized phase diagram
Phase region
Solvus temperature
Online Access:http://www.sciencedirect.com/science/article/pii/S2238785425005745
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