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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OpenAlex topics: Thermal properties of materials · Integrated Circuits and Semiconductor Failure Analysis · Microstructure and mechanical properties
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References (56)
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1. A novel creep-fatigue life evaluation method for ceramic-composites components10.1016/j.ijmecsci.2023.108259 ↗
2. Investigation of long-term thermal aging-induced damage in oxide/oxide ceramic matrix composites10.1016/j.jeurceramsoc.2019.10.052 ↗
3. Multiscale investigation on fatigue properties and damage of a 3D braided SiC/SiC + PyC/SiC composites in the full stress range at 1300 °C10.1016/j.jeurceramsoc.2021.11.045 ↗
4. In-situ study on compressive behaviors of different types of 3D SiC/SiC composites using X-ray computed tomography and digital image correlation10.1016/j.jmrt.2022.12.178 ↗
5. In situ investigation of failure in 3D braided SiCf/SiC composites under flexural loading10.1016/j.compstruct.2021.114067 ↗
6. Mechanical characterisation of a fibre reinforced oxide/oxide ceramic matrix composite10.1016/j.jeurceramsoc.2015.08.032 ↗
7. Damage modeling of oxide/oxide ceramic matrix composites under cyclic loading conditions10.1016/j.ceramint.2020.05.208 ↗
8. Pirzada · 2021
9. Evolution and characterization of cyclic thermal shock-induced thermomechanical damage in oxide/oxide ceramics matrix composites10.1016/j.ijfatigue.2018.11.006 ↗
10. Ceramic matrix composite combustor liners: a summary of field evaluations10.1115/1.2181182 ↗
11. Oxide/oxide ceramic matrix composite (CMC) exhaust mixer development in the NASA environmentally responsible aviation (ERA) project
12. Creep of a NextelTM720/alumina ceramic composite containing an array of small holes at 1200°C in air and in steam10.1111/ijac.13074 ↗
13. Creep of Nextel 720/alumina ceramic matrix composite with diamond-drilled effusion holes at 1200°C
14. Creep-rupture behaviour of notched oxide/oxide ceramic matrix composite in combustion environment10.1080/17436753.2017.1359444 ↗
15. Creep in interlaminar shear of an oxide/oxide ceramic-matrix composite at elevated Temperature110.1115/1.4031304 ↗
16. A time-temperature relationship for rupture and creep stresses
17. Monkman · 1956 · 593
18. Modeling creep behavior in ceramic matrix composites10.1016/j.ceramint.2021.01.125 ↗
19. Experimental and numerical study on creep behaviors of 2D twill woven quartz fiber/silica matrix composites10.1016/j.ceramint.2021.08.362 ↗
20. Machine learning accelerates the materials discovery
21. High-throughput map design of creep life in low-alloy steels by integrating machine learning with a genetic algorithm10.1016/j.matdes.2021.110326 ↗
22. Creep lifetime prediction of 9% Cr martensitic heat-resistant steel based on ensemble learning method10.1016/j.jmrt.2022.11.067 ↗
23. A highly interpretable materials informatics approach for predicting microstructure-property relationship in fabric composites10.1016/j.compscitech.2021.109080 ↗
24. Reduced-order models for microstructure-sensitive effective thermal conductivity of woven ceramic matrix composites with residual porosity10.1016/j.compstruct.2021.114399 ↗
25. Support vector regression machines
26. French · 2018 · vol. 10 · 978
27. Random forests10.1023/A:1010933404324 ↗
28. Lightgbm: a highly efficient gradient boosting decision tree
29. Comparison of the mechanical hysteresis of carbon/ceramic-matrix composites with different fiber preforms10.1016/j.carbon.2008.12.025 ↗
30. A mechanistic model for tensile property of continuous carbon fiber reinforced plastic composites built by fused filament fabrication
31. Data preprocessing techniques for classification without discrimination10.1007/s10115-011-0463-8 ↗
32. Interpretable Ensemble-Machine-Learning models for predicting creep behavior of concrete10.1016/j.cemconcomp.2021.104295 ↗
33. Improving algorithm accuracy K-nearest neighbor using Z-score normalization and particle swarm optimization to predict customer churn
34. Semi-random partitioning of data into training and test sets in granular computing context10.1007/s41066-017-0049-2 ↗
35. Cross-validation methods10.1006/jmps.1999.1279 ↗
36. The relation between minimum creep rate and time to fracture10.1080/03063453.1976.11683560 ↗
37. Review: creep of fibre-reinforced ceramic matrix composites10.1080/09506608.2018.1564182 ↗
38. Effects of steam environment on creep behavior of NextelTM 610/Monazite/Alumina composite at 1,100 C10.1007/s10443-009-9105-7 ↗
39. Creep behavior of NextelTM720/alumina ceramic composite with ±45° fiber orientation at 1200°C10.1016/j.compscitech.2007.07.012 ↗
40. Creep behavior of NextelTM720/alumina–mullite ceramic composite with ±45° fiber orientation at 1200°C10.1016/j.msea.2010.05.030 ↗
41. A physics-informed machine learning approach for notch fatigue evaluation of alloys used in aerospace10.1016/j.ijfatigue.2023.107536 ↗
42. Machine learning and the physical sciences10.1103/RevModPhys.91.045002 ↗
43. Scikit-learn: machine learning in Python
44. Algorithms for hyper-parameter optimization
45. Life assessment of thermomechanical fatigue in a woven SiC/SiC ceramic matrix composite with an environmental barrier coating at elevated temperature10.1016/j.ijfatigue.2023.107584 ↗
46. Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates10.1016/S0378-4754(00)00270-6 ↗
47. A quantitative model-independent method for global sensitivity analysis of model output10.1080/00401706.1999.10485594 ↗
48. SALib: an open-source Python library for sensitivity analysis10.21105/joss.00097 ↗
49. Creep models for metal matrix composites with long brittle fibers10.1016/0022-5096(95)00007-6 ↗
50. On the tensile behaviors of 2D twill woven SiO2f/SiO2 composites at ambient and elevated temperatures: mesoscale analysis and in situ experimental investigation10.1016/j.ceramint.2021.01.128 ↗
51. Creep behavior and failure mechanisms of CVI and PIP SiC/SiC composites at temperatures to 1650 °C in air10.1016/j.jeurceramsoc.2021.05.059 ↗
52. High performance oxide fibers for metal and ceramic composites10.1016/S1359-835X(00)00176-7 ↗
53. Advances in inorganic fibers
54. Tensile and creep performance of a novel mullite fiber at high temperatures10.1016/j.compositesa.2015.05.013 ↗
55. Effects of matrix porosity on the mechanical properties of a porous-matrix, all-oxide ceramic composite10.1111/j.1151-2916.2001.tb01059.x ↗
56. Dunn · 2010