Interpretable Predicting Creep Rupture Life of Superalloys: Enhanced by Domain‐Specific Knowledge [PDF]
Advanced ScienceEvaluating and understanding the effect of manufacturing processes on the creep performance in superalloys poses a significant challenge due to the intricate composition involved.
Jiawei Yin +9 more
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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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Materials Genome Engineering AdvancesPrediction of creep rupture life of high‐temperature titanium alloys is crucial for their practical applications. The efficient representations (features) of the information encoded in the data are essential to achieve an accurate prediction model. Here,
Bangtan Zong +5 more
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Significant reduction in creep life of P91 steam pipe elbow caused by an aberrant microstructure after short-term service [PDF]
Scientific ReportsP91 steel is an important steam pipe for ultra-supercritical power plants due to its excellent creep strength, which generally has a design life of 100,000 h.
Hongyu Zhou +7 more
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Uncertainty quantification in multivariable regression for material property prediction with Bayesian neural networks [PDF]
Scientific ReportsWith the increased use of data-driven approaches and machine learning-based methods in material science, the importance of reliable uncertainty quantification (UQ) of the predicted variables for informed decision-making cannot be overstated.
Longze Li +5 more
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A Method for Predicting the Creep Rupture Life of Small-Sample Materials Based on Parametric Models and Machine Learning Models. [PDF]
Materials (Basel), 2023 Zhang X +5 more
europepmc +2 more sources
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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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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Machine Learning-Based Framework for Predicting Creep Rupture Life of Modified 9Cr-1Mo Steel
Applied Sciences, 2023 Efficient and accurate predictions of creep rupture life are essential for ensuring the integrity of high-temperature components. In this work, a machine learning-based framework is developed for the quick screening of crucial features and accurate ...
Mengyu Chai +5 more
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Nihon Kikai Gakkai ronbunshu, 2021 LE-9 rocket engine for H3 launch vehicle is being developed for realizing high performance, low cost and high reliability. Thermal fatigue life prediction on a combustion chamber structure with multiple cooling holes is important for design of rocket ...
Tatsuya KAMEYAMA +6 more
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