Art

J-GLOBAL ID：201902277388718578   Reference number：19A2661126

機械学習の工学問題への適用 深層学習とシミュレーションの連携事例

Author (4)： ITO MASATO (立教大 理) ,  ENDO KATSUHIRO (慶応大 大学院理工学研究科) ,  MOCHIZUKI YUJI (立教大 理) ,  YASUOKA KENJI (慶応大 理工)
Material： 計算工学  (Journal of the Japan Society for Computational Engineering and Science)
Volume： 24  Issue： 4  Page： 3983-3987  Publication year： Oct. 31, 2019 
JST Material Number： L5669A  ISSN： 1341-7622  Document type： Article
Article type： 解説  Country of issue： Japan (JPN)  Language： JAPANESE (JA)

Thesaurus term： *Machine Learning ,  evaluation test ,  *numerical calculation ,  *Computer Simulation ,  molecular dynamics ,  cost ,  speedup ,  case study ,  molecule ,  interaction ,  molecular orbital method ,  distance ,  Discriminant Analysis ,  calculation cost ,  *deep learning ,  biomolecule ,  *computer application ,  *utilization
Semi thesaurus term： *HPC ,  統合的距離

JST classification (3)： Artificial intelligence  (JE08000Z) ,  Computer simulation  (JE11000H) ,  Numerical computation  (JE02000J)

Reference (27)：

• Y. LeCun, Y. Bengio, and G. Hinton, Deep Learning, Nature Vol. 521, pp. 436-444, (2015).
• T. Kurth, S. Treichler, J. Romero, M. Mudigonda, N. Luehr, E. Phillips, A. Mahesh, M. Matheson, J. Deslippe, M. Fatica, Prabhat, M. Houston, Exascale Deep Learning for Climate Analytics, Proc. SC18, Article No. 51, (2018).
• D. Matsuoka, M. Nakano, D. Sugiyama, and S. Uchida, Deep learning approach for detecting tropical cyclones and their precursors in the simulation by a cloud-resolving global nonhydrostatic atmospheric model, Prog. Earth Planet. Sci. Vol. 80, Article No. 5, (2018).
• A. Agrawal, and A. Choudhary, Materials informatics and big data: Realization of the ′′fourth paradigm′′ of science in materials science, APL Materials Vol. 4, 053208, (2016)
• R. Ramprasad, R. Batra, G. Pilania, A. M.-Kanakkithodi, and C. Kim, Machine learning in materials informatics: recent applications and prospects, NPJ Comp. Materials Vol. 3, Article No. 54, (2017).

Terms in the title (5)： 機械学習 ,  工学 ,  深層学習 ,  シミュレーション ,  連携