机器学习在材料研发中的应用

谢建新, 宿彦京, 薛德祯, 姜雪, 付华栋, 黄海友

Machine Learning for Materials Research and Development

XIE Jianxin, SU Yanjing, XUE Dezhen, JIANG Xue, FU Huadong, HUANG Haiyou

图6 机器学习模型与遗传算法结合的新钢种设计策略[116]

Fig.6 Strategy of combining machine learning and genetic algorithm to design ultrahigh-strength stainless steel (PM—physical metallurgy, MAE—mean absolute error, SVM—support vector machine, SVC—support vector classifier, GA—genetic algorithm, VF—equilibrium volume fraction, DF—driving force)[116]