Application of machine learning for advanced material prediction and design

• Published in: EcoMat (Beijing, China) Vol. 4; no. 4
• Main Authors: Chan, Cheuk Hei, Sun, Mingzi, Huang, Bolong
• Format: Journal Article
• Language: English
• Published: Hoboken, USA John Wiley & Sons, Inc 01.07.2022; Wiley
• Subjects: Accuracy; Algorithms; Artificial intelligence; Computer applications; Data collection; Data mining; Datasets; Efficiency; Experiments; Learning algorithms; Machine learning; Material properties; materials science; new structure design; Optimization; Pattern recognition systems; Predictions; property predictions; Science; Simulation

In material science, traditional experimental and computational approaches require investing enormous time and resources, and the experimental conditions limit the experiments. Sometimes, traditional approaches may not yield satisfactory results for the desired purpose. Therefore, it is essential to...