Predicting new superconductors and their critical temperatures using machine learning

作者: B. Roter , S.V. Dordevic

DOI: 10.1016/J.PHYSC.2020.1353689

关键词: SuperconductivityArtificial intelligenceProcess (computing)Limit (mathematics)Machine learningComputer science

摘要: We used the superconductors in the SuperCon database to construct element vectors and then perform machine learning of their critical temperatures (T c ). Only the chemical …

参考文章(23)
Robert Tibshirani, Trevor Hastie, Jerome H. Friedman, The Elements of Statistical Learning ,(2001)
Christopher M. Bishop, Pattern Recognition and Machine Learning ,(2006)
Olexandr Isayev, Denis Fourches, Eugene N Muratov, Corey Oses, Kevin Rasch, Alexander Tropsha, Stefano Curtarolo, None, Materials Cartography: Representing and Mining Materials Space Using Structural and Electronic Fingerprints Chemistry of Materials. ,vol. 27, pp. 735- 743 ,(2015) , 10.1021/CM503507H
J.W. Loram, J.L. Tallon, The doping dependence of T* – what is the real high-Tc phase diagram? Physica C-superconductivity and Its Applications. ,vol. 349, pp. 53- 68 ,(2001) , 10.1016/S0921-4534(00)01524-0
J. E. Hirsch, Correlations between normal-state properties and superconductivity Physical Review B. ,vol. 55, pp. 9007- 9024 ,(1997) , 10.1103/PHYSREVB.55.9007
C. C. Homes, S. V. Dordevic, M. Strongin, D. A. Bonn, Ruixing Liang, W. N. Hardy, Seiki Komiya, Yoichi Ando, G. Yu, N. Kaneko, X. Zhao, M. Greven, D. N. Basov, T. Timusk, A universal scaling relation in high-temperature superconductors Nature. ,vol. 430, pp. 539- 541 ,(2004) , 10.1038/NATURE02673
Joanne Hill, Gregory Mulholland, Kristin Persson, Ram Seshadri, Chris Wolverton, Bryce Meredig, None, Materials science with large-scale data and informatics: Unlocking new opportunities Mrs Bulletin. ,vol. 41, pp. 399- 409 ,(2016) , 10.1557/MRS.2016.93
A. P. Drozdov, P. P. Kong, V. S. Minkov, S. P. Besedin, M. A. Kuzovnikov, S. Mozaffari, L. Balicas, F. F. Balakirev, D. E. Graf, V. B. Prakapenka, E. Greenberg, D. A. Knyazev, M. Tkacz, M. I. Eremets, Superconductivity at 250 K in lanthanum hydride under high pressures Nature. ,vol. 569, pp. 528- 531 ,(2019) , 10.1038/S41586-019-1201-8
Kaname Matsumoto, Tomoya Horide, An acceleration search method of higher T c superconductors by a machine learning algorithm Applied Physics Express. ,vol. 12, pp. 073003- ,(2019) , 10.7567/1882-0786/AB2922