Prediction of molten oxide slag surface tension with interpretable machine learning
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OpenAlex topics: Metallurgical Processes and Thermodynamics · Iron and Steelmaking Processes · Metal Extraction and Bioleaching
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References (46)
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1. Foamy slag practice to enhance the energy efficiency of electric arc furnace: an industrial scale validation10.1016/j.matpr.2021.01.770 ↗
2. Physical modeling of metallurgical slag foaming induced by chemical reaction10.1007/s11837-022-05483-x ↗
3. Evaluation of the surface tension of ternary silicate melts containing Al2O3, CaO, FeO, MgO or MnO10.2355/isijinternational.47.38 ↗
4. Surface tension evaluation of molten silicates containing surface-active components (B2O3, CaF2 or Na2O)10.2355/isijinternational.47.211 ↗
5. Evaluation of surface tension of molten slag in multi-component systems10.2355/isijinternational.47.935 ↗
6. Evaluation of surface tension of mold fluxes containing fluoride10.17159/2411-9717/1313/2024 ↗
7. Evaluation of surface tension of Ce-bearing slag based on calcium aluminate system10.1080/03019233.2016.1265804 ↗
8. Mirco-level insight into the surface tension-structure relationship of molten CaO–MgO–SiO2–FexO–P2O5 Slags10.2355/isijinternational.ISIJINT-2021-236 ↗
9. Surface tension prediction of multicomponent slags of the CaO–SiO2–Al2O3–FeO–Fe2O3 system based on microstructure analysis10.1007/s11663-021-02394-1 ↗
10. Estimation of physicochemical properties of coal slags and ashes10.1021/bk-1986-0301.ch015 ↗
11. Calculation of physical properties for use in models of continuous casting process-part 1: mould slags10.2355/isijinternational.ISIJINT-2015-364 ↗
12. Development and application of mold flux for high-speed continuous casting of high-carbon steel billets10.1007/s42243-025-01465-w ↗
13. Prediction model of crystallization temperatures of molten fluxes for continuous casting and electroslag remelting based on explainable machine learning10.1007/s11663-025-03874-4 ↗
14. Machine learning on contact angles of liquid metals and solid oxides10.1007/s11663-020-02013-5 ↗
15. Estimation of surface tension of molten silicates using neural network computation10.2355/isijinternational.47.1075 ↗
16. Effect of basicity on density, surface tension and structure of CaO-SiO2-FexO molten slag10.1016/j.jnoncrysol.2024.123206 ↗
17. Effects of MgO content and CaO/Al2O3 ratio on surface tension of calcium aluminate refining slag10.1007/s11771-016-3372-x ↗
18. The surface tensions and foaming behavior of melts in the system CaO-FeO-SiO210.1007/s11663-000-0068-1 ↗
19. Influence of CaO and Fe2O on the surface tension and structure of SiO2- Al2O3-CaO-Fe2O3-MgO synthetic slags10.1088/1742-6596/2393/1/012012 ↗
20. Surface tension models
21. Determination of density and surface tension of CaO–SiO2–Al2O3 molten slag by pendant drop method10.1007/s11663-023-02776-7 ↗
22. Estimation of various properties of CaO–“FeO”–SiO2 system at 1,673 K by mass triangle model10.1515/htmp-2015-0276 ↗
23. Surface properties of liquid alloys & molten slag
24. Influence of SiO2-adding on the thermophysical properties and crystallization behavior of ladle slags10.1002/srin.202300173 ↗
25. Estimating the physical properties of slags
26. Structural analysis and evaluation of surface tension of silicate melts containing CaO and FexO10.1016/j.ces.2021.116870 ↗
27. Computational modelling of oxide surface tensions in secondary metallurgy and continuous casting10.1002/srin.201000106 ↗
28. The effect of viscosity and solids on slag foaming10.1002/srin.202500319 ↗
29. Surface tension of selected CaO-MgO-Al₂O₃-SiO₂ slag with low silica content
30. Surface tension calculation of molten slag in SiO2–Al2O3–CaO–MgO systems based on a statistical modelling approach10.2355/isijinternational.ISIJINT-2018-746 ↗
31. Surface tension calculation of molten slag in SiO2–Al2O3–CaO–MgO–‘FeO’–‘Fe2O3’ systems based on a statistical modelling Approach10.2355/isijinternational.ISIJINT-2019-807 ↗
32. The surface tension of molten slags
33. Viscosity, surface tension, and density of blast furnace slag and synthetic slags at manufacturing condition of hard granulated slag10.2355/tetsutohagane1955.67.9_1491 ↗
34. Surface tension measurements on liquid slags in CaO-SiO2, CaO- Al2O3 and CaO- Al2O3-SiO2 systems by a pendant drop method10.2320/jinstmet1952.45.2_147 ↗
35. Surface and interfacial tensions in copper matte-slag systems, 1200°C10.1179/cmq.1982.21.4.415 ↗
36. Survey of physical properties of slag systems in copper metallurgy
37. The surface tension and structure of silicate slags
38. Structure, surface tension, and density of liquid silicate slags
39. Density and surface tension of oxide melts of the manganese oxide–calcium oxide–silica and manganese oxide–calcium oxide–silica–alumina systems
40. Iversen · 1997
41. Lundberg · 2017 · 30 · 4765
42. Prediction of uniaxial compressive strength of sandstones using petrography-based models10.1016/j.enggeo.2007.10.009 ↗
43. Surface tension of the molten CaO-SiO2 binary and CaO-SiO2-Al2O3 ternary systems10.2355/isijinternational1966.14.162 ↗
44. The effect of the addition of alumina on the viscosity, surface tension, and foaming efficiency of 2.5(CaO/SiO2)-xAl2O3-yFeO-MgO melts10.1016/j.ceramint.2023.04.024 ↗
45. Surface tension of CaO- Al2O3, CaO-SiO2, and CaO- Al2O3-SiO2 melts10.1134/S0036024410010024 ↗
46. Wetting and interfacial tension of molten CaO–Al2O3–MgO–FeO slag and BN substrate10.1016/j.jmrt.2021.12.038 ↗