A composition-based predictive model for the transformation strain of NiTi shape memory alloys
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: Shape Memory Alloy Transformations · Magnetic and transport properties of perovskites and related materials
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (60)
Show source-provided references
1. High temperature shape memory alloys10.1179/095066010X12646898728363 ↗
2. Mechanism of shape memory effect and superelasticity
3. The influence of temperature on the evolution of functional properties during pseudoelastic cycling of ultra fine grained NiTi10.1016/j.msea.2007.01.182 ↗
4. Lagoudas · 2008
5. Elementary transformation and deformation processes and the cyclic stability of NiTi and NiTiCu shape memory spring actuators10.1007/s11661-009-9958-2 ↗
6. Influence of Ni on martensitic phase transformations in NiTi shape memory alloys10.1016/j.actamat.2010.02.019 ↗
7. Duerig · 2013
8. On the effect of alloy composition on martensite start temperatures and latent heats in Ni–Ti-based shape memory alloys10.1016/j.actamat.2015.02.029 ↗
9. An informatics approach to transformation temperatures of NiTi-based shape memory alloys10.1016/j.actamat.2016.12.009 ↗
10. Estimation of transformation temperatures in Ti–Ni–Pd shape memory alloys10.1007/s12540-018-0109-4 ↗
11. The effects of wide range of compositional changes on the martensitic transformation characteristics of NiTiHf shape memory alloys10.1016/j.scriptamat.2018.10.008 ↗
12. Transformation temperature predictions through computational intelligence for NiTi-based shape memory alloys10.1007/s40830-020-00303-0 ↗
13. A combined machine learning model for the prediction of time-temperature-transformation diagrams of high-alloy steels10.1016/j.jallcom.2020.153694 ↗
14. The prediction model for additively manufacturing of NiTiHf high-temperature shape memory alloy
15. Thermodynamic prediction of martensitic transformation temperature in Fe-C-X (X=Ni, Mn, Si, Cr) systems with dilatational coefficient model10.1016/j.jmst.2021.09.060 ↗
16. Machine-learning model for prediction of martensitic transformation temperature in NiMnSn-based ferromagnetic shape memory alloys10.1016/j.commatsci.2022.111811 ↗
17. An interpretable boosting-based predictive model for transformation temperatures of shape memory alloys
18. Identification of quaternary shape memory alloys with near-zero thermal hysteresis and unprecedented functional stability10.1002/adfm.200902336 ↗
19. A Way to Search for Multiferroic Materials with “Unlikely” Combinations of Physical Properties
20. Combinatorial search of thermoelastic shape-memory alloys with extremely small hysteresis width10.1038/nmat1593 ↗
21. Energy barriers and hysteresis in martensitic phase transformations10.1016/j.actamat.2009.05.034 ↗
22. Relationship between crystallographic compatibility and thermal hysteresis in Ni-rich NiTiHf and NiTiZr high temperature shape memory alloys10.1016/j.actamat.2016.08.065 ↗
23. Data-driven study of composition-dependent phase compatibility in NiTi shape memory alloys10.1016/j.matdes.2024.113096 ↗
24. Cyclic stress-strain characteristics of Ti-Ni and Ti-Ni-Cu shape memory alloys10.1016/0921-5093(95)09801-1 ↗
25. Effect of Cu alloying and heat treatment parameters on NiTi alloy phase stability and constitutive behavior
26. Transformation strains and temperatures of a nickel–titanium–hafnium high temperature shape memory alloy10.1016/j.actamat.2014.04.071 ↗
27. Superelasticity and shape memory behavior of NiTiHf alloys10.1007/s40830-017-0108-1 ↗
28. Influence of Zr content on phase formation, transition and mechanical behavior of Ni-Ti-Hf-Zr high temperature shape memory alloys10.1016/j.jallcom.2016.09.023 ↗
29. Effect of Hf/Zr ratio on shape memory properties of high temperature Ni50.3Ti29.7(Hf,Zr)20 alloys10.1016/j.scriptamat.2020.11.008 ↗
30. The superelastic anisotropy in a NiTi shape memory alloy thin sheet10.1016/j.actamat.2015.03.022 ↗
31. Tension–compression asymmetry of the stress–strain response in aged single crystal and polycrystalline NiTi10.1016/S1359-6454(98)00432-7 ↗
32. Compressive response of NiTi single crystals10.1016/S1359-6454(00)00153-1 ↗
33. Data-driven shape memory alloy discovery using artificial intelligence materials selection (AIMS) framework10.1016/j.actamat.2022.117751 ↗
34. Data-driven study of shape memory behavior of multi-component Ni–Ti alloys in large compositional and processing space10.1007/s40830-022-00405-x ↗
35. Predicting actuation strain in quaternary shape memory alloy NiTiHfX using machine learning10.1016/j.commatsci.2024.113345 ↗
36. Development of shape memory alloys10.2355/isijinternational.29.353 ↗
37. Shape memory alloys, Part I: General properties and modeling of single crystals10.1016/j.mechmat.2005.05.027 ↗
38. Crystallographic similarities in shape memory martensites10.1016/0001-6160(79)90186-X ↗
39. Physical metallurgy of Ti–Ni-based shape memory alloys10.1016/j.pmatsci.2004.10.001 ↗
40. Shape memory behavior and tension–compression asymmetry of a FeNiCoAlTa single-crystalline shape memory alloy10.1016/j.actamat.2011.12.047 ↗
41. Orientation dependence and tension-compression asymmetry of shape memory effect in Ti50Ni40Cu10 single crystals10.1016/j.msea.2021.142468 ↗
42. Influence of crystallographic compatibility on residual strain of TiNi based shape memory alloys during thermo-mechanical cycling10.1016/j.msea.2013.02.035 ↗
43. Fine phase mixtures as minimizers of energy10.1007/BF00281246 ↗
44. Proposed experimental tests of a theory of fine microstructure and the two-well problem10.1098/rsta.1992.0013 ↗
45. Bhattacharya · 2003
46. Effect of temperature and texture on the reorientation of martensite variants in NiTi shape memory alloys10.1016/j.actamat.2017.01.023 ↗
47. Texture-induced anisotropic phase transformation in a NiTi shape memory alloy10.1016/j.msea.2018.01.075 ↗
48. The effect of texture on stress-induced martensite formation in nickel–titanium10.1088/0964-1726/22/7/075012 ↗
49. Texture development and transformation strain of a cold-rolled Ti50-Ni45-Cu5 alloy10.1016/S1359-6462(98)00291-7 ↗
50. Texture and grain neighborhood effects on Ni–Ti shape memory alloy performance10.1088/0965-0393/22/7/075002 ↗
51. A comparative analysis of gradient boosting algorithms10.1007/s10462-020-09896-5 ↗
52. CatBoost: unbiased boosting with categorical features
53. Cautionary note about R 2
54. Root mean square error (RMSE) or mean absolute error (MAE)? – Arguments against avoiding RMSE in the literature10.5194/gmd-7-1247-2014 ↗
55. Scikit-learn: Machine learning in Python
56. Cu-content dependence of shape memory characteristics in Ti–Ni–Cu alloys10.2320/matertrans1989.31.959 ↗
57. Fatigue life of Ti–50 at.% Ni and Ti–40Ni–10Cu (at.%) shape memory alloy wires10.1016/S0921-5093(99)00344-5 ↗
58. Twinless martensite in TiNiCu shape memory alloys10.4028/www.scientific.net/MSF.56-58.605 ↗
59. Experimental investigation and thermodynamic calculation of the Ti-Ni-Cu shape memory alloys10.1007/s11661-000-0187-y ↗
60. Combinatorial fabrication and high-throughput characterization of a Ti–Ni–Cu shape memory thin film composition spread10.1016/j.msea.2007.02.168 ↗