Physics-informed machine learning with high-throughput design module for evaluating rupture life and guiding design of oxide/oxide ceramic matrix composites
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Bo Zhang | Xiaoguang Yang | D. Shi | Changqi Liu | Wenqi Hao
[1] Xueqiang Cao,et al. Life assessment of thermomechanical fatigue in a woven SiC/SiC ceramic matrix composite with an environmental barrier coating at elevated temperature , 2023, International Journal of Fatigue.
[2] Xiaoguang Yang,et al. A novel creep-fatigue life evaluation method for ceramic-composites components , 2023, International Journal of Mechanical Sciences.
[3] D. Shi,et al. A physics-informed machine learning approach for notch fatigue evaluation of alloys used in aerospace , 2023, International Journal of Fatigue.
[4] Xiaoguang Yang,et al. In-situ study on compressive behaviors of different types of 3D SiC/SiC composites using X-ray computed tomography and digital image correlation , 2023, Journal of Materials Research and Technology.
[5] Yefeng Chen,et al. Creep lifetime prediction of 9% Cr martensitic heat-resistant steel based on ensemble learning method , 2022, Journal of Materials Research and Technology.
[6] A. Milani,et al. A highly interpretable materials informatics approach for predicting microstructure-property relationship in fabric composites , 2022, Composites Science and Technology.
[7] Chenchong Wang,et al. High-throughput Map Design of Creep Life in Low-Alloy Steels by Integrating Machine Learning with a Genetic Algorithm , 2021, Materials & Design.
[8] Xiaoguang Yang,et al. Multiscale Investigation on Fatigue Properties and Damage of a 3D Braided SiC/SiC + PyC/SiC Composites in the Full Stress Range at 1300 °C , 2021, Journal of the European Ceramic Society.
[9] S. Kalidindi,et al. Reduced-order models for microstructure-sensitive effective thermal conductivity of woven ceramic matrix composites with residual porosity , 2021 .
[10] B. Šavija,et al. Interpretable Ensemble-Machine-Learning models for predicting creep behavior of concrete , 2021, Cement and Concrete Composites.
[11] Xiaoguang Yang,et al. Experimental and numerical study on creep behaviors of 2D twill woven quartz fiber/silica matrix composites , 2021, Ceramics International.
[12] R. Bhatt,et al. Creep behavior and failure mechanisms of CVI and PIP SiC/SiC composites at temperatures to 1650 °C in air , 2021 .
[13] Xiaoguang Yang,et al. In situ investigation of failure in 3D braided SiCf/SiC composites under flexural loading , 2021 .
[14] A. Chattopadhyay,et al. Modeling creep behavior in ceramic matrix composites , 2021 .
[15] Xiaoguang Yang,et al. On the tensile behaviors of 2D twill woven SiO2f/SiO2 composites at ambient and elevated temperatures: Mesoscale analysis and in situ experimental investigation , 2021 .
[16] Huang Yuan,et al. Damage modeling of oxide/oxide ceramic matrix composites under cyclic loading conditions , 2020 .
[17] Muhammad Ali Imron,et al. Improving Algorithm Accuracy K-Nearest Neighbor Using Z-Score Normalization and Particle Swarm Optimization to Predict Customer Churn , 2020, Journal of Soft Computing Exploration.
[18] Zhengmao Yang,et al. Investigation of long-term thermal aging-induced damage in oxide/oxide ceramic matrix composites , 2020 .
[19] Fuji Wang,et al. A mechanistic model for tensile property of continuous carbon fiber reinforced plastic composites built by fused filament fabrication , 2020 .
[20] Naftali Tishby,et al. Machine learning and the physical sciences , 2019, Reviews of Modern Physics.
[21] Huang Yuan,et al. Evolution and characterization of cyclic thermal shock-induced thermomechanical damage in oxide/oxide ceramics matrix composites , 2019, International Journal of Fatigue.
[22] J. Lamon. Review: creep of fibre-reinforced ceramic matrix composites , 2019, International Materials Reviews.
[23] C. Przybyla,et al. Creep of a Nextel™720/alumina ceramic composite containing an array of small holes at 1200°C in air and in steam , 2018, International Journal of Applied Ceramic Technology.
[24] S. Mall,et al. Creep-rupture behaviour of notched oxide/oxide ceramic matrix composite in combustion environment , 2018 .
[25] Tie-Yan Liu,et al. LightGBM: A Highly Efficient Gradient Boosting Decision Tree , 2017, NIPS.
[26] Han Liu,et al. Semi-random partitioning of data into training and test sets in granular computing context , 2017, GRC 2017.
[27] Will Usher,et al. SALib: An open-source Python library for Sensitivity Analysis , 2017, J. Open Source Softw..
[28] K. Rezwan,et al. Tensile and creep performance of a novel mullite fiber at high temperatures , 2015 .
[29] Narottam P. Bansal,et al. Oxide/Oxide Ceramic Matrix Composite (CMC) Exhaust Mixer Development in the NASA Environmentally Responsible Aviation (ERA) Project , 2015 .
[30] M. Ruggles‐Wrenn,et al. Creep in Interlaminar Shear of an Oxide/Oxide Ceramic Matrix Composite at Elevated Temperature , 2014 .
[31] Yoshua Bengio,et al. Algorithms for Hyper-Parameter Optimization , 2011, NIPS.
[32] Toon Calders,et al. Data preprocessing techniques for classification without discrimination , 2011, Knowledge and Information Systems.
[33] Gaël Varoquaux,et al. Scikit-learn: Machine Learning in Python , 2011, J. Mach. Learn. Res..
[34] M. Ruggles‐Wrenn,et al. Creep behavior of Nextel™720/alumina–mullite ceramic composite with ±45° fiber orientation at 1200 °C ☆ , 2010 .
[35] Janet B. Davis,et al. Effects of Steam Environment on Creep Behavior of Nextel™610/Monazite/Alumina Composite at 1,100°C , 2009 .
[36] Lai-fei Cheng,et al. Comparison of the mechanical hysteresis of carbon/ceramic-matrix composites with different fiber preforms , 2009 .
[37] M. Ruggles‐Wrenn,et al. Creep behavior of Nextel™720/alumina ceramic composite with ±45° fiber orientation at 1200 °C , 2008 .
[38] Carlos G. Levi,et al. Effects of Matrix Porosity on the Mechanical Properties of a Porous‐Matrix, All‐Oxide Ceramic Composite , 2001 .
[39] D. Wilson,et al. High performance oxide fibers for metal and ceramic composites , 2001 .
[40] I. Sobola,et al. Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates , 2001 .
[41] Michael W. Browne,et al. Cross-Validation Methods. , 2000, Journal of mathematical psychology.
[42] Stefano Tarantola,et al. A Quantitative Model-Independent Method for Global Sensitivity Analysis of Model Output , 1999, Technometrics.
[43] Alexander J. Smola,et al. Support Vector Regression Machines , 1996, NIPS.
[44] R. McMeeking,et al. Creep models for metal matrix composites with long brittle fibers , 1995 .
[45] K. Milička,et al. The relation between minimum creep rate and time to fracture , 1976 .
[46] F. Larson,et al. A Time-Temperature Relationship for Rupture and Creep Stresses , 1952, Journal of Fluids Engineering.
[47] Megan L. Harkins. Creep of Nextel 720/Alumina Ceramic Matrix Composite with Diamond-Drilled Effusion Holes at 1200°C in Air and in Steam , 2019 .
[48] E. Sackett,et al. Mechanical characterisation of a fibre reinforced oxide/oxide ceramic matrix composite , 2015 .
[49] T. Ishikawa. Advances in inorganic fibers , 2005 .
[50] M. Roode,et al. Ceramic Matrix Composite Combustor Liners: A Summary of Field Evaluations , 2005 .
[51] L. Breiman. Random Forests , 2001, Machine Learning.