Predicting the Curie temperature in substitutionally disordered alloys using a first-principles based model
Source abstract
Abstract
When exploring new magnetic materials, the effect of alloying plays a crucial role for numerous properties. By altering the alloy composition, it is possible to tailor, e.g., the Curie temperature ($T_\text{C}$). In this work, $T_\text{C}$ of various alloys is investigated using a previously developed technique [Brännvall et al. Phys. Rev. Mat. (2024)] designed for robust predictions of $T_\text{C}$ across diverse chemistries and structures. The technique is based on density functional theory calculations and utilizes the energy difference between the magnetic ground state and the magnetically disordered paramagnetic state. It also accounts for the magnetic entropy in the paramagnetic state and the number of nearest magnetic neighbors. The experimentally known systems, Fe$1-x$Co$_x$, Fe$1-x$Cr$_x$, Fe$1-x$V$_x$, NiMnSb-based Heusler alloys, Ti$1-x$Cr$_x$N, and Co$1-x$Al$_x$ are investigated. The experimentally unexplored system Fe$1-x$Tc$_x$ is also tested to demonstrate the usefulness of the developed method in guiding future experimental efforts. This work demonstrates the broad applicability of the developed method across various systems, requiring less hands-on adjustments compared to other theoretical approaches.
Source: openaire · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Machine Learning in Materials Science · Advanced Chemical Physics Studies · X-ray Diffraction in Crystallography
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (63)
Show source-provided references
1. Curie temperature of alloys, its measurement and technical importance10.1007/BF01913052 ↗
2. Local spin density functional approach to the theory of exchange interactions in ferromagnetic metals and alloys10.1016/0304-8853(87)90721-9 ↗
3. Exchange interactions and Curie temperatures in Ni2-xMnSb alloys: First-principles study10.1103/PhysRevB.73.214412 ↗
4. First-principles prediction of high Curie temperature for ferromagnetic bcc-Co and bcc-FeCo alloys and its relevance to tunneling magnetoresistance10.1063/1.2710181 ↗
5. Effect of thermal expansion, electronic excitations, and disorder on the Curie temperature of Ni1-xCuxMnSb alloys10.1103/PhysRevB.79.134417 ↗
6. Theory of the ferromagnetism in Ti1-xCrxN solid solutions10.1103/PhysRevB.82.054408 ↗
7. Adiabatic spin dynamics from spin-density-functional theory: Application to Fe, Co, and Ni10.1103/PhysRevB.58.293 ↗
8. Ab initio estimates of the Curie temperature for magnetic compounds
9. Ab initio calculations of Curie temperatures in GdX compounds10.1016/j.jallcom.2004.12.099 ↗
10. First principle study of Curie temperature, spin polarization, ferromagnetism and transport behavior of Sr2CrXO6 (X = Ta, W, Re, Os) for spintronic10.1016/j.jallcom.2023.172043 ↗
11. Predicting the Curie temperature of ferromagnets using machine learning
12. Machine learning predictions of high-Curie-temperature materials10.1063/5.0156377 ↗
13. Important descriptors and descriptor groups of curie temperatures of rare-earth transition-metal binary alloys10.7566/JPSJ.87.113801 ↗
14. An accelerating approach of designing ferromagnetic materials via machine learning modeling of magnetic ground state and Curie temperature10.1080/21663831.2020.1863876 ↗
15. On-the-fly interpretable machine learning for rapid discovery of two-dimensional ferromagnets with high Curie temperature10.1016/j.chempr.2021.11.009 ↗
16. Ensemble learning reveals dissimilarity between rare-earth transition-metal binary alloys with respect to the Curie temperature
17. Predicting the Curie temperature of Sm-Co-based alloys via data-driven strategy10.1016/j.actamat.2024.120026 ↗
18. Searching high spin polarization ferromagnet in Heusler alloy via machine learning
19. Accelerated search for perovskite materials with higher Curie temperature based on the machine learning methods10.1016/j.commatsci.2018.04.031 ↗
20. Machine-learning prediction of Curie temperature from chemical compositions of ferromagnetic materials10.1021/acs.jcim.4c00947 ↗
21. Predicting the Curie temperature of magnetic materials with automated calculations across chemistries and structures
22. Effect of magnetic disorder and strong electron correlations on the thermodynamics of CrN10.1103/PhysRevB.82.184430 ↗
23. A first-principles theory of ferromagnetic phase transitions in metals10.1088/0305-4608/15/6/018 ↗
24. First-principles theory of the pressure-induced invar effect in FeNi alloys10.1103/PhysRevB.107.104422 ↗
25. A simplex Method for Function Minimization10.1093/comjnl/7.4.308 ↗
26. Ab initio theory of exchange interactions and the Curie temperature of bulk Gd
27. Magnetic transition state approach to ferromagnetism of metals: Ni10.1016/0304-8853(83)91054-5 ↗
28. A theoretical study of half-metallic antiferromagnetic diluted magnetic semiconductors
29. Special quasirandom structures10.1103/PhysRevLett.65.353 ↗
30. Constrained density functional for noncollinear magnetism10.1103/PhysRevB.91.054420 ↗
31. Ab initio molecular dynamics for liquid metals10.1103/PhysRevB.47.558 ↗
32. Ab initio molecular-dynamics simulation of the liquid-metal–amorphous-semiconductor transition in germanium10.1103/PhysRevB.49.14251 ↗
33. Efficiency of ab-initio total energy calculations for metals and semiconductors using a plane-wave basis set10.1016/0927-0256(96)00008-0 ↗
34. Efficient iterative schemes for ab initio total-energy calculations using a plane-wave basis set10.1103/PhysRevB.54.11169 ↗
35. Projector augmented-wave method10.1103/PhysRevB.50.17953 ↗
36. From ultrasoft pseudopotentials to the projector augmented-wave method10.1103/PhysRevB.59.1758 ↗
37. Generalized gradient approximation made simple10.1103/PhysRevLett.77.3865 ↗
38. Special points for Brillouin-zone integrations10.1103/PhysRevB.13.5188 ↗
39. The Co-Fe (Cobalt-Iron) system10.1007/BF02868548 ↗
40. Lattice parameters and curiepoint anomalies of iron-cobalt alloys
41. A calorimetric study ofiron-cobalt alloys
42. The Fe-V (Iron-Vanadium) system10.1007/BF02868958 ↗
43. Portevin · Rev. Metall. · 1909 · 6 · 1352
44. Honda · Ann. Phys. · 1910 · 32 · 1010
45. Maurer · Stahl Eisen · 1925 · 45 · 1629
46. Oya · Sci. Res. Inst. Tohoku Univ. · 1930 · 19 · 235
47. Wever · Mitt. Kaiser-Wilhelm Inst. Eisenforsch. Düsseldorf · 1930 · 12 · 317
48. Vogel · Arch. Eisenhüttenwes · 1931 · 4 · 48710.1002/srin.193100692 ↗
49. Abram · J. Iron Steel Inst. · 1934 · 130 · 351
50. Fallot · Ann. Phys. · 1936 · 6 · 30510.1051/anphys/193611060305 ↗
51. 1997 · vol. 32A
52. Magnetic behavior of half-Heusler alloy CuxNi1-xMnSb10.1016/j.jmmm.2004.09.107 ↗
53. Atomic order along the half- to full-Heusler Transition in Ni1+ MnSb10.1002/pssb.202100174 ↗
54. Ferromagnetic CrxTi1-xN solid solution nitride thin films grown by pulsed laser deposition and their magnetoresistance10.1063/1.2776853 ↗
55. Webster · 1968
56. Atomic and magnetic structure of the Heusler alloys Ni2MnSb, Ni2MnSn, and Co2MnSn10.1002/pssa.2210110105 ↗
57. Chemical order and magnetic properties of the Ni2-xMnSb system10.1016/0304-8853(84)90113-6 ↗
58. Magnetic properties of solid solutions in the systems TiN–CrN and VN–CrN
59. The Al-Co (Aluminum-Cobalt) system10.1007/BF02877635 ↗
60. 2023
61. Mössbauer effect studies of disordered Fe-Ru alloys10.1002/pssb.200302062 ↗
62. Ferromagnetic Curie temperatures of iron solid solutions with Germanium, Silicon, Molybdenum, and Manganese10.1002/pssb.19650110110 ↗
63. Discovery and characterization of magnetism in sigma-phase intermetallic Fe-Re compounds10.1063/1.4900853 ↗