Abstract
In this paper, Ni/NiO/Ni multilayers are deposited on glass substrates using radio frequency magnetron sputtering, where the structural and morphological properties are analyzed using X-ray diffraction besides scanning electron microscopy techniques. The associated magnetic hysteresis loops are obtained by vibrating sample magnetometer for temperatures ranging from − 100 to 300 °C. Hence, the parameters α, β, Bmax, HC, and Br defining a hysteresis loop are determined at each temperature using Preisach model for the first two parameters, while the remaining ones are deduced experimentally. The set of these parameters are introduced within the training data set in the context of an ANFIS-based approach to predict the hysteresis loop of a Ni/NiO/Ni multilayer for any temperature below the Curie temperature. The comparison conducted between theoretical and experimental results showed a good agreement. This work provided more insights regarding the consolidation of experimental characterization with the development of soft computing-based frameworks.
Similar content being viewed by others
References
E.P. Wohlfarth, Handbook of Ferromagnetic Materials, vol 2 (Elsevier, Amsterdam, 1980)
A. Bendjerad, A. Benhaya, S. Boukhtache, M. Zergoug, K. Benyahia, Modeling of magnetic properties (Cr/NiO/Ni) based multi-layers deposited by magnetron sputtering using Preisach model. Mater. Devices 2(1), 310–314 (2017)
S.S. Grabchikov, A.V. Trukhanov, S.V. Trukhanov, I.S. Kazakevich, A.A. Solobay, V.T. Erofeenko, N.A. Vasilenkov, O.S. Volkova, A. Shakin, Effectiveness of the magnetostatic shielding by the cylindrical shells. J. Magn. Magn. Mater. 398, 49–53 (2016)
A.V. Trukhanov, S.S. Grabchikov, A.A. Solobai, D.I. Tishkevich, S.V. Trukhanov, E.L. Trukhanova, AC and DC-shielding properties for the Ni80Fe20/Cu film structures. J. Magn. Magn. Mater. 443, 142–148 (2017)
G. Béranger, F. Duffaut, J. Morlet, J.F. Tiers, The Iron-Nickel Alloys: A Hundred Years After the Discovery of Invar (Lavoisier Publisher, Secaucus, 1996)
V. Skumryev, S. Stoyanov, Y. Zhang, G. Hadjipanayis, D. Givord, J. Nogues, Beating the superparamagnetic limit with exchange bias. Nature 423, 850–853 (2003)
M.H. Kryder, Magnetic thin films for data storage. Thin solid films 216(1), 174–180 (1992)
T. Katase, H. Hiramatsu, T. Kamiya, H. Hosono, Thin film growth by pulsed laserdeposition and properties of 122-type iron-based superconductor AE(Fe1–x Cox)2AS2(AE = alkaline earth). Supercond. Sci. Technol. 25(8), 084015(1–12) (2012)
Y. Cao, K. Xu, W. Jiang, T. Droubay, P. Ramuhalli, D. Edwards, B.R. Johnson, J.M. Cloy, Hysteresis in single and polycrystalline iron thin films: major and minor loops first order reversal curves and Preisach modeling. J. Magn. Magn. Mater. 395, 361–375 (2015)
A. Iljinas, J. Dudonis, R. Brucas, A. Meškauskas, Thin ferromagnetic films deposition by facing target sputtering method. Nonlinear Anal. Model. Control 10(1), 57–64 (2005)
G.F. Huang, W.Q. Huang, L.L. Wang, B.S. Zou, J.H. Zhang, Studies on the Fe–P film plating from a chemical bath: deposition mechanism and parameter effects. Int. J. Electrochem. Sci. 3, 145–153 (2008)
W. Qing, W. Tai-Hong, L. Cheng-Lu, Vacuum electron-beam evaporation of Fe nanocrystals on Si3N4 buffer layer for carbon nanotube growth. Chin. Phys. Lett. 20(2), 301–303 (2003)
R. Fleurier, Résonance Ferromagnétique et Structure de Nanoparticules Bimétalliques à Base de Fer, PhD Dissertation, University of Orleans, France (2006)
D.I. Tishkevich, S.S. Grabchikov, L.S. Tsybulskaya, V.S. Shendyukov, S.S. Perevoznikov, S.V. Trukhanov, E.L. Trukhanova, A.V. Trukhanov, D.A. Vinnik, Electrochemical deposition regimes and critical influence of organic additives on the structure of Bi films. J. Alloys Compd. 735, 1943–1948 (2018)
D.I. Tishkevich, S.S. Grabchikov, S.B. Lastovskii, S.V. Trukhanov, T.I. Zubar, D.S. Vasin, A.V. Trukhanov, Correlation of the synthesis conditions and microstructure for Bi-based electron shields production. J. Alloy. Compd. 749, 1036–1042 (2018)
R. Rameshan, V. Vonk, D. Franz, J. Drnec, S. Penner, A. Garhofer, F. Mittendorfer, A. Stierle, B. Klötzer, Role of precursor carbides for graphene growth on Ni(111). Sci. Rep. 8, 2662(1–13) (2018)
B. Lü, Z.-F. Hu, X.-H. Wang, B.-S. Xu, Thermal stability of electrodeposited nanocrystalline nickel assisted by flexible friction. Trans. Nonferrous Met. Soc. China 25(10), 3297–3304 (2015)
C.-L. Ban, X. Shao, H. Chen, Effect of mechanical attrition on microstructure and property of electroplated Ni coating. Trans. Nonferrous Met. Soc. China 22(8), 1989–1994 (2012)
T.I. Zubar, S.A. Sharko, D.I. Tishkevich, N.N. Kovaleva, D.A. Vinnik, S.A. Gudkova, E.L. Trukhanova, E.A. Trofimov, S.A. Chizhik, L.V. Panina, S.V. Trukhanov, A.V. Trukhanov, Anomalies in Ni–Fe nanogranular films growth. J. Alloy. Compd. 748, 970–978 (2018)
T.I. Zubar, L.V. Panina, N.N. Kovaleva, S.A. Sharko, D.I. Tishkevich, D.A. Vinnik, S.A. Gudkova, E.L. Trukhanova, E.A. Trofimov, S.A. Chizhik, S.V. Trukhanov, A.V. Trukhanov, Anomalies in growth of electrodeposited Ni–Fe nanogranular films. CrystEngComm 20(16), 2306–2315 (2018)
M.B.A. Tuan, Caractérisation et Modélisation du Comportement des Matériaux Magnétiques Doux Sous Contrainte Thermique, PhD DISSERTATION, Claude Bernard Lyon I University (2011)
O. Messal, Caractérisation et Modélisation du Comportement Thermomagnétique d’alliages FeNi pour le Prototypage Virtuel, PhD Dissertation, Claude Bernard Lyon I University (2013)
S.V. Trukhanov, A.V. Trukhanov, H. Szymczak, C.E. Botez, A. Adair, Magneto transport properties and mechanism of the A-site ordering in the Nd–Ba optimal-doped manganites. J. Low Temp. Phys. 149(3–4), 185–199 (2007)
S.V. Trukhanov, A.V. Trukhanov, A.N. Vasiliev, H. Szymczak, Frustrated exchange interactions formation at low temperatures and high hydrostatic pressures in La0.70Sr0.30MnO2.85. J. Exp. Theor. Phys. 111(2), 209–214 (2010)
V.D. Doroshev, V.A. Borodin, V.I. Kamenev, A.S. Mazur, T.N. Tarasenko, A.I. Tovstolytkin, S.V. Trukhanov, Self-doped lanthanum manganites as a phase-separated system: Transformation of magnetic, resonance, and transport properties with doping and hydrostatic compression. J. Appl. Phys. 104, 093909 (2008)
A. Trukhanov, L. Panina, S. Trukhanov, V. Turchenko, M. Salem, Evolution of structure and physical properties in Al-substituted Ba-hexaferrites. Chin. Phys. B 25, 016102 (2016)
F. Preisach, Über die magnetische nachwirkung. Zeitschrift für Physik 94(5–6), 277–302 (1935)
A. Bendjerad, S. Boukhtache, A. Benhaya, A. Lahmar, M. Zergoug, D. Luneau, RF magnetron sputtering deposition of NiO/Ni bilayer and approach of the Magnetic behavior using the Preisach model. J. Magn. Magn. Mater. 428, 377–381 (2017)
A. Bendjerad, S. Boukhtache, A. Benhaya, D. Luneau, S.E. Abaidia, K. Benyahia, Modeling of magnetic properties of iron thin films deposited by RF magnetron sputtering using Preisach model. Serbian J. Electr. Eng. 13(2), 229–238 (2016)
G. Bertotti, M. Pasquale, Physical interpretation of induction and frequency dependence of power losses in soft magnetic materials. IEEE Trans. Magn. 28(5), 2787–2789 (1992)
G. Bertotti, Dynamic generalization of the scalar Preisach model of hysteresis. IEEE Trans. Magn. 28(5), 2599–2601 (1992)
A.K. Lebouc, Matériaux Magnétique en Génie Électrique 2, Hermès Science Edition, Paris, France (2006)
F. Djeffal, N. Lakhdar, An improved analog electrical performance of submicron Dual-Material gate (DM) GaAs-MESFETs using multi-objective computation. J. Comput. Electron. 12, 29–35 (2013)
H. Ferhati, F. Djeffal, Role of optimized grooves surface-textured front glass in improving TiO2 thin film UV photodetector performance. IEEE Sens. J. 16, 5618–5624 (2016)
F. Djeffal, S. Guessasma, A. Benhaya, M. Chahdi, An analytical approach based on neural computation to estimate the lifetime of deep submicron MOSFETs. Semicond. Sci. Technol. 20(2), 158–164 (2005)
J.S.R. Jang, ANFIS: adaptive-network-based fuzzy inference system. IEEE Trans. Syst. Man Cybern. 23(3), 665–685 (1993)
S. Kar, S. Das, P.K. Ghosh, Applications of neuro fuzzy systems: a brief review and future outline. Appl. Soft Comput. 15, 243–259 (2014)
Z.J. Viharos, K.B. Kis, Survey on neuro-fuzzy systems and their applications in technical diagnostics and measurement. Measurement 67, 126–136 (2015)
E. Chebaki, F. Djeffal, T. Bentrcia, ANFIS-based approach to predict the degradation-related ageing of Junctionless GAA MOSFET. Mater. Today Proc. 5(8), 15949–15958 (2018)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Bendjerad, A., Benhaya, A., Bentrcia, T. et al. Determination of magnetic properties of a Ni/NiO/Ni multilayer: an ANFIS-based predictive technique. Appl. Phys. A 125, 56 (2019). https://doi.org/10.1007/s00339-018-2349-z
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00339-018-2349-z