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    Epstein Frame Measurement Based Determination

    of Original Non-Degraded and Fully Degraded

    Magnetic Characteristics of Material Submitted to

    Laser CuttingMadeleine Bali1,  Student Member, IEEE , Herbert De Gersem2, Annette Muetze1,  Senior Member, IEEE 

    1 Graz University of Technology, Electric Drives and Machines Institute

    Inffeldgasse 18/I, A-8010 Graz, Austria2 Technische Universität Darmstadt, Institut f ̈ur Theorie Elektromagnetischer Felder

    Schlossgartenstraße 8, D-64289 Darmstadt, Germany

    [email protected], [email protected], [email protected]

     Abstract—The degrading effect of laser cutting on steel sheetmaterial, and thus on the material’s magnetic characteristics, ismuch less understood than that of mechanical cutting. Further-

    more, the estimated degrading influence on magnetic propertiesis still difficult to determine and not sufficiently known. Inthis paper, the magnetic characteristics of the degraded andnon-degraded zones are computed from data obtained by twoEpstein frame measurements using sample strips of differentwidths. Subsequently, these new characteristics are inserted intoa finite-element model, which accounts for arbitrary geometries.The simulation results for the influence of laser cutting onthe magnetic characteristics of the stator lamination stacks areverified by measurements.

     Index Terms—Electrical steel sheets, ferromagnetic material,

    finite element method, laser cutting, magnetostatics, manufactur-

    ing, material degradation.

    I. INTRODUCTION

    To date, the electromagnetic characteristics of electrical

    steel sheets used in electrical machines are implemented in

    finite element simulations by magnetization and loss curves

    obtained from Epstein frame measurements [1] and/or pro-

    vided by manufacturers. The literature generally agrees that

    these data sets differ from those of the finished machine (e.g.

    [2]), as the magnetic deterioration due to the manufacturing

    steps is not taken into account. Commonly, these differences

    are considered, for example, by correction or building factors

    [3]–[5], which generally do not include the variabilities be-

    tween different materials, machine designs (stator and rotor

    cross sectional areas), and manufacturing techniques.

    This paper focuses on modeling the degrading effect of laser

    cutting, in particular solid state laser cutting, in contrast to

    the majority of works that have focused on the degradation

    effect due to mechanical cutting [6]–[9]. It reviews a method

    to estimate the losses for different geometries and applies this

    method to samples of solid state laser-cut stator lamination

    stacks, thereby further investigating possible differences bet-

    ween the modeling of mechanical and laser cutting.

    Fig. 1. Arrangement of steel strips in the Epstein frame, based on [1].

    I I . PERFORMED M EASUREMENTS

    The BH - and specific loss curves of two samples with thesame length,   y , and thickness,  wz , but with different widths(w1=   30mm and   w2   =   7.5mm) are determined by Epsteinframe measurements (Fig. 2). The Epstein frame measure-

    ments have been based on the standards IEC 60404-2 [1] and

    IEC 60404-10 [10], and the setup has been presented in detail

    in [6].

    In the case of the ‘wide’ samples (width of  w1) 16  electricalsteel sheet strips, in the case of the ‘small’ samples (width

    of  w2)  64   strips are placed into the frame (Fig. 2). Note thatthe transversely-cut and longitudinally-cut samples are placed

    in two opposite coils (Fig. 1) [1].

    All samples of one material are taken from the same mother

    coil (MC) since material deviations from MC to MC may be

    larger than the influence of the manufacturing process [11].

    978-1-4673-7151-3/15/$31.00 ©2015 IEEE 6096

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    Fig. 2. Correlation between measurements and identification procedure.

    III. REVIEW: IDENTIFICATION OF N ON-D EGRADED ANDFULLY D EGRADED BH -C HARACTERISTICS

     A. Assumptions and simplifications

    The following assumptions and simplifications have been

    made:

    •  The laser cutting process induces equal degradation pro-

    files on both sides of the sample.

    •  The degradation zone is homogeneous and has a specified

    depth,  d  (Fig. 2).•   The deteriorated zones on the short sides of the Epstein

    samples is neglected as  d y   (Fig. 2).

    The fractions of degraded material in samples 1 and 2 are

    denoted as  γ 1   (2d / w1) and  γ 2   (8d / w2) respectively.Only very few results have been published on the degra-

    dation depth of laser cutting, for example in [12]. This is,

    among other reasons, also due to a lack of understanding of 

    the detailed deterioration of the material which is caused by

    the laser cutting technique. In contrast to mechanically-cut

    samples, laser cutting induces thermal stresses due to the fast

    heating followed by a rapid cooling [13], [14]. Thus, not every

    measurement method used to identify the degradation depth

    Fig. 3. Identifying the non-degraded and degraded BH -curves with the BH -curves of small and wide samples [6].

    known from mechanically-cut samples may be applicable

    to laser-cut samples. For example, the determination of the

    changed grain sizes is not suitable, as according to [15] laser

    cutting does not change the grain size of the material. Further-

    more, the laser technique and the laser settings influence the

    degree, and thus, the depth of deterioration.

    In the presented modeling approach, a non-degraded area in

    the middle of the sheet and a homogeneously degraded zone

    with a deterioration depth of   2.1mm from the cut edge isassumed. Thus, a better comparison with the results presented

    in [6], in which mechanically-cut samples are investigated,

    is possible, when the same degradation depth is used. Note

    that the proposed technique also allows to set other degrada-

    tion depths, and the computed material characteristics result

    accordingly.

     B. Basic identification procedure

    The identification procedure has been discussed at length

    in [6] and is reviewed here briefly for comprehensiveness.

    The basic idea of this procedure is presented in (Fig. 3).

    The measurement series (H 1, B1)   and  (H 2, B2)  are obtainedindependently from the ‘wide’ and ‘small’ samples in the

    Epstein frame (see also Fig. 2). Of course, it is ensured that

    these samples result from the same material and MC.

    Subsequently, data points (H, Bnd)  and  (H, Bdg)  are calcu-

    lated from  1− γ 1   γ 11− γ 2   γ 2

      BndBdg

     =

      B1B2

      .   (1)

    The subscripts 1   and  2   label the measured data of the twosamples with different widths (see also Section II). Eq. (1)

    presents the parallel connection of the flux paths through the

    non-degraded (nd) and degraded (dg) zones. Note, the values

    B1, B2, Bnd  and  Bdg  all correspond to the same magnetic fieldstrength  H .

    A few generalizations are implemented to improve the

    applicability in practice:

    1) Interpolation and sampling,

    2) Rayleigh region,3) Full-saturation region.

    A more detailed explanation is reviewed from [6] in Ap-

    pendix A.

    The obtained curves   (H, Bnd)   and   (H, Bdg)   can easily beintegrated into a finite element calculation of, for example, a

    machine consisting of a material with a fully degraded zone

    at the cut edge and a non-degraded zone in the middle of the

    sample.

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    IV. RESULTS

    In the following, the identification procedure is applied to

    three different materials

    •   M270-35A,

    •   M400-50A,

    •   M800-65A,

    commonly used in electric machine design, at three different

    frequencies•   50Hz•   250Hz•   500Hz.

    Thus, an extensive verification of this method is possible.

    The permeability of sample 1 is substantially better than that

    of sample 2, because   w1   > w2. Thus, the relative degradedvolume (V degraded/V total sample volume) in sample 2 is larger thanin sample 1 (Fig. 2).

    As already shown in [6], piecewise cubic splines in com-

    bination with a repairing procedure of the Rayleigh and full

    saturation regions represent the measured curves accurately

    (see Fig. 4). This, along with the basic identification procedure,

    provides the results presented in Fig. 5. The sampling pointsfor the magnetic field strength are taken from the measure-

    ments of the first sample (see Appendix A).

    0 2000 4000 6000 8000 10000 12000 140000

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    1.6

    1.8

    22

    Magnetic field strength (A/m)

       M  a  g  n  e   t   i  c   f   l  u  x   d  e  n  s   i   t  y   (   T   )

    BH1 (measured)

    BH1 (calculated)

    BH2 (measured)

    BH2 (calculated)

    Fig. 4. Measured and identified BH -curves, M270-35A at  50 Hz.

    0 2000 4000 6000 8000 10000 12000 140000

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    1.6

    1.8

    2

    Magnetic field strength (A/m)

       M  a  g  n  e   t   i  c   f   l  u  x   d  e  n  s   i   t  y   (   T   )

    first sample

    second sample

    nondegraded

    degraded

    Fig. 5. Identified   BH -curves for the degraded and non-degraded materialzone, M270-35A at  50Hz.

    As expected, the   BH -curves are stacked such that for allvalues   H   of the magnetic field strength holds,   Bnd(H )   >B1(H )   > B2(H )   > Bdg(H ), in all regions of the charac-teristic (Fig. 5).

    Note that the model may produce unusual (unphysical)

    behavior in the knee point area of the identified non-degraded

    BH -curve by producing an extrema (see Fig. 5). This mayoccur when the difference of the magnetic induction or the

    relative permeability of both measured samples is very largeat a respective magnetic field strength   H : In contrast tomechanically-cut samples (see [16]), the relative permeabil-

    ity of the small laser-cut samples is more degraded at the

    small magnetic field strength area (see Fig. 6). Addition-

    ally, the relative permeability of laser-cut samples at small

    magnetic field strengths is, with decreasing sample width or

    increasing deteriorated zone, degraded to a plateau (see e.g.

    Fig. 6 and [16]). Hence, the difference of relative permeabil-

    ities of samples   1   and   2   is significantly larger for laser-cutsamples. Therefore, such artificial extrema may result if the

    method is applied to laser-cut samples of significantly different

    widths.

    200 400 600 800 1000 1200

    1000

    2000

    3000

    4000

    5000

    6000

    7000

    Magnetic field strength in A/m

       R  e   l  a   t   i  v  e  p  e  r  m  e  a   b   i   l   i   t  y

    M27035A_30_250Hz_mc

    M27035A_75_250Hz_mc

    M27035A_30_250Hz_lc

    M27035A_75_250Hz_lc

    Fig. 6. The difference in relative permeability due to the different used samplesizes is larger for laser-cut (lc) than for mechanically-cut (mc) samples at smallmagnetic field strengths.

    V. REVIEW: IDENTIFICATION OF L OS S C URVES FOR

    NON-D EGRADED AND F ULLY D EGRADED M ATERIAL

     A. Loss model

    The loss model used in this identification procedure is

    described by

     ploss = |c1|B + c2B2 ,   (2)

    with ploss  the loss density and  c1  and c2   the parameters which

    need to be identified by regression. The expression is quitesimple but approximates the loss density very accurately.

     B. Basic identification procedure

    The identification of the loss curves for the non-degraded

    and degraded material requires several steps and depends on

    the previously obtained   BH -curves,   Bnd(H ), and   Bdg(H ).With this procedure, including both the loss model and the

    measurement data, the parameters for the loss model for

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    the degraded and the non-degraded material zones can be

    determined.

    Fig. 7. Identifying the non-degraded and degraded loss curves from the losscurves of small and wide samples [6].

    The identification procedure is reviewed from [6]:

    1) Choose a set of sampling points for the magnetic field

    strength  H sample.2) Evaluate the (H, B∗nd)- and  (H, B

    dg)  curves.

    3) Calculate the corresponding averaged magnetic flux den-sities,  B∗1   and  B∗

    2 , in both samples, using eq. (1).

    4) Evaluate the measured loss curves for B∗1   and B∗

    2 , leading

    to  p1   and  p2.5) Evaluate the loss model for a set of model parameters

    and for the points  B∗nd   and  B∗

    dg.

    6) Calculate the corresponding averaged loss densities   p∗1and  p∗2   in both samples, using:

      1− γ 1   γ 11− γ 2   γ 2

      pnd pdg

     =

      p∗1 p∗2

    .   (3)

    7) Compare p∗1   and  p∗

    2   with  p1   and  p2.

    Steps 1 to 4 are carried out in advance. Steps 5 to 6 are

    implemented in a procedure which is given as an input toan optimization routine minimizing the error in step 7.

    VI. RESULTS

    The loss identification procedure is applied to the measure-

    ment results for ‘wide’ and ‘small’ samples of all investigated

    material samples. The modeled curves approximate the mea-

    sured ones sufficiently well (as illustrated in Fig. 8).

    The resulting loss densities for the same magnetic flux

    density are ordered as   pnd   < p1   < p2   < pdg   (Fig. 9). Thisapplies to all investigated samples.

    VII. APPLYING THE I DENTIFIED C URVES TO A

    LASER-C UT  S TATOR G EOMETRY

     A. Stator measurement setup

    The laminations of the investigated stator stack are derived

    from the same MC as the investigated Epstein samples and

    have been cut by the same laser cutting method. This has been

    done to avoid possible additional deviations due to different

    production batches.

    0 0.5 1 1.50

    5

    10

    15

    20

    25

    30

    35

    40

    45

    50

    Magnetic flux density (T)

       L  o  s  s   d  e  n  s   i   t  y   (   W   /   k  g   )

    sample 1: measurement

    sample 1: approximation

    sample 2: measurement

    sample 2: approximation

    Fig. 8. Measured and identified loss curves for laser-cut samples, M400-50Aat  250Hz supply frequency.

    0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.80

    10

    20

    30

    40

    50

    60

    70

    80

    Magnetic flux density (T)

       L  o  s  s   d  e  n  s   i   t  y   (   W   /   k  g   )

    sample 1

    sample 2

    nondegraded

    degraded

    Fig. 9. Measured and computed loss curves for laser-cut samples, M400-50Aat  250Hz supply frequency.

    As for the mechanically-cut stator samples in [6], a pri-

    mary and secondary coil are wound around the stator yoke

    (yoke height =   12mm). Hence, the magnetic flux is onlyconsidered in the yoke; and an alternating field, similar to

    the Epstein samples, can be assumed. Similar to the Epstein

    frame measurements (see Section II), the form factor of the

    secondary voltage is controlled to be in the range  1.111±1%.Additionally, the same power amplifier and power analyzer as

    for the Epstein frame measurements are used (see Section II).

    The lamination stacks are demagnetized before any readings

    are taken.

     B. Simulation

    The obtained   BH -curves for the fully degraded and non-degraded zones of the Epstein samples are applied to the

    stator geometry implemented in a finite element simulation(FEMM [17] coupled with Matlab [18]), see Fig. 10. The same

    degradation depth,  d, is set at the cut edges as for the Epsteinsamples (see Section III).

    In contrast to the Epstein samples, the stator lamination

    stacks have been pressed (around   4MPa) and glued. Thisinfluence of pressing and gluing is added to the computed

    values, so that the computed and measured loss data are

    comparable. The increase of specific losses due to the pressing

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    Fig. 10. Application of computed magnetic characteristics to arbitrarygeometries.

    and gluing is in the range of experimentally determined values

    that have been presented in the literature which consider the

    pressing of steel sheets into the thickness direction and is based

    on [19]. A more detailed explanation of this has been given

    in [6].

    C. Results

    Selected computed and measured results of the investigated

    stator samples are presented in Figs. 11-13. In all cases, the

    measured and computed specific losses of the investigatedstator lamination stacks are in good agreement, for different

    materials as well as different frequencies. Thus, the proposed

    identification procedure for laser-cut laminations can also

    serve as a good tool in the design process of electrical

    machines to obtain more accurate data of changed magnetic

    characteristics of electric steel sheets due to cutting.

    VIII. SUMMARY

    A method which considers the influence of cutting that

    had been proposed for mechanically-cut samples [6] has also

    been applied to laser-cut samples. This method is verified

    by measurements on several stator lamination stacks withdifferent materials and at different frequencies. The computed

    specific losses for the stator lamination stacks correspond

    with the measured ones. This method has been validated for

    frequencies up to  500Hz.

    0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.60

    10

    20

    30

    40

    50

    60

    70

    80

    90

    Magnetic flux density (T)

       P  o  w  e  r   l  o  s  s   d  e  n  s   i   t  y   (   W   /   k  g   )

    measured

    computed excl. pressing

    computed incl. pressing

    Fig. 11. Measured and computed loss curves of the investigated statorlamination stack at  50Hz, material M270-35A.

    0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.80

    10

    20

    30

    40

    50

    60

    Magnetic flux density (T)

       P  o  w  e  r   l  o  s  s   d  e  n  s

       i   t  y   (   W   /   k  g   )

    measured

    computed excl. pressing

    computed incl. pressing

    Fig. 12. Measured and computed loss curves of the investigated statorlamination stack at  250Hz, material M400-50A.

    0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.80

    1

    2

    3

    4

    5

    6

    7

    8

    Magnetic flux density (T)

       P  o  w  e  r   l  o  s  s   d  e  n  s   i   t  y   (   W   /   k  g   )

    measured

    computed excl. pressing

    computed incl. pressing

    Fig. 13. Measured and computed loss curves of the investigated statorlamination stack at  50Hz, material M800-65A.

    ACKNOWLEDGEMENT

    The authors would like to thank Dr. M. Braun of Dr.-Ing.

    Ernst Braun GmbH and Mr. A. Peter of Kienle & Spiess

    GmbH for making the measurement equipment and material

    samples available.

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    APPENDIX A

    Generalizations implemented in the basic identification pro-

    cedure, reviewed from [6]:

    1)   Interpolation and sampling.  For the identification proce-

    dure there is the need to obtain matching values for  H 1

    and   H 2. This is achieved by interpolating the samplingpoints. As shown in [6], cubic splines provide the best re-

    sults with regard to accuracy respecting all magnetization

    curve characteristics. This is in contrast to other well-

    known fitting functions as e.g., the Brauer curve [20],

    the Bertotti curve [21] or the Langevin curve [22]. The

    sampling points for the magnetic field strength   H   aretaken from the measurements of the first sample.

    2)   Rayleigh region.  The measurements for small fields may

    lack accuracy. As a consequence, the Rayleigh effect is

    only marginally represented in the measurement curves.

    Under these circumstances, eq. (1) may lead to invalid

    results, e.g.,   Bdg   may become negative. Two remedies

    were already shown in [6].Note, even when the   (H 1, B1)-curves and   (H 2, B2)-curves are “cleaned” to correctly represent the Rayleigh

    region, this quality is not carried over by the identification

    procedure represented by eq. (1) to the   (H, Bnd)- and(H, Bdg)-curves. There, the clean-up procedure shouldbe repeated. In fact, it makes more sense to align the

    Rayleigh region for the  (H, Bnd)- and   (H, Bdg)-curves,because these are assumed to correspond to individual

    materials, whereas the   (H, B1)- and   (H, B2)-curves areparticularly averaged material properties.

    3)  Full-saturation region. It is necessary to clearly define the

    extrapolation of the  BH -characteristics for large fields.

    •   Extrapolating from the last measurement point witha differential permeability,   µ0, is based on physicalunderstanding, but may introduce a discontinuity in

    the differential permeability which may hamper the

    convergence of the Newton method applied later on.

    As long as the (H 1, B1)-curve lies above the (H 2, B2)-curve, this procedure guarantees consistent results for

    (H, Bnd)  and  (H, Bdg).•   Another technique extends the   BH -curves according

    to the slope determined by the two last measurement

    points. This approach may be inappropriate when the

    small variations of the magnetic flux density are not

    sufficiently resolved by the measurements. Moreover,

    it should be verified that the final slope for   (H 1, B1)is larger or equal to that of  (H 2, B2).

    REFERENCES

    [1] IEC 60404-4,   Magnetic materials - Part 2: Methods of measurements of the magnetic properties of electrical steel sheet and strip by means of an

     Epstein frame, 2008.[2] W.M. Arshad, T. Ryckebusch, F. Magnussen, H. Lendenmann, B. Eriks-

    son, J. Soulard, B. Malmros, “Incorporating lamination processing andcomponent manufacturing in electrical machine design tools,”  Industry Applications Conference, 42nd Meeting, pp. 94-102, 2007.

    [3] G. Mueller, K. Vogt, B. Ponick, “Verluste,” in  Berechnung elektrischer  Maschinen, Weinheim, Germany, Wiley-VCH Verlag GmbH & Co.

    KGaA, 2008.[4] M. Oka, M. Kawano, K. Shimada, K. Takayuki, M. Enokizono, “Evalua-

    tion of the magnetic properties of the rotating machines for the buildingfactor clarification,”  Przeglad Elektrotechniczny, 87(9b), 43-46, 2011.

    [5] T. Nakata, “Numerical analysis of flux and loss distributions in electricalmachinery,”   Magnetics, IEEE Transactions on, 20(5), pp. 1750-1755,1984.

    [6] M. Bali, H. De Gersem, A. Muetze, “Epstein Frame Measurement BasedDetermination of Original Non-Degraded and Fully Degraded MagneticProperties of Material Submitted to Mechanical Cutting,”   Electric Ma-chines Drives Conference (IEMDC), 2015 IEEE International , pp. 1184-1189, 2015.

    [7] M. Bali, H. De Gersem, A. Muetze, “Finite-Element Modeling of Magnetic Material Degradation Due to Punching,”   IEEE Transactionson Magnetics, 50(2), pp. 745-748, 2014.

    [8] Z. Gmyrek, A. Cavagnino, “Analytical method for determining thedamaged area width in magnetic materials due to punching process,”

     IECON 2011 - 37th Annual Conference on IEEE Industrial ElectronicsSociety, pp. 1764-1769, 2011.[9] Z. Gmyrek, A. Cavagnino, L. Ferraris “Estimation of the magnetic

    properties of the damaged area resulting from the punching process: Ex-perimental research and FEM modeling,”  IEEE Transactions on Industry Applications, 49(5), 2069-2077, 2013.

    [10] IEC 60404-4, Magnetic materials - Methods of measurements of mag-netic properties of magnetic steel sheet and strip at medium frequencies,1997.

    [11] A.J. Clerc, A. Muetze, “Measurement of stator core magnetic degrada-tion during the manufacturing process,”   IEEE Transactions on Industry Applications  48(4), 2012.

    [12] R. Siebert, J. Schneider, E. Beyer “Laser cutting and mechanical cuttingof electrical steels and its effect on the magnetic properties,”   IEEE Transactions on Magnetics   50(4), pp.1-4, 2014.

    [13] W. Wilczynski, A. Skopec, B. Szubzda, S. Talik, W. Lipiec “Aspects of the punching and laser cutting effect on the power losses and magneticflux density distribution in electrical steel,”  Stahleisen, 499-503, 2004.

    [14] P. Baudouin, “Effect of laser and mechanical cutting on the magneticproperties of non-oriented electrical steels,”   Ph.D. thesis, UniversiteitGent, 2002.

    [15] E. A. Abdul-Zade, A. Kh. Gasanov, R.M. Talybov “Influence of lasercutting on the electromagnetic characteristics of electrical steels,”  Elek-trotekhnika, 59(6), 59-60, 1988.

    [16] M. Bali, A. Muetze, “Influences of CO2 and FKL-laser cutting as wellas mechanical cutting on the magnetic properties of electric steel sheetsdetermined by Epstein frame and stator lamination stack measurements,” Energy Conversion Congress and Exposition (ECCE), 2014 IEEE , pp.1443-1450, 2014.

    [17] “Finite Element Method Magnetics (FEMM),” [Online]. Available:http://www.femm.info , accessed on 2015-03-19.

    [18] “Matlab,” Available: http://mathworks.com/products/matlab/, accessedon 2015-03-19.

    [19] D. Miyagi, Y. Aoki, M. Nakano, N. Takahasi, “Effect of compressivestress in thickness direction on iron losses of nonoriented electrical steel

    sheet,”   IEEE Transactions on Magnetics, 46(6), pp. 2040-2043, 2010.[20] J.R. Brauer, “Simple equations for the magnetization and reluctivity

    curves of steel,”   IEEE Transactions on Magnetics, 11(1), p. 81, 1975.[21] P. Nakmahachalasint, K. D. T. Ngo, L. Vu-Quoc, “A static hysteresis

    model for power ferrites,” IEEE Transactions on Power Electronics, 17(4),p. 453-460, 2002.

    [22] R.M. Bozorth, “Ferromagnetism”   Wiley [u. a.], Hoboken, NJ [u. a.],”2003.

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