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Machine learning-based predictions and analyses of the creep rupture life of the Ni-based single crystal superalloy [PDF]
Scientific ReportsThe evaluation of creep rupture life is complex due to its variable formation mechanism. In this paper, machine learning algorithms are applied to explore the creep rupture life span as a function of 27 physical properties to address this issue.
Fan Zou +3 more
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Journal of Materials Research and Technology, 2020 A method is presented to firstly rationalise the short-term creep rupture strength data and then to predict the 100,000 h creep rupture strengths of a new 9Cr grade of martensitic creep resistant steels (G115) at different temperatures.
C.C. Jiang +4 more
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Discovering chemistry to creep rupture equations in Alloy 617 with machine learning [PDF]
Scientific ReportsThis study seeks to discover a mathematical relationship between stress, temperature, properties, chemistry, and creep-rupture of a superalloy. This discovery will be achieved by leveraging human-supervised machine learning (ML).
Md Abir Hossain +3 more
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The rupture life prediction in cold dwell fatigue of Ti-6Al-4V based on the creep deformation [PDF]
MATEC Web of Conferences, 2020 Titanium a lloys have been found that the fatigue strength of Ti alloys decreases due to cold dwell fatigue (CDF) at room temperature. Ti and Ti alloys generate creep deformation at room temperature (T/Tm = 0.15).
Ota Yutaro +2 more
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Nihon Kikai Gakkai ronbunshu, 2022 A creep rupture life evaluation equation for Gr. 91 steel was proposed, taking account of the region classification and the creep strength difference between heats. The creep rupture life evaluation equation consists of three parts.
Kenichi KIZU
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Effect of Grain Size on Mechanical and Creep Rupture Properties of 253 MA Austenitic Stainless Steel
Metals, 2022 The effect of grain size on the mechanical properties and creep rupture of 253 microalloyed (MA) austenitic stainless steel (ASS) was investigated. The cold rolling process with a 53% reduction in thickness was applied to the steel followed by annealing ...
Mochammad Syaiful Anwar +5 more
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Journal of Materials Research and Technology, 2022 The relationship between the microstructure evolution and the corresponding creep rupture performance are systematically investigated. Dramatically enhanced creep rupture performance is achieved for the 9Cr–CrMoV dissimilar welded joint by adjusting the ...
Kai Ding +7 more
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Journal of Aeronautical Materials, 2021 In view of the creep deformation failure of areo-engine high temperature components, the elastoplastic and creep deformation response of GH4169 alloy smooth and notched plate specimens at 650 ℃ is calculated using elastoplastic coupled creep constitutive
HU Xianming +3 more
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Creep properties and analysis of creep rupture data of 2.25Cr-1Mo-0.3V steels
Science and Technology of Advanced Materials: Methods, 2022 Tensile properties and creep rupture data were obtained for four heats of 2.25Cr-1Mo-0.3 V steels used for high-temperature and high-pressure hydrotreatment reactor vessels. Tensile tests at room temperature to 650°C were performed in accordance with JIS
Kota Sawada +4 more
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Nuclear Engineering and Technology, 2022 Steam generator (SG) tubes in a nuclear power plant can undergo rapid changes in pressure and temperature during an accident; thus, an accurate model to predict short-term creep damage is essential.
Seongin Moon +6 more
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