journal article·2025-09

An interpretable machine learning model for oxidation corrosion prediction of ferritic/martensitic steels in LBE

Chengmin Deng, Mingjie Zheng, Pinghan Chen, XiaoChen Li, Jie Xiong, Ahmed Shahboub, Lin Luo

Publisher page

Abstract

No abstract is available for this record. The assistant can identify its topic from the title, but cannot infer the study’s results.

Source: Not provided · Quality: missing

Research context

OpenAlex topics: Hydrogen embrittlement and corrosion behaviors in metals · Non-Destructive Testing Techniques · Corrosion Behavior and Inhibition

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (95)

Show source-provided references
1. GEN-IV LFR development: status & perspectives10.1016/j.pnucene.2018.02.005 ↗
2. Environmental degradation of structural materials in liquid lead- and lead-bismuth eutectic-cooled reactors10.1016/j.pmatsci.2022.100920 ↗
3. Opportunities for the LWR ATF materials development program to contribute to the LBE-cooled ADS materials qualification program10.1016/j.jnucmat.2016.10.012 ↗
4. Irradiation-resistant ferritic and martensitic steels as core materials for Generation IV nuclear reactors
5. Microstructure, mechanical properties and fracture of EP-823 ferritic/martensitic steel after high-temperature thermomechanical treatment10.1007/s11182-020-02101-8 ↗
6. Oxidation and tensile behavior of ferritic/martensitic steels after exposure to lead-bismuth eutectic10.1016/j.msea.2016.05.100 ↗
7. The lead-bismuth eutectic corrosion rate prediction and composition optimization of ferritic/martensitic steels by physics-guided neural network10.1016/j.engappai.2024.109807 ↗
8. Review of the studies on fundamental issues in LBE corrosion10.1016/j.jnucmat.2007.06.019 ↗
9. Handbook on lead-bismuth eutectic alloy and lead properties, materials compatibility, thermalhydraulics and technologies
10. Hydrogen emission during the steam oxidation of ferritic steels: kinetics and mechanism10.1016/0010-938X(89)90086-3 ↗
11. Corrosion of 9Cr steel in CO2 at intermediate temperature I: mechanism of void-induced duplex oxide formation10.1007/s11085-011-9271-5 ↗
12. Corrosion behavior of 9-12 % Cr ferritic-martensitic steels in supercritical water10.1016/j.corsci.2009.12.032 ↗
13. The formation of thin oxide films on metals10.1016/0010-938X(73)90047-4 ↗
14. Oxidation of steels in liquid lead bismuth: oxygen control to achieve efficient corrosion protection10.1016/j.nucengdes.2010.07.039 ↗
15. Oxidation mechanism of a Fe-9Cr-1Mo steel by liquid Pb-Bi eutectic alloy (Part I)10.1016/j.corsci.2008.06.050 ↗
16. Oxidation mechanism of an Fe-9Cr-1Mo steel by liquid Pb-Bi eutectic alloy at 470 °C (Part II)10.1016/j.corsci.2008.06.051 ↗
17. Oxidation mechanism of a Fe-9Cr-1Mo steel by liquid Pb–Bi eutectic alloy (Part III)10.1016/j.corsci.2008.06.049 ↗
18. Oxidation mechanism of steels in liquid-lead alloys10.1007/s11085-005-4392-3 ↗
19. Analysis on liquid metal corrosion-oxidation interactions10.1016/j.corsci.2007.05.012 ↗
20. Investigation of the anti-corrosion behavior of Fe-Cr oxide layer in LBE: a first-principles study10.1016/j.jnucmat.2024.155592 ↗
21. Adhesion and electric structure at Fe3O4/FeCr2O4 interface: a first principles study10.1016/j.jallcom.2021.160065 ↗
22. The influence of liquid Pb-Bi on the anti-corrosion behavior of Fe3O4: a first-principles study10.1039/C5CP07564E ↗
23. Effects of iron and chromium on the dynamic properties of oxygen in liquid lead-bismuth eutectic alloy10.1016/j.corsci.2017.01.003 ↗
24. Ab initio molecular dynamics study of temperature dependent structure properties of liquid lead-bismuth eutectic alloy10.1016/j.physb.2013.08.004 ↗
25. Atomistic insights into early stage corrosion of bcc Fe surfaces in oxygen dissolved liquid lead-bismuth eutectic (LBE-O)
26. Vacancy formation energies and migration barriers in multi-principal element alloys10.1016/j.actamat.2021.117611 ↗
27. Density functional theory study of local environment effects on oxygen vacancy properties in magnetite10.1021/acs.jpcc.3c02581 ↗
28. A peridynamic model for oxidation of T91 steel in liquid lead-bismuth eutectic10.1016/j.jnucmat.2024.155594 ↗
29. Point defect model for the kinetics of oxide film growth on the surface of T91 steel in contact with lead–bismuth eutectic
30. Formation and dissolution of porous magnetite layer in contact with lead-bismuth eutectic: locally equilibrium thermodynamic model
31. Application of machine learning in material corrosion research10.1515/corrrev-2022-0089 ↗
32. Quantitative prediction of Mg-RE-Ni alloy corrosion behavior by machine learning10.1016/j.corsci.2024.112324 ↗
33. Corrosion rate prediction of 3C steel under different seawater environment by using support vector regression10.1016/j.corsci.2008.10.038 ↗
34. Pipeline corrosion prediction and uncertainty analysis with an ensemble Bayesian neural network approach10.1016/j.psep.2024.05.011 ↗
35. An improved deep forest model for forecast the outdoor atmospheric corrosion rate of low-alloy steels10.1016/j.jmst.2020.01.044 ↗
36. Improvement of the machine learning-based corrosion rate prediction model through the optimization of input features10.1016/j.matdes.2020.109326 ↗
37. Data-driven collapse strength modelling for the screen pipes with internal corrosion defect based on finite element analysis and tree-based machine learning10.1016/j.oceaneng.2023.114400 ↗
38. Boosting-based ensemble machine learning models for predicting unconfined compressive strength of geopolymer stabilized clayey soil10.1038/s41598-024-52825-7 ↗
39. Interpretability study on prediction models for alloy pitting based on ensemble learning10.1016/j.corsci.2023.111790 ↗
40. Explaining individual predictions when features are dependent: more accurate approximations to shapley values10.1016/j.artint.2021.103502 ↗
41. Machine learning of phases and mechanical properties in complex concentrated alloys10.1016/j.jmst.2021.01.054 ↗
42. Domain knowledge-guided interpretive machine learning: formula discovery for the oxidation behavior of ferritic-martensitic steels in supercritical water10.20517/jmi.2022.04 ↗
43. Interpretable machine learning for maximum corrosion depth and influence factor analysis10.1038/s41529-023-00324-x ↗
44. Corrosion behavior of Cr coating on ferritic/martensitic steels in liquid lead-bismuth eutectic at 600 °C and 700 °C10.1016/j.jmrt.2024.02.116 ↗
45. Comparison investigation on corrosion of SIMP and T91 steels exposed to liquid LBE at 450 °C: the role of Si on reducing oxidation rate10.1016/j.corsci.2023.111553 ↗
46. Influence of temperature on the microstructural evolution of SIMP and T91 steels in liquid lead-bismuth eutectic: experiments and molecular dynamics simulations10.1016/j.corsci.2023.111411 ↗
47. Performance of the new ferritic/martensitic steel SIMP against liquid lead-bismuth eutectic corrosion: comparison with T91 and 316L steels10.1002/maco.202213372 ↗
48. Corrosion behavior of T91 steel in liquid lead-bismuth eutectic at 550 °C: effects of exposure time and dissolved oxygen concentration10.1016/j.corsci.2022.110405 ↗
49. Effects of pulsed laser surface remelting on microstructure, hardness and lead-bismuth corrosion behavior of a ferrite/martensitic steel10.1016/j.net.2021.12.030 ↗
50. Wetting behavior of LBE on corroded candidate LFR structural materials of 316L, T91 and CLAM10.3390/ma15010102 ↗
51. Corrosion characteristics of T91 steel in lead-bismuth eutectic with different oxygen concentrations at 500 °C10.1002/maco.202112505 ↗
52. High-temperature corrosion behaviors of structural materials for lead-alloy-cooled fast reactor application10.3390/app11052349 ↗
53. Effect of cold rolling on the oxidation resistance of T91 steel in oxygen-saturated stagnant liquid lead-bismuth eutectic at 450 °C and 550 °C10.1016/j.jnucmat.2016.04.046 ↗
54. Oxidation behavior of ferritic/martensitic steels in stagnant liquid LBE saturated by oxygen at 600 °C10.1016/j.jnucmat.2014.11.018 ↗
55. Corrosion scales on various steels after exposure to liquid lead-bismuth eutectic10.1016/j.jnucmat.2013.09.034 ↗
56. Influence of temperature on the interaction mode of T91 and AISI 316L steels with Pb-Bi melt saturated by oxygen10.1016/j.corsci.2008.02.006 ↗
57. Corrosion behaviour of steels in lead-bismuth at 823 K10.1016/j.jnucmat.2004.07.013 ↗
58. Study on corrosion behavior of weld bead by tungsten inert gas welding china low activation martensitic steel in static oxygen-saturated Pb-Bi at 500 °C10.5006/3066 ↗
59. Temperature dependence of corrosion of ferritic/martensitic and austenitic steels in liquid lead-bismuth eutectic10.2320/matertrans.M2009173 ↗
60. Compatibility tests on steels in molten lead and lead-bismuth10.1016/S0022-3115(01)00538-4 ↗
61. Effect of nanostructured surface on the corrosion behavior of RAFM steels10.1007/s11085-019-09895-0 ↗
62. Enhanced oxidation resistance of a reduced activation ferritic/martensitic steel in liquid Pb-Bi eutectic alloy by preforming a gradient nanostructured surface layer10.1016/j.jnucmat.2018.04.042 ↗
63. Effect of welding thermal cycles on the oxidation resistance of 9 wt. % Cr heat resistant steels in 550 °C lead-bismuth eutectic10.1016/j.apsusc.2016.08.042 ↗
64. Synergistic effects of Si and Y on corrosion behavior of cast cladding steels by pre-laying Y powder for nuclear applications in static liquid LBE10.1016/j.jnucmat.2022.153781 ↗
65. Corrosion behavior of 9Cr-Si heat resistant steel deposited metal in liquid lead-bismuth eutectic at 550 °C10.1016/j.corsci.2023.111042 ↗
66. Effect of silicon on dynamic/static corrosion resistance of T91 in lead-bismuth eutectic at 550 °C10.3390/ma15082862 ↗
67. Influence of Si addition on the corrosion behavior of 9 wt % Cr ferritic/martensitic steels exposed to oxygen-controlled molten Pb-Bi eutectic at 550 and 600 °C10.1016/j.corsci.2021.109871 ↗
68. Heat-treatment optimization and heavy liquid metal compatibility of Si-enriched F/M steel for LFR structure application
69. A review of corrosion behavior of structural steel in liquid lead-bismuth eutectic10.3390/cryst13060968 ↗
70. Prediction of martensite start temperature of steel combined with expert experience and machine learning10.1080/14686996.2024.2354655 ↗
71. Machine learning-enabled prediction of high-temperature oxidation resistance for Ni-based alloys10.1016/j.corsci.2024.112152 ↗
72. Tensile property prediction by feature engineering guided machine learning in reduced activation ferritic/martensitic steels10.1016/j.jnucmat.2019.151823 ↗
73. Accelerated design of low-activation high entropy alloys with desired phase and property by machine learning
74. Machine learning assisted composition effective design for precipitation strengthened copper alloys10.1016/j.actamat.2021.117118 ↗
75. A K-fold averaging cross-validation procedure10.1080/10485252.2015.1010532 ↗
76. A property-oriented design strategy of high-strength ductile RAFM steels based on machine learning10.1016/j.msea.2022.142891 ↗
77. Interpretable material descriptors for critical pitting temperature in austenitic stainless steel via machine learning10.1038/s41529-025-00563-0 ↗
78. Collinearity: a review of methods to deal with it and a simulation study evaluating their performance10.1111/j.1600-0587.2012.07348.x ↗
79. Phase-field modeling of alloy oxidation at high temperatures10.1016/j.actamat.2023.118776 ↗
80. A review of steel corrosion by liquid lead and lead-bismuth10.1016/j.corsci.2009.03.013 ↗
81. Effect of molybdenum addition on oxidation behavior and secondary protection mechanism of FeCrAl coatings10.1016/j.matchar.2023.113221 ↗
82. Corrosion of stainless steels in lead-bismuth eutectic up 600 °C10.1016/j.jnucmat.2004.07.012 ↗
83. The effect of volatilisation of refractory metal oxides on the cyclic oxidation of Ni-base superalloys10.1007/s11085-013-9440-9 ↗
84. Effect of molybdenum on cyclic oxidation behavior of 4th generation nickel-based single crystal superalloys10.1016/j.corsci.2023.111458 ↗
85. Insights into the corrosion mechanism of a 12Cr F/M steel in oxygen-saturated liquid LBE10.1016/j.corsci.2023.111602 ↗
86. Silicon enhances high temperature oxidation resistance of SIMP steel at 700 °C10.1016/j.corsci.2020.108519 ↗
87. Improving toughness and strain-hardening of a silicon-enriched ferritic/martensitic (F/M) steel via an austenite isothermal hot-rolling (AIHR) process
88. Silicon-containing ferritic/martensitic steel after exposure to oxygen-containing flowing lead-bismuth eutectic at 450 and 550 °C10.1016/j.jnucmat.2015.11.058 ↗
89. Revealing fracture mechanisms of medium manganese steels with and without delta-ferrite10.1016/j.actamat.2018.11.029 ↗
90. Effect of carbon and manganese on the microstructure and mechanical properties of 9Cr2WVTa deposited metals10.1016/j.jnucmat.2016.12.041 ↗
91. Effect of nitrogen on precipitation behavior of hyper duplex stainless steel S3270710.1016/j.matchar.2021.111096 ↗
92. Design of alumina forming FeCrAl steels for lead or lead-bismuth cooled fast reactors10.1016/j.jnucmat.2012.04.006 ↗
93. Corrosion of ODS steels in lead-bismuth eutectic10.1016/j.jnucmat.2007.05.049 ↗
94. New insight of the enhanced oxidation resistance of T91 steel in 450 °C liquid lead-bismuth eutectic by adding Al and Si element10.1016/j.jmst.2024.03.033 ↗
95. Si segregation and relevant effect on the corrosion propagation in F/M steel exposed to liquid lead-bismuth eutectic10.1080/1478422X.2022.2115436 ↗