Analysis of the effect of the Fermi surface matching at Co–Fe and Cu interface on giant magnetoresistance effect using a combinatorial technique
Source abstract
Abstract
Interfacial electronic band-matching (EBM) plays a crucial role in determining the spin-dependent transport properties and performance of spintronic devices. The final goal of this study is to establish a method to search for new material combinations that exhibit favorable EBM at the interfaces to achieve a superior performance in various spintronic devices using the machine learning technique combined with the first-principles calculations. As a first step, we investigate the effect of interfacial EBM on magnetoresistance (MR) by fabricating the current-in-plane giant magnetoresistive devices with compositionally graded Co1−βFeβ layers and Cu spacer. The MR ratio varies significantly across β = 0.11–1.0, with the highest MR of 17.5% observed at β ≈ 0.46, followed by a sharp decrease beyond β = 0.6. To analyze the β dependence of MR in terms of EBM with low computational cost, we calculate the simple Fermi surfaces of bcc Co1−βFeβ and Cu and evaluate the wave number (k) distance between their Fermi surfaces. The closest (furthest) Fermi surface match occurs at β ≈ 0.4 (1.0), which tends to be in good agreement with the observed MR trend. This suggests that a simple Fermi surface similarity analysis, when integrated with a machine learning technique, can be an effective method for efficiently identifying new material combinations with high EBM.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Magnetic properties of thin films · Heusler alloys: electronic and magnetic properties · Metallurgical and Alloy Processes
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Research Center for Magnetic and Spintronic Materials, National Institute for Materials Science 1 , 1-2-1 Sengen, Tsukuba 305-0047,
Center for Basic Research on Materials, National Institute for Materials Science 2 , 1-1 Namiki, Tsukuba 305-0044,
Funding
Japan Society for the Promotion of Science · Core Research for Evolutional Science and Technology · MEXT Program
References (50)
Show source-provided references
1. Machine learning autonomous identification of magnetic alloys beyond the Slater-Pauling limit10.1038/s43246-021-00135-0 ↗
2. Efficient autonomous material search method combining ab initio calculations, autoencoder, and multi-objective Bayesian optimization10.1080/27660400.2022.2123263 ↗
3. Searching for hidden perovskite materials for photovoltaic systems by combining data science and first principle calculations10.1021/acsphotonics.7b01479 ↗
4. Autonomous materials synthesis by machine learning and robotics10.1063/5.0020370 ↗
5. Autonomous synthesis system integrating theoretical, informatics, and experimental approaches for large-magnetic-anisotropy materials10.1080/27660400.2022.2094698 ↗
6. Toward autonomous design and synthesis of novel inorganic materials10.1039/d1mh00495f ↗
7. Autonomy in materials research: A case study in carbon nanotube growth10.1038/npjcompumats.2016.31 ↗
8. Prediction of low-thermal-conductivity compounds with first-principles anharmonic lattice-dynamics calculations and Bayesian optimization10.1103/physrevlett.115.205901 ↗
9. Boosting material modeling using game tree search10.1103/physrevmaterials.2.103802 ↗
10. Controlling an organic synthesis robot with machine learning to search for new reactivity10.1038/s41586-018-0307-8 ↗
11. Machine learning study of highly spin-polarized Heusler alloys at finite temperature10.1103/physrevmaterials.6.l091402 ↗
12. Giant magnetoresistance without defect scattering10.1103/physrevlett.74.586 ↗
13. Calculation of spin-dependent interface resistance10.1103/physrevb.61.3200 ↗
14. Spin-mixing conductances of thin magnetic films from first principles10.1103/physrevb.76.104409 ↗
15. The band structure-matched and highly spin-polarized Co2CrZ/Cu2CrAl Heusler alloys interface10.1063/1.3263952 ↗
16. Mechanism of large magnetoresistance in Co2MnSi/Ag/Co2MnSi devices with current perpendicular to the plane10.1103/physrevb.82.094444 ↗
17. Interface enhancement of Gilbert damping from first principles10.1103/physrevlett.113.207202 ↗
18. Current perpendicular-to-plane giant magnetoresistance devices using half-metallic Co2Fe0.4Mn0.6Si electrodes and a Ag–Mg spacer10.1088/1361-6463/50/1/014004 ↗
19. Band match enhanced current-in-plane giant magnetoresistance in epitaxial Co50Fe50/Cu multilayers with metastable bcc-Cu spacer10.1063/1.5119370 ↗
20. Spin-scattering asymmetry at half-metallic-ferromagnet|ferromagnet interface10.1103/physrevb.104.l140403 ↗
21. Analysis of current-in-plane giant magnetoresistance using Co2FeAl0.5Si0.5 half-metallic Heusler alloy10.1088/1361-6463/ac3b12 ↗
22. Theory of the perpendicular magnetoresistance in magnetic multilayers10.1103/physrevb.48.7099 ↗
23. Combinatorial Technology, Comet Inc. https://www.comet-nht.com/concepte.html.
24. Combinatorial tuning of electronic structure and thermoelectric properties in Co2MnAl1−xSix Weyl semimetals10.1063/5.0041100 ↗
25. Origin of negative anisotropic magnetoresistance effect in Fe0.75Co0.25 single-crystal thin films upon Ir addition10.1103/physrevmaterials.7.084401 ↗
26. Large spin-Hall effect in non-equilibrium binary copper alloys beyond the solubility limit10.1038/s43246-020-00076-0 ↗
27. Identification of novel compositions of ferromagnetic shape-memory alloys using composition spreads10.1038/nmat829 ↗
28. Combinatorial solid-state chemistry of inorganic materials10.1038/nmat1157 ↗
29. Combinatorial optimization for high spin polarization in Heusler alloy composition-spread thin films by anisotropic magnetoresistance effect10.1063/5.0169124 ↗
30. Extrinsic contribution to the anomalous Hall effect and Nernst effect in Fe3Co single-crystal thin films by Ir doping10.1103/physrevb.109.054415 ↗
31. Detailed and high-throughput measurement of composition dependence of magnetoresistance and spin–transfer torque using a composition-gradient film: Application to CoxFe1−x (0 ≤ x ≤ 1) system10.1080/27660400.2023.2286944 ↗
32. Manipulating antiferromagnetic interfacial states by spin-orbit torques10.1103/physrevb.104.134408 ↗
33. Efficient iterative schemes for ab initio total-energy calculations using a plane-wave basis set10.1103/physrevb.54.11169 ↗
34. Generalized gradient approximation made simple10.1103/physrevlett.77.3865 ↗
35. Virtual crystal approximation revisited: Application to dielectric and piezoelectric properties of perovskites10.1103/physrevb.61.7877 ↗
36. Structure and magnetic properties of Co epitaxial thin films grown on MgO single-crystal substrates10.1109/tmag.2009.2018643 ↗
37. FMR study of MBE-grown Co films on Al2O3 and MgO substrates10.1016/0304-8853(94)90419-7 ↗
38. Magnetic properties of sputtered Co films10.1002/(sici)1521-396x(199912)176:2<1039::aid-pssa1039>3.3.co;2-2 ↗
39. Preparation and characterization of Co single-crystal thin films with hcp, fcc and bcc structures10.1063/1.3537817 ↗
40. Ferromagnetic and antiferromagnetic exchange coupling in bcc epitaxial ultrathin Fe(001)/Cu(001)Fe(001) trilayers10.1103/physrevlett.64.673 ↗
41. Magnetic properties of ultrathin 3d transition-metal binary alloys. I. Spin and orbital moments, anisotropy, and confirmation of Slater-Pauling behavior10.1103/physrevb.95.134410 ↗
42. 2007
43. Effect of interface roughness on GMR in Fe/Cr multilayers10.1143/jpsj.69.2182 ↗
44. Effect of grain size on the properties of the CoFe–NiFe/NiMn top spin valve10.1063/1.1558098 ↗
45. Effect of material selection and background impurity on interface property and resulted CIP-GMR performance10.1016/j.jmmm.2009.04.047 ↗
46. High GMR effect and perfect microstructure in CoFe/Cu multilayers10.1109/tmag.2019.2892666 ↗
47. Effects of (Ni0.8Fe0.2)100−xCrx seed layer on microstructure, magnetic properties, and giant magnetoresistance of [FeCoNi/Cu] multilayer films10.1063/5.0054264 ↗
48. GMR versus interfacial roughness induced from different buffers in (Co/Cu) ML10.1016/s0304-8853(98)00639-8 ↗
49. Effect of atomic order on the electrical resistivity of CoxFe100−x alloys10.1103/physrevb.37.6079 ↗
50. Giant magnetoresistance in spin-valve multilayers10.1016/0304-8853(94)00356-4 ↗