Uncertainty-aware machine learning framework for predicting dislocation plasticity and stress–strain response in metallic alloys, Part I : FCC systems
Bibliographic record
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: Microstructure and mechanical properties · Microstructure and Mechanical Properties of Steels · Advanced Materials Characterization Techniques
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (86)
Show source-provided references
1. Nickel-base superalloy designed for aerospace: a precipitation-hardened nickel-base superalloy has a unique combination of good elevated temperature strength, thermal stability, hot-workability, and weldability.
2. Data-driven machine learning for alloy research: Recent applications and prospects
3. Machine learning for alloys10.1038/s41578-021-00340-w ↗
4. Integrating data mining and machine learning to discover high-strength ductile titanium alloys10.1016/j.actamat.2020.10.056 ↗
5. Towards high stiffness and ductility—The Mg-Al-Y alloy design through machine learning10.1016/j.jmst.2024.09.038 ↗
6. Data-driven pitting evolution prediction for corrosion-resistant alloys by time-series analysis10.1038/s41529-022-00307-4 ↗
7. Oberkampf · 2007
8. The Deformation and Ageing of Mild Steel: III Discussion of Results10.1088/0370-1301/64/9/303 ↗
9. The cleavage strength of polycrystals
10. A statistical perspective for predicting the strength of metals: Revisiting the Hall–Petch relationship using machine learning10.1016/j.actamat.2023.119631 ↗
11. A statistical model for predicting size effects on the yield strength in dislocation-mediated crystal plasticity10.1016/j.jmps.2020.104245 ↗
12. Overview of constitutive laws, kinematics, homogenization and multiscale methods in crystal plasticity finite-element modeling: Theory, experiments, applications10.1016/j.actamat.2009.10.058 ↗
13. Gradient single-crystal plasticity with free energy dependent on dislocation densities10.1016/j.jmps.2007.02.006 ↗
14. A crystal plasticity model for porous HCP crystals in titanium alloys under multiaxial loading conditions10.1016/j.ijsolstr.2021.111400 ↗
15. A coupled crystal plasticity FEM and phase-field model for crack evolution in microstructures of 7000 series aluminum alloys10.1016/j.engfracmech.2020.106970 ↗
16. Simulation of the Hall-Petch effect in FCC polycrystals by means of strain gradient crystal plasticity and FFT homogenization10.1016/j.jmps.2019.103755 ↗
17. Effect of microstructure, layer thickness, and interface behavior on the plasticity of accumulative roll bonded nanometallic laminates using dislocation dynamics simulations10.1557/s43578-021-00144-2 ↗
18. Atomistic simulations of metallic microstructures10.1016/j.cossms.2013.11.002 ↗
19. Atomistic modeling of interfaces and their impact on microstructure and properties10.1016/j.actamat.2009.10.049 ↗
20. Dislocation dynamics in polycrystalline materials10.1088/1361-651X/ab6da8 ↗
21. A discrete dislocation dynamics framework for modeling polycrystal plasticity with hardening10.1016/j.ijsolstr.2023.112442 ↗
22. The role of twinning deformation on the hardening response of polycrystalline magnesium from discrete dislocation dynamics simulations10.1016/j.actamat.2015.03.039 ↗
23. Orientation influence on grain size effects in ultrafine-grained magnesium10.1016/j.scriptamat.2014.10.031 ↗
24. A multi-fidelity surrogate modeling approach for incorporating multiple non-hierarchical low-fidelity data10.1016/j.aei.2021.101430 ↗
25. Unravelling the physics of size-dependent dislocation-mediated plasticity10.1038/ncomms6926 ↗
26. Grain-size strengthening in terms of dislocation density measured by resistivity10.1016/0956-7151(91)90173-X ↗
27. Effects of grain size on the dislocation density and flow stress of niobium10.1016/0025-5416(67)90032-8 ↗
28. Grain-size dependence of the flow stress of Cu from millimeters to nanometers10.1007/s11661-004-0214-5 ↗
29. Dislocation dynamics in the plastic deformation of silicon crystals. II. Theoretical analysis of experimental results10.1002/pssa.2210510124 ↗
30. A statistical theory of flow stress and work-hardening10.1080/14786436608212647 ↗
31. Laws for Work-Hardening and Low-Temperature Creep10.1115/1.3443340 ↗
32. Annihilation of dislocations during tensile and cyclic deformation and limits of dislocation densities10.1080/01418617908234871 ↗
33. Kocks-Mecking analysis of the size effects on the mechanical behavior of nickel polycrystals10.1016/j.ijplas.2017.07.003 ↗
34. A unified phenomenological description of work hardening and creep based on one-parameter models10.1016/0001-6160(84)90202-5 ↗
35. Dislocation theory based constitutive modelling: foundations and applications10.1016/S0924-0136(98)00208-8 ↗
36. Physics and phenomenology of strain hardening: the FCC case10.1016/S0079-6425(02)00003-8 ↗
37. On the Prediction of Uniaxial Tensile Behavior Beyond the Yield Point of Wrought and Additively Manufactured Ti-6Al-4V10.1007/s40192-022-00265-4 ↗
38. An analysis of nonuniform and localized deformation in ductile single crystals10.1016/0001-6160(82)90005-0 ↗
39. Viscoplasticity of heterogeneous metallic materials10.1016/j.mser.2008.04.003 ↗
40. Generation of 3D representative volume elements for heterogeneous materials: A review10.1016/j.pmatsci.2018.02.003 ↗
41. On the Application of X-ray Microtomography in the Field of Materials Science10.1002/1527-2648(200108)3:8<539::AID-ADEM539>3.0.CO;2-6 ↗
42. Bishop · 1994
43. Grain-size effects on tensile behavior of nickel and AISI 316L stainless steel10.1007/s11661-003-0296-5 ↗
44. Achieving good tensile properties in ultrafine grained nickel by spark plasma sintering10.1016/j.msea.2019.138770 ↗
45. Influence of spark plasma sintering (SPS) processing parameters on microstructure and mechanical properties of nickel10.1016/j.msea.2014.08.070 ↗
46. Tensile deformation behaviors of pure nickel fine wire with a few grains across diameter10.1016/S1003-6326(16)64287-5 ↗
47. Effect of grain size on work hardening in nickel10.1016/0001-6160(77)90249-8 ↗
48. Grain-size effect on dislocation source-limited hardening and ductilization in bulk pure Ni10.1016/j.jmst.2022.12.044 ↗
49. Grain size effect on tensile deformation behaviors of pure aluminum10.1016/j.msea.2021.141504 ↗
50. Athermal strength of pure aluminum is significantly decreased by severe plastic deformation and it is markedly augmented by subsequent annealing10.1038/s41598-020-70160-5 ↗
51. Tensile and microbend tests of pure aluminum foils with different thicknesses10.1016/j.msea.2009.01.045 ↗
52. Effect of pre-fatigue deformation on thickness-dependent tensile behavior of coarse-grained pure aluminum sheets10.1016/j.msea.2014.02.008 ↗
53. Transition of tensile deformation behaviors in ultrafine-grained aluminum10.1016/j.actamat.2005.05.005 ↗
54. The dependence of polycrystal work hardening on grain size10.1016/0001-6160(73)90158-2 ↗
55. Improving the fracture toughness of multi-layered commercial pure aluminum via warm accumulative roll bonding10.1007/s00170-021-07687-y ↗
56. Microstructure, hardness homogeneity, and tensile properties of 1050 aluminum processed by constrained groove pressing10.1007/s00339-017-1123-y ↗
57. Structure and Tensile Strength of Pure Cu after High Pressure Torsion Extrusion10.3390/met9101081 ↗
58. Investigation of mechanical properties of Cu/SiC composite fabricated by FSP: Effect of SiC particles’ size and volume fraction10.1016/j.msea.2010.11.006 ↗
59. Obtaining Copper with Harmonic Structure for the Optimal Balance of Structure-Performance Relationship10.2320/matertrans.MH201320 ↗
60. Thermal stability of ultrafine grains size of pure copper obtained by equal-channel angular pressing10.1007/s10853-009-4139-7 ↗
61. Size effect on deformation behavior and ductile fracture in microforming of pure copper sheets considering free surface roughening10.1016/j.matdes.2015.06.067 ↗
62. Evaluation of Tensile Deformation Properties of Friction Stir Processed Pure Copper: Effect of Processing Parameters and Pass Number10.1007/s11665-013-0734-5 ↗
63. Microstructures and mechanical properties of pure copper deformed severely by equal-channel angular pressing and high pressure torsion10.1016/j.msea.2007.05.083 ↗
64. Tensile strength and work hardening of ultrafine-grained high-purity copper10.1063/1.322048 ↗
65. Hall-Petch relationship for austenitic stainless steels processed by large strain warm rolling10.1016/j.actamat.2017.06.060 ↗
66. Hall–Petch behaviour of 316L austenitic stainless steel at room temperature10.1179/026708301125000384 ↗
67. Tailoring the microstructure and mechanical properties of AISI 316L austenitic stainless steel via cold rolling and reversion annealing10.1016/j.msea.2019.05.028 ↗
68. Effect of processing parameters on microstructure and tensile properties of austenitic stainless steel 304L made by directed energy deposition additive manufacturing10.1016/j.actamat.2016.03.019 ↗
69. Nitrogen-Enhanced Temperature Dependence of Grain Refinement Strengthening in Austenitic Stainless Steel10.1002/srin.202200428 ↗
70. Significant effects of grain size on mechanical response characteristics and deformation mechanisms of metastable austenitic stainless steel10.1016/j.matchar.2021.111674 ↗
71. Characterization of high-strength high-nitrogen austenitic stainless steel synthesized from nitrided powders by spark plasma sintering10.1016/j.matchar.2019.04.005 ↗
72. Effect of processing parameters and build orientation on microstructure and performance of AISI stainless steel 304L made with selective laser melting under different strain rates10.1016/j.msea.2022.142686 ↗
73. Mechanical properties and corrosion resistance of ultrafine grained austenitic stainless steel processed by hydrostatic extrusion10.1016/j.matdes.2017.09.050 ↗
74. Structure, properties, and residual stress of 304L stainless steel friction stir welds10.1016/S1359-6462(03)00024-1 ↗
75. Microstructure and mechanical behavior of an AISI 304 austenitic stainless steel prepared by cold- or cryogenic-rolling and annealing10.1016/j.msea.2018.03.105 ↗
76. Enhancement of an additive-manufactured austenitic stainless steel by post-manufacture heat-treatment10.1016/j.msea.2019.04.111 ↗
77. Effects of Grain Size on Mechanical Properties and Work-Hardening Behavior of AISI 304 Austenitic Stainless Steel10.1002/srin.201900153 ↗
78. Tensile deformation of silver as a function of temperature, strain rate, and grain size10.1007/BF03398466 ↗
79. The grain size dependence of the yield, flow and fracture stress of commercial purity silver10.1007/BF03038382 ↗
80. Grain size dependence of flow stress in copper polycrystals10.1016/0036-9748(82)90155-7 ↗
81. Production and mechanical behavior of very fine-grained copper10.1007/BF02913444 ↗
82. Strain rate dependency of dislocation plasticity10.1038/s41467-021-21939-1 ↗
83. Effect of size, temperature and strain rate on dislocation density and deformation mechanisms in Cu nanowires10.1016/j.physb.2019.03.003 ↗
84. Kingma · 2014
85. Solute strengthening from first principles and application to aluminum alloys10.1016/j.actamat.2012.03.037 ↗
86. Theory of strengthening in fcc high entropy alloys10.1016/j.actamat.2016.07.040 ↗