Mining the Correlations Between Optical Micrographs and Mechanical Properties of Cold-Rolled HSLA Steels Using Machine Learning Approaches
作者： Berkay Yucel , Sezen Yucel , Arunim Ray , Lode Duprez , Surya R. Kalidindi
DOI: 10.1007/S40192-020-00183-3
关键词:
摘要: … microstructure quantification did not have a significant improvement on the machine learning models built in this work, it was decided to leave the dispersoids as they appear in Fig. 3. …
springer.com
sci-hub.st 参考文章(98)
Jeffrey Mahler, Sanjay Krishnan, Michael Laskey, Siddarth Sen, Adithyavairavan Murali, Ben Kehoe, Sachin Patil, Jiannan Wang, Mike Franklin, Pieter Abbeel, Ken Goldberg, Learning accurate kinematic control of cable-driven surgical robots using data cleaning and Gaussian Process Regression conference on automation science and engineering. pp. 532- 539 ,(2014) , 10.1109/COASE.2014.6899377
Weina Sun, Tao Chen, Cuixian Chen, Jiding Li, A study on membrane morphology by digital image processing Journal of Membrane Science. ,vol. 305, pp. 93- 102 ,(2007) , 10.1016/J.MEMSCI.2007.07.040
H. Bei, E.P. George, Microstructures and mechanical properties of a directionally solidified NiAl–Mo eutectic alloy Acta Materialia. ,vol. 53, pp. 69- 77 ,(2005) , 10.1016/J.ACTAMAT.2004.09.003
T. J. Mitchell, J. J. Beauchamp, Bayesian Variable Selection in Linear Regression Journal of the American Statistical Association. ,vol. 83, pp. 1023- 1032 ,(1988) , 10.1080/01621459.1988.10478694
Warren M. Garrison, Andrzej L. Wojcieszynski, A discussion of the effect of inclusion volume fraction on the toughness of steel Materials Science and Engineering A-structural Materials Properties Microstructure and Processing. ,vol. 464, pp. 321- 329 ,(2007) , 10.1016/J.MSEA.2007.02.015
Stephen R. Niezgoda, David T. Fullwood, Surya R. Kalidindi, Brent L. Adams, Microstructure Sensitive Design for Performance Optimization ,(2012)
P. A. Romero, A. Krause, F. H. Arnold, Navigating the protein fitness landscape with Gaussian processes Proceedings of the National Academy of Sciences of the United States of America. ,vol. 110, pp. 813- 813 ,(2013) , 10.1073/PNAS.1215251110
Jeffrey L. Dalsin, Phillip B. Messersmith, Bioinspired antifouling polymers Materials Today. ,vol. 8, pp. 38- 46 ,(2005) , 10.1016/S1369-7021(05)71079-8
Dennis M. Dimiduk, Peter M. Hazzledine, Triplicane A. Parthasarathy, Madan G. Mendiratta, Sriram Seshagiri, The role of grain size and selected microstructural parameters in strengthening fully lamellar TiAl alloys Metallurgical and Materials Transactions A-physical Metallurgy and Materials Science. ,vol. 29, pp. 37- 47 ,(1998) , 10.1007/S11661-998-0157-3
M.A.B. Promentilla, T. Sugiyama, T. Hitomi, N. Takeda, Quantification of Tortuosity in Hardened Cement Pastes using Synchrotron-based X-ray Computed Microtomography Cement and Concrete Research. ,vol. 39, pp. 548- 557 ,(2009) , 10.1016/J.CEMCONRES.2009.03.005