journal article·2025-10

Prediction of near-β titanium alloy hot deformation behavior through phenomenological and machine learning models

Zhili Hu, Qi Li, Yongzhi Liu, Jiaheng Zhang, Rui Zhang, Lin Hua

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: Metallurgy and Material Forming · Titanium Alloys Microstructure and Properties · Microstructure and Mechanical Properties of Steels

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

References (73)

Show source-provided references
1. Effectiveness of hot deformation and subsequent annealing for β grain refinement of Ti–5Al–5Mo–5V–1Cr–1Fe titanium alloy10.1007/s12598-020-01677-x ↗
2. On the nature of a peculiar initial yield behavior in metastable β titanium alloy Ti-5Al-5Mo-5V-3Cr-0.5Fe with different initial microstructures10.1016/j.jmst.2019.07.053 ↗
3. Achieving ultra-high strength in TiB/metastable-β composites via short-process technology10.1016/j.compositesa.2024.108522 ↗
4. Experimental investigation on dynamic phase transformation and texture evolution of Ti55531 high strength titanium alloy during hot compression in the α+β region10.1016/j.msea.2019.138851 ↗
5. Understanding deformation and fracture mechanism of Ti-55531 alloy under complex loading conditions: a case of pre-tensioned torsion10.1007/s12598-024-02832-4 ↗
6. Research progress on hot deformation behavior of high-strength β titanium alloy: flow behavior and constitutive model10.1007/s12598-021-01861-7 ↗
7. Research on flow stress behavior, constitutive modeling, processing mapping and microstructure evolution of as-cast Ti-6Mo-4Al-4Zr-3Nb-2Cr-1Fe alloy during hot deformation in (α+β) region10.1016/j.intermet.2025.108637 ↗
8. Comparison and evaluation of different constitutive models for predicting the hot deformation behavior of Mg-Gd-Y-Zr alloy
9. Optimized hot working parameters of Fe2.5Ni2.5CrAl multi-principal element alloys10.1016/j.jallcom.2022.166594 ↗
10. Machine learning guided constitutive model and processing map for Fe2Ni2CrAl1.2 multi-principle element alloys10.1016/j.jmrt.2024.01.119 ↗
11. The flow stress prediction of TiB2/2024 aluminum matrix composites based on modified arrhenius model and gene expression programming model10.1016/j.jsamd.2024.100777 ↗
12. Enhancing constitutive description and workability characterization of mg alloy during hot deformation using machine learning-based Arrhenius-type model10.1016/j.jma.2024.01.011 ↗
13. Modelling and prediction of thermal deformation behaviors in a pearlitic steel
14. Modified arrhenius constitutive model and simulation verification of 2A12-T4 aluminum alloy during hot compression10.1016/j.jmrt.2023.07.190 ↗
15. Constitutive modelling, dynamic globularization behavior and processing map for Ti-6Cr-5Mo-5V-4Al alloy during hot deformation10.1016/j.jallcom.2019.05.031 ↗
16. Genetic optimized Al-Mg alloy constitutive modeling and activation energy analysis10.1016/j.ijmecsci.2022.108077 ↗
17. High-temperature constitutive relationship involving phase transformation for non-oriented electrical steel based on PSO-DNN approach
18. BPANN modified constitutive descriptions for flow behavior and softening mechanism in the α plus β phase region of Ti-55511 alloy with equiaxed microstructure10.1016/j.jmrt.2023.12.194 ↗
19. Hot deformation behavior of high-strength non-oriented silicon steel using machine learning-modified constitutive model10.1016/j.jmrt.2024.08.013 ↗
20. Hot forging characteristic of Ti–5Al–5V–5Mo–3Cr alloy with single metastable β microstructure10.1016/j.msea.2014.06.006 ↗
21. Deformation behavior and microstructure evolution during hot working of a coarse-grained Ti-5Al-5Mo-5V-3Cr-1Zr titanium alloy in beta phase field10.1016/j.msea.2017.03.095 ↗
22. Hot deformation behavior and processing map of novel quasi-network Ti5Si3/TiAl composites10.1016/j.intermet.2024.108204 ↗
23. High-temperature deformation behaviour and processing map of near eutectic Al–Co–Cr–Fe–Ni alloy10.1016/j.intermet.2023.108163 ↗
24. An intelligent model to predict the mechanical properties of defected concrete drainage pipes10.1016/j.ijmecsci.2023.108665 ↗
25. Genetic algorithm and its applications to mechanical engineering: a review10.1016/j.matpr.2015.07.219 ↗
26. A novel swarm intelligence optimization approach: sparrow search algorithm10.1080/21642583.2019.1708830 ↗
27. Detection of gear fault severity based on parameter-optimized deep belief network using sparrow search algorithm10.1016/j.measurement.2021.110079 ↗
28. Time-series production forecasting method based on the integration of bidirectional gated recurrent unit (Bi-GRU) network and sparrow search algorithm (SSA)
29. Particle swarm optimization algorithm: an overview10.1007/s00500-016-2474-6 ↗
30. Artificial hummingbird algorithm: a new bio-inspired optimizer with its engineering applications10.1016/j.cma.2021.114194 ↗
31. Constitutive descriptions for hot compressed 2124-T851 aluminum alloy over a wide range of temperature and strain rate10.1016/j.commatsci.2010.08.003 ↗
32. Friction correction of austenite flow stress curves determined under axisymmetric compression conditions10.1007/s11340-019-00492-5 ↗
33. A new method for evaluation of friction in bulk metal forming10.1016/j.jmatprotec.2004.03.029 ↗
34. High temperature discontinuous yielding in a new near β titanium alloy Ti-733310.1016/S1875-5372(14)60089-8 ↗
35. Discontinuous yielding behavior and microstructure evolution during hot deformation of TC11 alloy10.1016/j.msea.2017.08.048 ↗
36. Normalized characterization of the causes of discontinuous yield and crystal orientation deflection mechanism of β-Ti alloy during high-temperature deformation10.1016/j.msea.2024.146113 ↗
37. Deformation behavior and microstructure evolution of titanium alloys with lamellar microstructure in hot working process: a review10.1016/j.jmst.2019.07.052 ↗
38. Study of strain rate sensitivity exponent and strain hardening exponent of typical titanium alloys
39. On the mechanism of hot deformation10.1016/0001-6160(66)90207-0 ↗
40. Investigation of constitutive models and microstructure evolution during hot deformation and solution treatment of Al–Zn–Mg–Cu alloy10.1016/j.jmrt.2024.07.201 ↗
41. Effect of strain rate upon plastic flow of steel10.1063/1.1707363 ↗
42. Investigation of deformation behavior and strain-induced precipitations in Al-Zn-Mg-Cu alloys across a wide temperature range
43. Unrealistic statistics: how average constitutive coefficients can produce non-physical results10.1016/j.jmbbm.2014.09.006 ↗
44. M. Wang, K. Wei, X. Li, A. Tu, Constitutive modeling for high temperature flow behavior of a high-strength manganese brass, Chongqing University, School of Material Science and Engineering, Chongqing, 400044, China, 47913 Vol.25(No.7) (2018), 1560-1572 http://doi.org/10.1007/s11771-018-3848-y.10.1007/s11771-018-3848-y ↗
45. Flow characterization of magnesium alloy ZK61 during hot deformation with improved constitutive equations and using activation energy maps10.1016/j.ijmecsci.2020.106069 ↗
46. D.M. Menzinger, P.D.R. Wolfgang, The Meaning and Use of the Arrhenius Activation Energy (p 438-444), 1 Department of Chemistry, Yale University, New Haven, Conn. (USA) 2 Department of Chemistry, University of Colorado, Boulder, Colorado 80302 (USA) Vol.8(No.6) (1969), 438-444 http://doi.org/10.1002/anie.196904381.10.1002/anie.196904381 ↗
47. Flow characterization of a duplex near α Ti6242 alloy through interrelation of microstructural evolution, 3D activation energy map, and processing map10.1002/adem.201500426 ↗
48. Characterization of hot workability of IN617B alloy using activation energy, Zener-Hollomon parameter and hot processing maps10.1016/j.jmrt.2023.08.259 ↗
49. Flow behaviors and dynamic recrystallization mechanisms study of TC4 under different temperatures and strain rates10.1016/j.jmrt.2024.10.046 ↗
50. Study on the hot deformation behavior of TC4-DT alloy with equiaxed α+β starting structure based on processing map10.1016/j.msea.2014.03.047 ↗
51. Characterization of hot deformation behavior of a new near beta titanium alloy: Ti-733310.1016/j.matdes.2013.02.044 ↗
52. Hot deformation behavior of near-β titanium alloy Ti-3Mo-6Cr-3Al-3Sn based on phenomenological constitutive model and machine learning algorithm10.1016/j.jallcom.2023.172052 ↗
53. Hot deformation behavior and mechanism of a new metastable β titanium alloy Ti–6Cr–5Mo–5V–4Al in single phase region10.1016/j.msea.2021.141231 ↗
54. Thermomechanical processing of beta titanium alloys—an overview10.1016/S0921-5093(97)00783-1 ↗
55. Hot deformation behavior of Ti-15-3 titanium alloy: a study using processing maps, activation energy map, and Zener–Hollomon parameter map10.1007/s10853-012-6253-1 ↗
56. Comparison of hot deformation behaviour and microstructural evolution for Ti-5Al-5V-5Mo-3Cr alloys prepared by powder metallurgy and ingot metallurgy approaches10.1016/j.matdes.2019.107682 ↗
57. Modeling of dynamic material behavior in hot deformation: forging of Ti-624210.1007/BF02664902 ↗
58. On the hot working characteristics of 2014 Al–20vol% Al2O3 metal matrix composite10.1016/j.jmatprotec.2004.09.088 ↗
59. Research progress on microstructure evolution and hot processing maps of high strength β titanium alloys during hot deformation10.1016/S1003-6326(22)66062-X ↗
60. Hot deformation behaviour of as-cast Mg–2Zn–1Mn alloy in compression: a study with processing map10.1016/S0921-5093(03)00296-X ↗
61. Evolution of recrystallization texture in a 0.78wt% cr extra-low-carbon steel after warm and cold rolling10.1016/j.actamat.2011.04.027 ↗
62. Deformation behaviour and mechanisms during hot compression at supertransus temperatures in Ti-10V-2Fe-3Al10.1016/j.jallcom.2017.03.219 ↗
63. Strain-induced α-to-β phase transformation during hot compression in Ti−5Al−5Mo−5V−1Cr−1Fe alloy10.1016/S1003-6326(19)64939-3 ↗
64. Microstructure evolution and softening mechanism of Ti-55511 alloy with equiaxed structure during sub β-transus hot deformation10.1016/j.jmrt.2024.11.183 ↗
65. High-temperature deformation behavior and recrystallization mechanism of a near beta titanium alloy Ti-55511 in β phase region
66. Dynamic restoration mechanisms in a Ti–Nb stabilized ferritic stainless steel during hot deformation10.1016/j.msea.2014.02.039 ↗
67. Necklace formation during dynamic recrystallization: mechanisms and impact on flow behavior10.1016/S1359-6454(97)00233-4 ↗
68. Dynamic and post-dynamic recrystallization under hot, cold and severe plastic deformation conditions10.1016/j.pmatsci.2013.09.002 ↗
69. The microstructure evolution and the effect of grain size, temperature, and TiBw on the deformation mechanism of TiBw/TA15 composites during high temperature deformation10.1016/j.msea.2023.145213 ↗
70. Evaluation of the hot workability and deformation mechanisms for a metastable beta titanium alloy prepared from powder10.1016/j.matchar.2019.01.031 ↗
71. BPANN modified constitutive descriptions for flow behavior and softening mechanism in the α+β phase region of Ti-55511 alloy with equiaxed microstructure10.1016/j.jmrt.2023.12.194 ↗
72. Dynamic recrystallization mechanism of Ti-6554 alloy during high-temperature deformation10.1016/j.jallcom.2023.170534 ↗
73. Flow softening and microstructural evolution of near β titanium alloy Ti-55531 during hot compression deformation in the α plus β region10.1016/j.jallcom.2023.170165 ↗