journal article·2026-07

Data-Driven Prediction and Optimization of High-Strength Austenitic Steels for Cryogenic Applications

Muhammad Ishtiaq, Jeong Bin Bae, Young Bin Kim, Adil Mansoor, Sung-Gyu Kang, N.S. Reddy

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References (48)

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1. Cryogenic toughness in a low-cost austenitic steel10.1038/s43246-021-00149-8 ↗
2. Microstructural evolution and transformation-induced toughness effect in 316L austenitic stainless steels with varying nitrogen content under cryogenic impact conditions10.1016/j.jmrt.2025.12.255 ↗
3. Hierarchical strategy toward strong and ductile austenitic stainless steel for cryogenic application
4. Cryogenic mechanical properties and tribological behaviors of AISI stainless 316L steel cooled by liquid nitrogen10.1016/j.cryogenics.2025.104058 ↗
5. B.T. Skoczeń, Properties of Austenitic Stainless Steels at Cryogenic Temperatures, in: B.T. Skoczeń (Ed.), Compensation Systems for Low Temperature Applications, Springer Berlin Heidelberg, Berlin, Heidelberg, 2004, pp. 65-75.10.1007/978-3-662-06305-7_3 ↗
6. RMS Titanic: a metallurgical problem10.1007/BF02715155 ↗
7. Z. Guo, The limit of strength and toughness of steel, University of California, Berkeley 2001.10.2172/792953 ↗
8. Serration-induced plasticity in phase transformative stainless steel 316L upon ultracold deformation at 4.2 K
9. Discontinuous yielding with remarkable Lüders deformation in a duplex stainless steel during tensile deformation at 77 K
10. Cryogenic austenitic stainless steels: Mechanical performance and strengthening mechanisms-A mini review10.1016/j.mtcomm.2026.114754 ↗
11. The behaviour and deformation mechanisms for 316L stainless steel deformed at cryogenic temperatures
12. Effect of alloying elements and temperature on strength of cryogenic austenitic steels10.1016/S0921-5093(00)01796-2 ↗
13. A new constitutive model of austenitic stainless steel for cryogenic applications10.1016/j.commatsci.2009.06.003 ↗
14. Constitutive modelling and identification of parameters of the plastic strain-induced martensitic transformation in 316L stainless steel at cryogenic temperatures10.1016/j.ijplas.2005.08.002 ↗
15. A modified stress-strain relation for austenitic stainless steels at cryogenic temperatures10.1016/j.cryogenics.2019.06.003 ↗
16. Modified stress-strain relation for FCC metals and alloys10.1007/BF02813258 ↗
17. Microstructures-based constitutive analysis for mechanical properties of gradient-nanostructured 304 stainless steels10.1016/j.actamat.2017.02.035 ↗
18. Mechanical properties of Q235∼Q460 mild steels at low temperatures10.1016/j.conbuildmat.2022.129850 ↗
19. Prediction of age hardening parameters for 17-4PH stainless steel by artificial neural network and genetic algorithm10.1016/j.msea.2016.08.049 ↗
20. Neural Network-Based Modeling of the Interplay between Composition, Service Temperature, and Thermal Conductivity in Steels for Engineering Applications10.1007/s10765-024-03434-z ↗
21. Modeling of microstructure and mechanical properties of heat treated components by using Artificial Neural Network10.1016/j.msea.2015.01.044 ↗
22. ANN-Based Prediction of Bainite Start Temperature in Fe-C-Mn-Si-Cr-Ni-Mo Steels: Comparison with Empirical Models and Metallurgical Insights10.1088/1361-651X/ae1499 ↗
23. Effect of Carbon Content on Stacking Fault Energy of Fe-20Mn-3Cu TWIP Steel10.1016/S1006-706X(14)60018-2 ↗
24. Fabrication of ultra-high strength 904L super austenitic stainless steel via 77K cryogenic heavy drawing
25. Influence of carbon content on the microstructure, martensitic transformation and mechanical properties in austenite/ε-martensite dual-phase Fe–Mn–C steels10.1016/j.actamat.2012.09.078 ↗
26. Intragranular Ferrite Formed in a V–Ti–N Medium-Carbon Steel Containing MnS Inclusions10.1002/srin.201700133 ↗
27. Effect of titanium microalloying on microstructure and mechanical properties of vanadium microalloyed steels for hot forging10.1007/s42243-021-00629-8 ↗
28. Thermal stability and microstructure-based yield strength modeling in advanced 12 % Cr–3 % Co steel with low N and high B contents
29. Interpretation of cryogenic-temperature Charpy impact toughness by microstructural evolution of dynamically compressed specimens in austenitic 0.4C–(22–26)Mn steels10.1016/j.actamat.2014.11.027 ↗
30. Deformation microstructures as well as strengthening and toughening mechanisms of low-density high Mn steels for cryogenic applications10.1016/j.jmrt.2021.05.018 ↗
31. Temperature dependence of the deformation behavior and mechanical properties of a Fe–Mn–Al–C low-density steel for cryogenic application10.1016/j.jmrt.2024.10.063 ↗
32. Temperature effect on deformation mechanisms and mechanical properties of a high manganese C+N alloyed austenitic stainless steel10.1016/j.msea.2015.06.047 ↗
33. Phase Transformation and Deformation Mechanisms of 304L Stainless Steel Under Tensile and Charpy Impact Testing at Varying Temperatures10.3390/cryst15040360 ↗
34. Effect of nickel on the kinematic stability of retained austenite in carburized bearing steels – In-situ neutron diffraction and crystal plasticity modeling of uniaxial tension tests in AISI 8620, 4320 and 3310 steels10.1016/j.ijplas.2020.102748 ↗
35. Effect of Cr on the Microstructure and Strength-Toughness of High-Strength and Heat-Resistant Stainless Steel10.1002/srin.202400412 ↗
36. Effects of Mn content on austenite stability and mechanical properties of low Ni alumina-forming austenitic heat-resistant steel: a first-principles study10.1038/s41598-023-32968-9 ↗
37. Quantitative estimation of poly(methyl methacrylate) nano-fiber membrane diameter by artificial neural networks10.1016/j.eurpolymj.2015.11.014 ↗
38. The behaviour of stacking fault energy upon interstitial alloying
39. Effect of Cu addition on solidification, precipitation behavior and mechanical properties in austenitic CrNi–N stainless steel
40. Titanium microalloying of steel: A review of its effects on processing, microstructure and mechanical properties, International Journal of Minerals10.1007/s12613-021-2399-7 ↗
41. Mechanical performance and deformation mechanisms of ultrastrong yield strength Fe-Cr-Ni-Mn-N austenitic stainless steel at 4.2 Kelvin10.1016/j.jmst.2023.12.027 ↗
42. Microstructure evolution and critical stress for twinning in the CrMnFeCoNi high-entropy alloy10.1016/j.actamat.2016.07.038 ↗
43. Orientation dependence of twinning and strain hardening behaviour of a high manganese twinning induced plasticity steel with polycrystalline structure10.1016/j.actamat.2011.08.031 ↗
44. Dependence of tensile deformation behavior of TWIP steels on stacking fault energy, temperature and strain rate10.1016/j.actamat.2010.05.049 ↗
45. Roles of Nitrogen on TWIP in Advanced Austenitic Stainless Steels10.1002/srin.202370101 ↗
46. Synergistic enhancement of strength and low-temperature toughness in hot-rolled micro-alloyed steel via molybdenum-induced microstructural changes
47. Effect of Al and Mo on interplay of stacking fault energy and carbide formation in high-Mn steels for cryogenic applications10.1016/j.jmrt.2025.12.272 ↗
48. Correlations between the calculated stacking fault energy and the plasticity mechanisms in Fe–Mn–C alloys10.1016/j.msea.2004.01.059 ↗