DETERMINATION OF A COEFFICIENT OF THERMAL EXPANSION BY MACHINE LEARNING

被引:0
|
作者
Machu, Mario [1 ]
Drozdova, Lubomira [1 ]
Smetana, Bedrich [1 ]
Ruzicka, Jan [1 ]
Zla, Simona [1 ]
Sorokina, Svetlana [1 ]
机构
[1] VSB Tech Univ Ostrava, Ostrava, Czech Republic
关键词
Coefficient of thermal expansion; artificial neural network; material proporties; modelling; STEEL;
D O I
10.37904/metal.2020.3462
中图分类号
TF [冶金工业];
学科分类号
0806 ;
摘要
Objective of this work is to model the thermal expansion coefficients of selected steel grade and compare results with those measured by TMA method. Coefficient of thermal expansion is described as a function of steel composition (C, Mn, P, S, Si, Cr, Ni, Mo) and temperature. Experimental values are described and compared with model. Correlation analysis of these data sets is done. Presented model is based on using artificial neural network and represents a preliminary test of method capability to be used for such problems class - for predicting of thermophysical properties depending on composition and temperatre.
引用
收藏
页码:57 / 61
页数:5
相关论文
共 50 条
  • [31] Machine learning guided study of composition-coefficient of thermal expansion relationship in oxide glasses using a sparse dataset
    Tripathi, Biranchi M.
    Sinha, Amit
    Mahata, Tarasankar
    MATERIALS TODAY-PROCEEDINGS, 2022, 67 : 326 - 329
  • [32] Negative Thermal Expansion Coefficient
    Poplavko, Y. M.
    Didenko, Y., V
    Yakimenko, Y., I
    2019 IEEE 2ND UKRAINE CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (UKRCON-2019), 2019, : 652 - 657
  • [33] A method for the determination of the coefficient of expansion
    Kinzie, CJ
    Commons, CH
    JOURNAL OF THE AMERICAN CERAMIC SOCIETY, 1933, 16 (01) : 1 - 5
  • [34] On the identification of a thermal expansion coefficient
    Infante, J. A.
    Molina-Rodriguez, M.
    Ramos, A. M.
    INVERSE PROBLEMS IN SCIENCE AND ENGINEERING, 2015, 23 (08) : 1405 - 1424
  • [35] Coefficient of Thermal Expansion of Concrete
    Tanesi, Jussara
    Crawford, Gary
    Gudimettla, Jagan
    Ardani, Ahmad
    Concrete International, 2012, 34 (04) : 55 - 60
  • [36] COEFFICIENT OF THERMAL EXPANSION FOR LIQUIDS
    KUONG, JF
    BRITISH CHEMICAL ENGINEERING, 1969, 14 (12): : 659 - &
  • [37] A machine learning approach to predict thermal expansion of complex oxides
    Peng, Jian
    Gunda, N. S. Harsha
    Bridges, Craig A.
    Lee, Sangkeun
    Haynes, J. Allen
    Shin, Dongwon
    COMPUTATIONAL MATERIALS SCIENCE, 2022, 210
  • [38] Determination of the coefficient of thermal expansion of high performance concrete from initial setting
    Kada, H
    Lachemi, M
    Petrov, N
    Bonneau, O
    Aïtcin, PC
    MATERIALS AND STRUCTURES, 2002, 35 (245) : 35 - 41
  • [39] A novel experimental setup for the determination of the thermal expansion coefficient of concrete at cryogenic temperatures
    Tsolakis, Efstratios
    Kalligeros, Christos
    Tzouganakis, Panteleimon
    Koulocheris, Dimitrios
    Spitas, Vasilios
    CONSTRUCTION AND BUILDING MATERIALS, 2021, 309
  • [40] Determination of the coefficient of thermal expansion of high performance concrete from initial setting
    Kada, H.
    Lachemi, M.
    Petrov, N.
    Bonneau, O.
    Aïtcin, P.-C.
    Materials and Structures/Materiaux et Constructions, 2002, 34 (245): : 35 - 41