Abstract
The crystal structure and magnetic properties of SrNbxFe12–xO19 (0.00 ≤ x ≤ 0.08) nanohexaferrites (NHFs) fabricated using a sol–gel technique is presented in this study. The X-ray powder diffractometry (XRD) and Infrared spectroscopy (FT-IR) confirmed the formation of M-type hexaferrite phase. The analyses of magnetization versus applied magnetic field, M(H), were performed at room (300 K; RT) and low (10 K) temperatures. The Bohr magneton number (nB), saturation (Ms) and remanent (Mr) magnetization values increase slightly with increasing Nb3+ content. The room-temperature values of the magnetic parameters Mr = 31.41–33.28 emu/g, Ms = 57.10–60.14 emu/g and coercivity (Hc) between 4274 and 4540 Oe, at 10 K, magnetization data were detected that are much higher with respect to RT values: Mr = 45.96–51.06 emu/g, Ms = 94.42–95.99 emu/g. The magnetic results indicate that the samples are magnetically hard materials at both considered temperatures. The squareness ratio (SQR) is found to be around 0.50, implying single-domain NPs with uniaxial anisotropy for pristine and substituted samples. With exception, the x = 0.0 sample indicated the formation of multi-domain structure with uniaxial anisotropy at 10 K. Field cooling (FC) susceptibility measurements were applied in temperature range of 5–350 K for pristine sample and samples that contained some Nb3+ ions. The analyses of dc susceptibility data also proved that Nb3+ ion substitution increases the magnetization and, additionally, allows for an easier alignment of the magnetic domains. The obtained magnetic results were investigated deeply with relation to structural and microstructural properties. The observed remanent magnetization (Mr) and coercivity (Hc) render the products are useful for permanent magnets and high-density recording media.
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1 Introduction
There are six types of hexaferrites (M, U, W, X, Y, and Z) that differ in their stacking sequences of the three basic blocks (S, R, and T) in their crystal lattices. Among them, M-type hexaferrites are the most important and utilized in several application such as permanent magnetic materials, magneto optical, microwave devices, magnetic recording media and telecommunications devices due to their higher saturation, higher coercivity, room temperature multiferroic properties, better dielectric properties and good chemical stability [1,2,3,4]. There are three different types of M-type hexaferrites which are BaFe12O19, SrFe12O19 and PbFe12O19.
The magnetic and electrical properties of M-type hexaferrites can be modified by rare earth metal substitutions like La, Nd, Sm, Ce, Ho, Co, Cu and Cr etc. [5,6,7,8]. Previous studies showed an enhancement in magnetic properties of substituted M-type hexaferrites [9,10,11,12,13], with respect to both magneto-crystalline anisotropy and coercive field. Innumerable of researchers have been studied substituted M-type hexagonal. Almessiere et al. [14] are investigated the effect of Nb substitution on morphological, structural and magnetic properties of BaFe12O19 hexaferrites. It was observed that the Ms, Mr, nB and Keff decreased for lower Nb content and then improved on further increasing the Nb concentration. However, Hc was reduced for lower Nb content and was comparable to that of pristine sample for higher contents. Moreover, Yang et al. are reported the Nd and NbZn co-substituted of Sr hexaferrites [15]. They found that the saturation magnetization and magneton number are decreased with increasing Nd and NbZn content. The Mr/Ms ratio, coercivity and magnetic anisotropy field increased with increasing Nd and NbZn content. Sapoletova et al. [16] are discussed the Sb, V and Nb substituted Sr-Zn hexaferrites. The magnetization resualts are increased and decreases with other ratios. The coercive field of the highest saturation magnetization is found to be higher than 3 kOe which lead to be a good candidate for permanent magnet application.
The Fe/Sr molar ratio in the strontium hexaferrites needs to be properly determined in order to obtain single-phase hexagonal ferrite. In order to prepare hexaferrite particles, several synthesis techniques have been developed such as ball milling and mechanical alloying, micro-emulsion co-precipitation, solid-state, sol–gel routes [14,15,16,17,18,19,20]. Among these synthesis procedures, the sol–gel method is useful to produce single-domain sized fine powder samples. Thus, in the present study, the low-cost and facile sol–gel auto combustion technique was applied. The magnetic and structural properties of the hexaferrites can be modified for some above-mentioned applications and are mainly dependent on the chemical composition and the way of synthesis [21].
In this study, the effects of doping of Nb3+ ions in strontium hexaferrite have been studied by means of structural, morphological and magnetic characterization. An attempt has been made here to evaluate the effect of small addition of the rare earth element Niobium (Nb) on the structural and magnetic properties of Sr hexaferrites.
2 Experimental
2.1 Chemicals and instrumentations
The materials used to synthesize the products, iron(III) nitrate hexahydrate (Fe(NO3)3·6H2O), barium nitrate (Ba(NO3)2), niobium chloride (NbCl3) and ammonia (25% v/v, NH3), all were of analytical grade and obtained from Merck with 99.9% purity.
Phase identification was performed by Rigaku Benchtop Miniflex powder X-ray diffraction (XRD) analyzer with Cu Kα. The microstructure was observed using a field emission scanning electron microscope (FE-SEM) (FEI Titan S/TEM) coupled with energy-dispersive X-ray spectroscopy (EDX). Fourier transform infrared spectra1 (FTIR; Bruker alpha-II FTIR spectrophotometer attached with a diamond ATR from USA) were recorded using a spectrometer over a range of 2000–400 cm−1. Magnetizations at RT and 10 K and dc susceptibility data for SrNbxFe12–xO19 hexaferrites were obtained using a Quantum Design MPMS-5XL SQUID magnetometer. The polycrystalline samples were compacted and immobilized into cylindrical PTFE capsules. The data were acquired as hysteresis loops (− 5.0 to 5.0 T at 10.0 K and 300 K), and FC measurements (2.0–350 K at 0.05 T). All data were corrected for diamagnetic contributions from the sample holder and the compounds.
2.2 Synthesis
For typical citrate sol–gel auto synthesis, the stoichiometric amount of each metal salt was weighted and dissolved in de-ionized water under stirring for 40 min. After that citric acid was added to the solution, which was kept stirring at 70 °C until the reaction solution became clear and the pH of the solution was adjusted to seven using aqueous NH3 solution under stirring. Then the solution was firstly heated to 150 °C, followed by an increase in temperature to 310 °C to allow for complete water evaporation, resulting in a viscous solution. This will turn into an igniting mass that emit lots of gas and will continue to burn and as a result a powder precursor will be obtained. Afterward, this powder was our product.
3 Results and discussion
3.1 XRD analysis
Powder X-ray diffraction patterns of SrNbxFe12–xO19 NHFs are presented in Fig. 1 which the formation of single M-type hexaferrite phase without any additional impurity or secondary phase peaks according to JCPDS file number 79–1411, meaning that the Nb ions are fully incorporated into the Sr hexaferrite lattice. The structure parameters are estimated via the TOPAS refinement program package (Table 1). Although the lattice parameter ‘a’ remains constant, the `c` parameter increases with increasing Nb ratios, in line with the larger ionic radius of Nb3+ (0.72 Å) in comparison to Fe3+ (0.64 Å). The c/a ratio of 3.90 to 3.91 proved also the formation of M-type hexagonal structure [22]. The crystallites size DXRD was calculated by Scherer equation of (114) peak, which is expressed as:
where λ is the X-ray wavelength CuKα radiation (1.5406 Å), β is the line broadening at half the maximum intensity (FWHM), after subtracting the instrumental line broadening, in radians. This quantity is also sometimes denoted as Δ(2θ) and θ is the Bragg angle. The crystallites size (DXRD) and the average lattice strain (ε) of the different products were also estimated via the Williamson-Hall equations [23]:
where \(\beta\) is the FWHM of XRD peaks, \(\beta_{strain}\) is the strain broadening that is supposed to be uniform in all crystallographic directions, \(\beta_{size}\) is the particle size broadening, λ is wavelength of CuKα radiation (1.5406 Å), \({\text{K = 0}} . 9 4\) is a dimensionless shape factor close to unity, and θ is Bragg angle. By multiplying this equation by cos θ, it gives:
Therefore, by plotting the graph of \(\beta \cos \theta\) versus \(4\sin \theta\) (Fig. 2), the strain \(\varepsilon\) of the product is deduced from the slope of linear fitting data (gradient) whereas the DXRD is determined from the Y-intercept (\(\frac{K\lambda }{{D_{XRD} }}\)). The estimated values of DXRD and \(\varepsilon\) deduced by using both Scherrer and Williamson-Hall equations are listed in Table 1. It is clear that the evolution of crystallites size as calculated using both methods showed practically the same trend. However, the DXRD values as calculated using technique are higher than that obtained using Scherrer equation. This mostly due to the fact that only one peak broadening was used for calculation for the Scherrer equation whereas the Williamson–Hall technique takes into consideration of several peaks in order to calculate the crystallize size, which make it more accurate method than Scherrer’s method. The DXRD values deduced by using both Scherrer and Williamson-Hall equations are nearly comparable for various concentration and are slightly higher for x = 0.04 and 0.06 samples than to the other concentrations. The determined crystallites size DXRD were found to be good enough making these materials to be used in the high-density recording media (a suitable signal-to-noise ratio). In addition, the value of \(\varepsilon\) is slightly increased with increasing the Nb3+ content.
3.2 FT-IR analysis
FT-IR spectra of SrNbxFe12−xO19 NHFs are depicted in Fig. 3. All compositions exhibited identical spectra and showed a strong vibrations band at 422, 539 and 591 cm−1. These vibration’s bands are corresponding to the metal–oxygen bond in tetrahedral and octahedral sites of the Sr-type hexagonal structure [24]. The FTIR spectrum approved the formation of M-type hexaferrite. The vibrational bands of tetrahedral sites are shorter than the octahedral sites due to longer bond length of tetrahedral sites [25]. At x = 0.04 and 0.08, there is a vibration band around 1046 cm−1 due to C–C group.
3.3 Morphological analysis
The surface analysis of SrNbxFe12–xO19 hexaferrites is executed via FE-SEM as seen in Fig. 4. All samples presented aggregated particles of hexagonal plate-like structures. It is obvious that the particles size of all compositions is less than 50 nm. EDX spectra and elemental mapping of SrNbxFe12−xO19 (x = 0.02 and 0.06) hexaferrites are presented in Fig. 5, detailing the traces of elements that indicated the stoichiometric ratios Sr hexaferrites. Table 2 summarizes the theoretical ratio from the molecular weight of element in the molecule and those determined from EDX for all concentrations. The results confirmed the formation of the desired compositions.
3.4 Magnetic properties
Figure 6 presents the specific magnetization hysteresis loops recorded from VSM measurements of SrNbxFe12–xO19 NPs as fraction of Nb3+ content at room temperature. The hysteresis data were collected by applying an external magnetic field up to ± 10 kOe. The various RT magnetic data derived as fraction of Nb content are given in Table 3. The detailed analyses revealed that the substitution of Fe ions by Nb ions alters in a slight way the magnetization behaviors of the hysteresis loops. The magnitude of magnetizations for applied field of 10 kOe are between 51.70 and 54.41 emu/g. Saturation magnetizations (Ms) were extracted from the linear fits of M versus 1/H2 data according to Stoner-Wohlfarth (S-W) theory [26,27,28]. A typical example of the M against \(1/H^{2}\) plot of x = 0.00 hexaferrite is illustrated in the Fig. 7. The value of Ms is found in the 57.10–60.14 emu/g range. The remanent magnetization (Mr) is ranging between 31.41 and 33.28 emu/g. Coercive fields (Hc) are in a range of 4274–4540 Oe. Accordingly, it can be claimed that the different synthesized samples display ferrimagnetic (FM) behavior at RT. One should note that the M(H) hysteresis loops performed at RT (Fig. 6) clearly indicate the occurrence of a kink around H = 0 kOe in different samples. This observation indicates that some non-magnetic or weak magnetic phases exist in the produced samples. The secondary phases are not noticed by using XRD technique, which is mostly due to the detection limit of the XRD instrument.
The magnetization data were also collected for all SrNbxFe12–xO19 samples at 10 K using SQUID magnetometer by applying field up to ± 20 kOe and are presented in Fig. 8. The entire 10 K magnetic data specified as fraction of Nb3+ content are given in Table 4. The pristine SrFe12O19 has corresponding magnetization M(H = 10 kOe) = 75.82 emu/g, Mr = 45.96 emu/g, and Ms = 94.42 emu/g. The SrNb0.06Fe11.94O19 sample has the maximum magnetization data as M(H = 10 kOe) = 80.07 emu/g, Mr = 51.06 emu/g, and Ms = 95.99 emu/g. The coercive field is ranging between 2730 and 3235 Oe for various NPs. In the literature, the Ms magnitudes in an interval between 74.3 and 92.6 emu/g and approximate 6635 Oe of Hc are reported at RT for single crystalline SrFe12O19, however the polycrystalline structured samples rarely display values close to these reported maxima [29,30,31,32]. In view of the obtained results, it can be claimed that the different produced NPs display also a FM behavior at 10 K. At 10 K, the saturation and remanent magnetizations values are higher than those at RT. The increments in the Ms and Mr values are associated to the reduced thermal changes of surface magnetic moments [33, 34]. In other words, more quantitative ordering of spins in high magnetic fields and at low temperatures contributes to the magnetic moments of the SrNbxFe12−xO19 NPs. However, coercivities are almost equal to half of the reported uppermost RT values. For the same level of Nb3+ concentration, the Hc values reduce with decreasing temperature from RT to 10 K. This reduction is correlated with a change in the Ms values. In the case of increment in Ms due to the drop in the temperature, Hc decreases as well [33, 34]. In the current study, the Ms magnitude shows an increase with decreasing temperature from RT to 10 K. Thus, the reduction in Hc may attributable to the increase in Ms as temperature decreases. The observed magnetic parameters render the products useful for magnetic recording media applications. In fact, Numerous studies have revealed that products exhibiting high Hc values are advantageous for magnetic recording applications [35, 36]. They revealed that a longitudinal magnetic recording medium, which is a general type of magnetic recording medium used in industries, requires high enough coercivity (600 Oe). If coercivity is too high (above 1200 Oe), the material can be used for the perpendicular recording media, which is a developing new technology in the magnetic recording media [35, 36]. In the present investigation, the coercivity Hc is in the range of 4274–4540 at RT for various Nb3+-substituted Sr-hexaferrites, which suggests that the prepared products could be applicable in the perpendicular magnetic recording media.
The variation of magnetization data (Mr, M (10 kOe), Ms) as function of Nb3+ ion content at 300 K and at 10 K are displayed in Fig. 9a and b, respectively. The minimum Ms values correspond to pristine product (x = 0.00) with magnitudes of about M(10 kOe) = 51.70, Ms = 57.10 and Mr = 31.41 emu/g at RT and M(10 kOe) = 75.82, Ms = 94.42 and Mr = 45.96 emu/g at 10 K. It is clear that the magnetization data increase with Nb3+ substitution at both RT and 10 K. All three magnetization parameters reach maximum values at 300 K for SrNb0.08Fe11.92O19 (i.e. x = 0.08). However, the magnetic data reach maximum values for x = 0.06 at 10 K. The Ms values obtained in this work are important compared to those reported in previous studies of substituted Sr hexaferrites, such as in rare-earth ions substituted SrFe12O19 [37, 38] and in Gd-Sn substituted Sr-hexaferrite [39]. The evolutions in Mr values with respect to the Nb concentrations essentially show a similar variation tendency of Ms. Preceding investigations noted that the evolution in the Mr values depends first and foremost on the evolution in Ms values and on the net alignment of grain magnetization caused by the super-exchange interactions among NPs [33, 34].
Usually, numerous factors can affect the magnetic properties of hexaferrites such as the variation in the crystallites size, variations in the magnetic moments (\(n_{B}\)), variations in the nature and concentration of different sites, and preferred site occupancy of different ions, etc. [33, 34]. The disordered cation distributions, formation of local strains, and the super-exchange interactions among various ions could affect also the magnetic properties [40, 41]. The magnetic moment of hexagonal ferrites is derived from the Fe3+ ions. The magnetization of the ferrites is mainly ruled by the distribution of Fe ions in the crystal network sites and thus changes with the factors that affect the strength of different exchange interactions. It is well known that the Sr2+-O-Sr2+ and Sr2+-O-Fe3+ interactions are unimportant, however the Fe3+-O-Fe3+ exchange interactions are the dominant. Therefore, the increase in the values of Ms and Mr with Nb substitution is attributed to the enhanced exchange of interactions in Fe sites. Also, the site preference of different ions is dependent to the ionic radii of host and substituted ions. Generally, five distinct sub-lattices exist in M-type Sr-hexaferrites: three octahedral (12 k, 4f2 and 2a), one trigonal-bi-pyramidal (2b) and one tetrahedral (4f1) sites. The magnetic moment is derived from the Fe3+ ions, which reside in the five different sub-lattices. Fe3+ ions in 4f1 and 4f2 sites have spins-down, while those in 2a, 2b and 12 k sites have spins-up. Thus, the magnetization is the result of the difference between the spins-up and spins-down of magnetic moments. The magnetization of the hexagonal ferrites depends on the factors that affect the Fe3+-O-Fe3+ exchange interactions strength. If the substitution was done in the spin-up sites, the magnetization decreases [33, 34]. However, if the substitution was done in the spin-down sites, the magnetization increases [33, 34]. The ionic radii of different ions are equal to \(r_{{Nb^{3 + } }} = 0.72 {\AA}\), \(r_{{Fe^{3 + } }} = 0.64 {\AA}\), \(r_{{Sr^{2 + } }} = 1.26 {\AA}\), respectively. The Nb3+ ions have ion radius closer to Fe3+ than to Sr2+, hence one could anticipate that the Nb3+ ions will prefer to reside in the Fe3+ sites. Furthermore, it can be assumed that the Nb3+ ions substitute the spin-down iron sites.
On other hand, we note that the Nb3+ ion radius (0.72 Å) slightly exceeds that of Fe3+ (0.64 Å). The non-equivalent ionic radius and magnetic moments of the host and substituted ions could generate local strain that causes a variation of electronic states and disorder in the hexaferrite system [33, 34]. In addition, substituting Fe3+ ions by Nb3+ results in a reducing the distance separating the magnetic ions and therefore increasing the super-exchange interactions strength. Furthermore, the variations in the magnetic moments could explain the behavior of the magnetization magnitudes. The experimental values of the magneton numbers, \(n_{B}\), in units of μB by formula unit are deduced as follow [41]:
The estimated \(n_{B}\) values for SrNbxFe12−xO19 NPs at different temperatures are present in Tables 3 and 4, respectively. Generally, the strengthening of the super-exchange interactions among the various sites lead to an increase in \(n_{B}\) values. In the present study, the evaluated \(n_{B}\) increases slightly from 10.85 to 11.46 μB at RT and from 17.95 to 18.28 at 10 K. It was found that the product with the highest Ms value exhibits the highest \(n_{B}\) value. This is a consequence of the intensification of super-exchange interactions. It is noticed the disappearance of the kink at 10 K (Fig. 8), which could be attributed the reduced thermal fluctuations at low temperature. Taking into account the magnetic structure of M-type strontium hexaferrites consisting of iron with spins-down on 4f1 and 4f2 sites and spins-up on 12 k, 2a and 2b sites, the moment per formula unit will be about 20 μB for pristine Sr-hexaferrites (x = 0.0) [42, 43]. Nevertheless, the obtained experimental nB values are in the range 10.85–11.46 μB and 17.95–18.28 at both considered temperatures which is lower than 20 μB, indicating that evident non-magnetic or weak magnetic content exist in the samples.
The squareness ratios (SQR = Mr/Ms) were determined for all SrNbxFe12–xO19 NPs at 300 and 10 K (see Tables 3 and 4). The SQRs take proximate values of 0.500 and 0.830 for uniaxial and cubic anisotropy, respectively according to Stoner-Wohlfart theory [44]. Additionally, when the SQR is greater than 0.5, the NPs are considered to be in a single magnetic domain [45]. However, when SQR is inferior than 0.5, the NPs are generally considered to be in multi magnetic domains [45]. All SrNbxFe12–xO19 NPs display SQRs > 0.5 at both RT and 10 K, specifying the single-domain structure characteristics with uniaxial anisotropy. With exception, the x = 0.0 NPs showed SQR value < 0.5 at 10 K, which indicates the formation of multi-domain structure with uniaxial anisotropy at 10 K.
At RT, the Hc value is maximum for pristine sample and decreases with Nb3+ substitution. Among substituted samples, the x = 0.08 has the maximum Hc at RT. At low temperature, the coercive field Hc is determined as 2945 Oe for pristine sample, however a ~ 200 Oe decrease in coercivity of samples with x = 0.02–0.06 and a ~ 200 Oe gain in coercivity of samples with x = 0.08 were observed. Frequently, the coercivity is dependent to numerous parameters such as the morphology, shape anisotropy, magnetocrystalline anisotropy, size distributions, grains size and exchange coupling among the canted spins on the surface and the collinear spins in the core, etc. [46, 47].
We performed field cooled (FC) dc susceptibility measurements on three samples (x = 0.00, 0.02 and 0.04), see Fig. 10. Therefore, we applied a dc magnetic field of 500 Oe at 350 K and measured the susceptibility with decreasing temperatures down to 2 K. This procedure allows for the temperature dependent characterization at a constant field complementary to hysteresis measurements for which the temperature is constant and the field varies. For temperatures below 350 K, the χg versus T curves show similar shape characteristics. χg linearly increases from 350 K to ca. 80 K, and reaches a plateau for T < 40 K. Without any Nb3+ ion content (x = 0), the values of χg (0.008 to 0.011 emu/g) are smaller compared to the values of the compounds including Nb3+ ions. For x = 0.02 and 0.04 substitution levels, χg ranges from 0.038 to 0.060 emu/g and 0.045 to 0.073 emu/g, respectively. Thus, the higher Nb3+ ion content, the larger the χg value of the plateaus. This is to some degree also reflected in the values of the remanence magnetization, although the values at 2.0 K are distinctly below the remanence due to measuring in the initial magnetization region of a hysteresis loop. The VSM measurements, on the other hand, show the results for measurements where the saturation has been reached, i.e. the real remanence magnetization and we do not show the initial magnetization curve there. That is why the values at 2.0 K of χg are much smaller than the corresponding value derived from the remanence. Hence, dc susceptibility measurements also reveal that the Nb3+ ion content slightly increases the magnetization and, additionally, allows for an easier alignment of the magnetic domains. On the other side, the MFC curves increase continuously with reducing the temperature and at a certain temperature they become constant. Numerous studies reported that the MFC curves increases continuously in SPM nano-sized particles, however they show a slowest increase or a flat nature in super-spin glass (SSG) systems because of the strong interactions between nanoparticles [48, 49]. In view of that, the observed flat nature at lower temperatures in the curves of MFC reveals the existence of a SSG-like state. Similar behaviors have been reported in other ferrites [48,49,50].
4 Conclusion
This study describes in detail the structure, microstructure and magnetic characteristics of SrNbxFe12−xO19 (0.00 ≤ x ≤ 0.08) NHFs. The XRD, FTIR, and SEM along with EDX analyses confirmed the formation of the desired compositions. All substitution levels resulted in increasing the lattice parameter c. The crystallites sizes are ranging between 35.3 and 40.8 nm. M(H) hysteresis curves of all SrNbxFe12−xO19 (0.00 ≤ x ≤ 0.08) NHFs were recorded at 300 and at 10 K and analyzed with the field cooling dc susceptibility data of some samples (x = 0.00, 0.02, 0.04). All specified magnetic data reveal the hard ferrimagnetic nature of various prepared samples. Nb3+ ion substitution slightly increases marginally the magnetization magnitude with respect to pristine sample. However, we observe slight changes in coercivity values depending on the ion composition. The deduced M(10 kOe), Ms, and Mr values are maximum for x = 0.08 and 0.06 samples at RT and 10 K, respectively. This effect is due to the reinforcement of super-exchange interactions, the creation of local strains, the preferred site occupancy and the increase in the magnetic moments (\(n_{B}\)) in this sample. The evaluated SQRs at around 0.5 point to single-domain nanoparticles having uniaxial magnetic anisotropy according to the S-W model, except the x = 0.0 sample that indicated the formation of multi-domain structure with uniaxial anisotropy at 10 K. The observed Mr and Hc render the products useful for permanent magnets and high-density recording media applications.
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Acknowledgements
The authors highly acknowledged the financial supports of the Institute for Research and Medical Consultations of Imam Abdulrahman Bin Faisal University—Saudi Arabia (Projects Nos. 2018-IRMC-S-2, 2018-IRMC-S-1 and 2017-IRMC-S-3).
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Almessiere, M.A., Slimani, Y., Güner, S. et al. Effect of Nb3+ ion substitution on the magnetic properties of SrFe12O19 hexaferrites. J Mater Sci: Mater Electron 30, 11181–11192 (2019). https://doi.org/10.1007/s10854-019-01464-0
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DOI: https://doi.org/10.1007/s10854-019-01464-0