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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Generalization of Experimental Information and Identification of Patterns in the Behavior of Metals and Alloys under Fatigue Loading Based on the Mapping of Fatigue Curves into Reduced Spaces</article-title>
      </title-group>
      <contrib-group>
        <aff id="aff0">
          <label>0</label>
          <institution>Nizhny Novgorod State Technical University n.a. R.E. Alekseev</institution>
          ,
          <addr-line>Nizhny Novgorod</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>V.V. Andreev</institution>
        </aff>
      </contrib-group>
      <abstract>
        <p>The paper presents a characteristic of a fairly large sample of data on the fatigue of metals and alloys, including the coordinates of the fatigue limit and a description of the conditions under which these results were obtained. Using the reduction procedure allows us to obtain a generalized dependence of the reduced parameters of fatigue resistance, on the basis of which it is possible to develop forecasting methods. Extension of the reduction procedure to limited endurance limits allows one to obtain a generalized surface of the presented indicators of fatigue resistance and to increase the reliability of the forecasts made of indicators of fatigue resistance.</p>
      </abstract>
      <kwd-group>
        <kwd>metals</kwd>
        <kwd>fatigue metal</kwd>
        <kwd>endurance limit</kwd>
        <kwd>given indicators</kwd>
        <kwd>reduced dependence</kwd>
        <kwd>generalized surface</kwd>
        <kwd>forecasting</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>Designing structures, making the right choice of
manufacturing and processing methods, ensuring the safe
operation of technical devices, extending the life of a device, or
making a conclusion about the need for decommissioning —
when solving all these problems, it is necessary to assess the state
of the structural material. The condition of the structural material
is determined by its strength indicators, its ability to withstand
external loads. In this case, the main type of structural material
failure is fatigue. The experimental determination of fatigue
resistance indicators is a lengthy and expensive procedure. The
desire to reduce the costs of design and production inevitably
leads to the need to predict the properties of metals and alloys
based on previously obtained experimental data, combining them
as part of some integral models for describing the properties of
structural materials under unsteady loading.</p>
      <p>Despite its high cost, the numerous data on fatigue of metals
and alloys obtained by different authors represent a poorly
structured, multidimensional array of information. The study of
such data, for the purpose of generalization, is difficult. Quite
often it is impossible to combine and jointly review the results of
individual studies. A large amount of data remains unknown to a
specific specialist, and it is often impossible to use this
information effectively due to the publication of limited
information. Quite often, there remains only the possibility of an
almost intuitive assessment of the influence of a particular factor
from the totality of acting factors that only an expert can fulfill.</p>
      <p>Most of the empirical dependencies proposed in the
literature, which relate the values of the sought-for indicators of
metal fatigue resistance to various calculated or experimentally
obtained parameters, have a limited range of definitions and are
difficult to reconcile when trying to jointly account within a
single information system.</p>
      <p>Thus, the need to develop a procedure for converting
experimental data on the fatigue of metals and alloys, which
allows combining available poorly structured, heterogeneous
information, is obvious. It is necessary, using the analysis of
accumulated experimental data and existing methods of limited
generalization of information for individual groups of metals and
alloys within separate sets of factors, to try to develop a universal
system for generalizing information on the fatigue of metal
materials and to synthesize a model that describes the behavior
of metals and alloys under cyclic loading as a single class
construction materials.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Materials and method</title>
      <p>There are various forms of graphical representation of
experimental metal fatigue data. The most convenient option is
the representation of the fatigue curve in a system of logarithmic
coordinates. In this case (under certain experimental conditions),
the multi-cycle region and the endurance region are represented
by two segments of straight lines intersecting at the fracture
point. The angle of inclination of the fatigue curve to the axis of
the number of loading cycles is the so-called structurally
sensitive parameter, an indicator of the intensity of damage
accumulation processes in a structural material under cyclic
loading. In fig. 1 is a schematic representation of a multi-cycle
region of a fatigue curve in a logarithmic coordinate system.</p>
      <p>The special nature and causes of the appearance of a fatigue
curve fracture in a logarithmic coordinate system provide an
opportunity for the implementation of various forecasting
methods. From the point of view of stability theory, the inflection
point on the fatigue curve is a bifurcation point, the appearance
of which indicates a fundamentally different behavior of the
structural material in the right horizontal section, compared with
the left section of the fatigue curve that is steeply inclined to the
axis of the number of loading cycles.</p>
      <p>Fig. 1. Schematic representation of the multi-cycle region
of the fatigue curve in a logarithmic coordinate system: P
fatigue limit (point of fracture of the fatigue curve); N - is the
number of loading cycles;  R is the stress (MPa) corresponding
to the endurance limit;  G is the abscissa of the point of fracture
of the fatigue curve (the number of loading cycles
corresponding to the transition of the fatigue curve to a
horizontal section);  w is a structurally sensitive parameter of
metal fatigue resistance;  ∗,  ∗ are conditional, physically
unrealizable values of stress and durability at which a
straightened fatigue curve intersects the coordinate axes, 1 and
2 are experimental points corresponding to the destruction of
the objects under study after a certain number of loading
cycles  1 and  2 at given stressed levels  1,  2; lg =   ∗ −
 (  )  equation of the left branch of the fatigue curve.</p>
      <p>For joint consideration, more than 1000 fatigue curves of
metals and alloys were selected during the construction of which
the endurance limits were experimentally determined. These
endurance limits (the intersection points of the left and right
sections of the fatigue curve in the multi-cycle region) are
presented in fig. 2. Table 1 shows the results of the
systematization of the selected experimental data. This
systematization made it possible to determine the “dimension” of
the feature space characterizing the data selected for analysis.
These signs are a description of the factors (conditions) under
which periodic loading of laboratory samples and field parts was
carried out.</p>
      <p>Fig. 2. The position of the fracture points of the metal
fatigue curves in the multi-cycle region considered in the study
( R is the stress, MPa;  G is the number of loading cycles)
10.</p>
      <p>Name of factor</p>
      <p>A known problem arises when it is necessary to compare two
different fatigue curves. Taking into account only the strength
characteristics (for example, the endurance limit value or the
values of the limited endurance limit) or the durability
characteristics (for example, comparing the abscissa of the
inflection points of two fatigue curves) or even comparing the
values of structurally sensitive parameters (the slope angles of
the compared fatigue curves) does not allow get an unambiguous
answer about the advantage of one or another of the considered
options for the location of the fatigue curve. Some complex
indicators of fatigue resistance are needed, which would take into
account indicators of both strength and durability, and the
stability of the structure under cyclic loading.</p>
    </sec>
    <sec id="sec-3">
      <title>3. Literature review</title>
      <p>
        A huge number of scientific papers have been devoted to the
study of the phenomenon of fatigue both in our country and
abroad. Since the moment of the “conscious” study of the
phenomenon of fatigue, which is associated with the studies of
the German engineer Weller (1858), over 30,000 scientific
papers have been published on this problem. Among the
scientists who made a significant contribution to the study of the
phenomenon of fatigue, I.A. Odinga, V.T. Troshchenko, V.S.
Ivanov, V.P. Kogaev, V.M. Grebennik, I.V. Kudryavtseva, V.F.
Terentyeva L.M. Akimova, N.V. Oleinika, Griffith A.A.,
Orowan E., Coffin L.F., Mott N.F., Cottrel A.H., Yokobori T.
and others [
        <xref ref-type="bibr" rid="ref1 ref2 ref3 ref4 ref7 ref8 ref9">3-5, 7-10</xref>
        ]. The development of methods for
accelerated determination of fatigue resistance indicators was the
subject of research by Stepnova M.N., Troshchenko V.T.,
Evstratova S.P., Panteleeva V.N., Goltseva D.I., Ivanova V.S.
and Gordienko L.K., Yatskevich S.I., Muratova L.V. [
        <xref ref-type="bibr" rid="ref10">6</xref>
        ] I.A. was
engaged in a quantitative analysis of the influence of various
factors on indicators of fatigue resistance and the development of
a system for accounting for their joint action. Oding, N.I.
Kononchuk, L.M. Akimov, D.I. Shetulov, V.P. Kogaev and
others [
        <xref ref-type="bibr" rid="ref1 ref10 ref5">1, 6, 7</xref>
        ].
      </p>
      <p>Long-term studies of the phenomenon of fatigue made it
possible to accumulate significant amounts of information on the
experimental evaluation of the results of periodic effects of
various kinds on structural material, however, as noted in the
literature, researchers have not brought to the final solution to the
problem of accurately predicting the results of fracture processes
in structural materials when this kind of operational impact.
There is no complete understanding of the physical nature of
fatigue; there is no way to accurately determine the time of onset
of failure. It is customary to talk about established patterns or
hypotheses of fatigue failure, implemented using various, for
example, energy, dislocation, statistical, or other scientific
theories to explain the processes of material failure under cyclic
loading.</p>
      <p>The variety of accumulated experimental data confirms the
complexity of the behavior of metals and alloys during fatigue,
does not allow us to unequivocally accept, as the only one that
corresponds to the observed results, none of these hypotheses.</p>
      <p>
        At the same time, starting from the 70s of the last century,
among scientists (see, for example, the works of Ivanova V.S.
and Terentyev V.F. [
        <xref ref-type="bibr" rid="ref1">7</xref>
        ]), the belief that further practically useful
results in this field spread possible only on the basis of
interdisciplinary research, including with the involvement of the
methodology of synergetics, information processing theory and
system analysis [
        <xref ref-type="bibr" rid="ref3">9</xref>
        ]. The basis for such conclusions was the work
of Prigozhin I., Stengers I., Haken G., Stanley H., Klein U.,
which made it possible to justify the consideration of metal as a
complex dynamic system located at the time of destruction far
from the equilibrium state and to apply the methodology for
analyzing the stability of dynamic systems , the theory of
catastrophes, to more thoroughly study the jump-like transitions
of systems from one state to another (bifurcation points).
      </p>
      <p>Despite its objectively high cost, the numerous data obtained
by various authors on the fatigue of metals and alloys are a poorly
structured, multidimensional array of information, the study of
which, and the development of any recommendations based on
it, are difficult. The substantial part of the results of fatigue tests
is often due to the narrow tasks of a specific study. This leads to
the impossibility of combining and jointly considering the results
of individual studies, and obtaining, on the basis of their analysis,
practically useful generalized information. A large amount of
data remains unknown to a specific specialist, and it is often
impossible to use this information effectively due to the
publication of limited information. Quite often, there remains
only the possibility of an almost intuitive assessment of the
influence of a particular factor from the totality of acting factors
that only an expert expert can perform.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Development the space of reduced parameters</title>
      <p>To obtain preliminary experimental data on the fatigue of
metals and alloys. In order to obtain relative parameters (given
indicators of fatigue resistance), in the coordinates of each point
belonging to the left branch of the stress curve, refer to the
conditional values of the stress and the number of loading cycles
in which the conditionally continued fatigue curve intersects the
coordinate axes:
 reduced = −log(  ⁄ ∗),
 reduced= −log(  ⁄ ∗),
 reduced = −log(
 ),</p>
      <p>The proposed transformation allows you to translate any
fatigue curve from a system of logarithmic coordinates to one
surface in the three-dimensional space of the transformed
coordinates. Moreover, the generatrix of this surface is a curve
of the form  = (log( )) −  , and the guide is parallel to the axis
of the transformed angle of inclination of the fatigue curve.</p>
      <p>A schematic image of the surface under consideration is
presented in fig. 3.</p>
      <p>Nпр
Fig. 3. Schematic representation of the surface within which the
normalized space of fatigue curves is stratified by an
informative parameter</p>
      <p>
        In [
        <xref ref-type="bibr" rid="ref8">4</xref>
        ], on the basis of processing the obtained dependences,
the following approximation expressions for the projections of
the generalized dependence were obtained:
 reduced = −log(  ⁄ ∗),
 reduced = −log(  ⁄ ∗),
 reduced = −log(
 ),
      </p>
      <p>The confidence coefficient for dependencies (4-6) was not
lower than 0.93.</p>
      <p>Given the large number of points (fatigue curves) considered
to obtain these dependences, we can talk about some generalized
dependences of the behavior of a metal structural material under
the action of a cyclic load under different sets of factors.
(1)
(2)
(3)
(4)
(5)
(6)</p>
      <p>Nпр
tgaпр
sпр</p>
      <p>Consideration of all presented in fig. 1 experimental fatigue
curves in the space of reduced coordinates allows you to get the
following picture (fig. 5, 6).</p>
      <p>In other words, we got a new object of study - a transformed
analogue of the studied subject area - an image of fatigue curves
in space of the given indicators of fatigue resistance.</p>
      <p>We repeat that the generalized dependence was obtained
while considering the endurance limits obtained experimentally
on various fatigue curves. Comparing with each other the points
on the fatigue curves, which are the same number of times apart
from the endurance limits, we can obtain dependences similar to
the generalized dependence of the reduced parameters of fatigue
resistance in terms of universality.</p>
      <p>An examination of the family of such curves makes it
possible to obtain a generalized surface of the reduced
parameters of fatigue resistance. The visualization program for
the generalized surface of the reduced parameters allows not only
to study the generalized dependence from different observation
points, but also to accurately position the arbitrary fatigue curve
in the space of reduced coordinates by setting the angle of
inclination of the fatigue curve and the stressed level.</p>
      <p>Expressions were obtained for the projections of the lines
corresponding to the same values of the stressed level (the
difference between the current stressed value and the value of the
physical endurance limit):
 reduced =  ∗</p>
      <p>( ∗ 
 reduced =  ∗ exp( ∗ 
 reduced ),
 reduced),
the coefficients A, B, C and D in which are related to the
coefficient k, which shows how many times the current value of
the endurance limit exceeds the physical endurance limit, in
accordance with the following expressions:
(7)
(8)
(9)
(10)
(11)
(12)
C = 0,4416 ∗ ln( ) + 1,9383 ,
 = −0,0531 ∗ ln( ) + 2,5247,
 = 6,1287 ∗  2 – 5,5584 ∗ k + 5,868 ,
 = −0,7332∗  2 – 0,4453 ∗ k − 1,1474.</p>
      <p>The last two expressions are applicable when 0.3 &lt;= k &lt;=
1.15. If a priori it is assumed that the limited endurance limit
exceeds the physical endurance limit by more than 15%, instead
of calculating the coefficients A and B, you must use the
expression:
 reduced = 2,2499 ∗</p>
      <p>reduced 4 − 10,831 ∗ 
19,903 ∗ 
 reduced 2 − 
 reduced +  ,
 reduced 3 +
(13)
 = 0,0455 ∗  2 − 0,4222∗ k + 7,3732.
(14)</p>
      <p>For the coefficients C and D (in the case of calculating the
dependence for Npr), the calculated expressions do not change
even if the coefficient k falls outside the range indicated above.</p>
      <p>In fig. 7 shows the main elements of the space of reduced
fatigue resistance indices: experimental points corresponding to
the physical endurance limits of fatigue curves obtained
experimentally, a generalized dependence of the reduced fatigue
resistance indices, and a generalized surface of the reduced
fatigue resistance indices whose equal level lines correspond to
the same stressed value, i.e., the same number of times differs
from the value of the physical endurance limit.</p>
      <p>The study of the results of the parallel representation of
fatigue curves in the traditional and reduced coordinate systems
allowed us to confirm the greater convenience of the reduced
coordinate system for quantifying the effect of various factors on
the fatigue resistance parameters. In particular, the dependences
of the parameters of the generalized dependence were obtained
for various combinations of acting factors.</p>
      <p>Using the above indicators of fatigue resistance, it was
possible to develop a method for joint consideration of
experimental data on the fatigue of metals and alloys. As a result
of this, a generalized dependence of the reduced parameters of
fatigue resistance was obtained. The domain of determination of
the obtained generalized dependence and the method for
predicting fatigue resistance indicators based on the use of this
generalized dependence are estimated. The forecasting method is
quite universal, it is applicable to describe the behavior of a wide
range of steel and alloy grades under various combinations of
acting factors. At the same time, this method has a limitation - it
is applicable only under the condition when the existence of a
fracture point (physical endurance limit) is assumed in the
multicycle region of the fatigue curve.
Fig. 9. Elements of the space of reduced coordinates near the
transition to large angles of inclination of the fatigue curve to
the axis of the number of loading cycles. The generalized
dependence of the reduced parameters of fatigue resistance is
represented by a consecutive series of points. Added lines of
equal voltage level (make up a system of isolines uniform with
the generalized dependence) and grid lines of the generalized
surface corresponding to equal values of the reduced angle of
inclination of fatigue curves (for the presented case, the step of
changing the reduced angle of inclination when constructing the
generalized surface is 0.2; when constructing the generalized
dependence, the step less; the ratio of stress to the endurance
limit varies from 0.3 to 1.3 in increments of 0.1. The
generalized relationship corresponds to a ratio of 1).</p>
      <p>Comparison with each other of points of different fatigue
curves that differ from endurance limits by the same number of
times made it possible to construct a generalized surface of the
reduced parameters of fatigue resistance. Using the generalized
surface of the given parameters of fatigue resistance made it
possible to compare and generalize, within the framework of a
single, practically functional dependence, the data on fatigue
tests of metals and alloys in the case when the tests were carried
out at a base less than the abscissa of the inflection point of the
fatigue curve.</p>
    </sec>
    <sec id="sec-5">
      <title>6. Gratitudes</title>
    </sec>
    <sec id="sec-6">
      <title>7. References</title>
      <p>The work was supported by RFBR, Grant № 19-07-00455.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [7]
          <string-name>
            <surname>Terentyev</surname>
            <given-names>V.F.</given-names>
          </string-name>
          <article-title>Fatigue of metallic materials</article-title>
          . -M .:
          <string-name>
            <surname>Nauka</surname>
          </string-name>
          ,
          <year>2003</year>
          . -- 248 p.
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [8]
          <string-name>
            <surname>Terentyev</surname>
            <given-names>V.F.</given-names>
          </string-name>
          <article-title>Fatigue strength of metals and alloys</article-title>
          . M .:
          <string-name>
            <given-names>Intermet</given-names>
            <surname>Engineering</surname>
          </string-name>
          .
          <article-title>-</article-title>
          <year>2002</year>
          . - 287 p.
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [9]
          <string-name>
            <surname>Troshchenko</surname>
            <given-names>V.T.</given-names>
          </string-name>
          <article-title>Deformation and fracture of metals under multi-cycle loading</article-title>
          . - Kiev: Science. Dumka,
          <year>1981</year>
          .- 343 p.
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [10]
          <string-name>
            <surname>Troshchenko</surname>
            <given-names>V.T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sosnovsky</surname>
            <given-names>L.A.</given-names>
          </string-name>
          <article-title>Fatigue resistance of metals and alloys</article-title>
          . - Kiev: Science. Dumka,
          <year>1987</year>
          .- 1303 p.
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [1]
          <string-name>
            <surname>Andreev</surname>
            <given-names>V.V.</given-names>
          </string-name>
          <article-title>The endurance limit of metals on the generalized dependence of the given parameters of fatigue resistance</article-title>
          .- N.Novgorod: Nizhny Novgorod. Univ.,
          <year>2003</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [2]
          <string-name>
            <surname>Andreeva</surname>
            <given-names>O.V.</given-names>
          </string-name>
          <article-title>Model and algorithms for assessing the damage to the surface microstructure of metals and alloys from images / Monograph</article-title>
          . NSTU named after R.E. Alekseeva,
          <string-name>
            <given-names>N.</given-names>
            <surname>Novgorod</surname>
          </string-name>
          ,
          <year>2018</year>
          , 5 ps.
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [3]
          <string-name>
            <surname>Ekobori</surname>
            <given-names>T. Physics</given-names>
          </string-name>
          <article-title>and mechanics of fracture and solid strength</article-title>
          . M.:
          <string-name>
            <surname>Metallurgy</surname>
          </string-name>
          ,
          <year>1971</year>
          . - 264 p.
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [4]
          <string-name>
            <surname>Ivanova</surname>
            <given-names>V.S.</given-names>
          </string-name>
          <article-title>Fatigue failure of metals</article-title>
          . - M.
          <year>Metallurgizdat</year>
          ,
          <year>1963</year>
          .- 272 p.
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [5]
          <string-name>
            <surname>Kogaev</surname>
            <given-names>V.P.</given-names>
          </string-name>
          <article-title>Some questions of the fatigue strength of steel</article-title>
          .-M .:,
          <year>1953</year>
          .- P.
          <fpage>126</fpage>
          -
          <lpage>132</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [6]
          <string-name>
            <surname>Oleinik</surname>
            <given-names>N.V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sklyar</surname>
            <given-names>S.P.</given-names>
          </string-name>
          <article-title>Accelerated fatigue tests</article-title>
          . - Kiev: Science. Dumka,
          <year>1985</year>
          .- 304 p.
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>