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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Development and Software Implementation of the Hot Blast Stove Computer Model</article-title>
      </title-group>
      <contrib-group>
        <aff id="aff0">
          <label>0</label>
          <institution>Pryazovskyi State Technical University</institution>
          ,
          <addr-line>str. Universytets'ka 7, Mariupol, 87555</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2075</year>
      </pub-date>
      <fpage>0000</fpage>
      <lpage>0003</lpage>
      <abstract>
        <p>Based on the evaluation of the existing methods of regenerative heat exchangers modeling, and, in particular, hot blast stoves of blast furnaces, an algorithm for calculating of heat exchange in full cycle “on-gas” and “on-blast” was proposed and implemented as a computer application. The computer model includes adjustment coefficients, the values of which were determined based on the database of technological parameters of an actual hot blast stove block. The modeling results correspond to the actual mill data, it showing the adequacy of the developed model. The computer application will be implemented in the automatic control systems of a hot blast stoves block.</p>
      </abstract>
      <kwd-group>
        <kwd>model</kwd>
        <kwd>computer application</kwd>
        <kwd>regenerator</kwd>
        <kwd>hot blast stove</kwd>
        <kwd>HBS</kwd>
        <kwd>checkerwork</kwd>
        <kwd>heat exchange</kwd>
        <kwd>flow-chart</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>1. To study the current state of the simulation of the regenerative heat exchange.
2. To develop a mathematical model of the HBS operation in the “on-gas” and
“onblast” periods.
3. To develop an algorithm for the implementation of the above model.
4. To implement the developed algorithm in the form of a computer application.
5. To evaluate the simulation results by comparing them with the actual mill data.</p>
    </sec>
    <sec id="sec-2">
      <title>Formal problem statement</title>
      <p>The HBS checkerwork is a cylinder lined with the chequer bricks in such a way that
vertical channels are formed along its height. The checkerwork accumulates the heat
during the operation of HBS in the on-blast period. Hot flue gases produced by
combustion of blast furnace gas (hereinafter referred as BFG) in the combustion chamber
at temperature tg  f   enter the checkerwork from the top and descend down
through the channels, yielding the heat to the checkerwork, and then enter the flue gas
collector. The duration of the checkerwork heating depends on the initial temperature
distribution in the checkerwork ts  f y , the material of the checkerwork and the
parameters of the exchange gas (Fig. 1, a). The on-gas period continues until the flue
gases temperature at the outlet of the checkerwork reaches the maximum possible
temperature, usually 300 ÷ 400 C , which is due to HBS design features.</p>
      <p>The accumulated checkerwork heat Qcah is used to heat the blast air. The
pressurized blast air at temperature tb enters the checkerwork from the bottom and passing
its channels heats up to the required temperature (Fig. 1, b). The on-blast period lasts
until the temperature of the blast air at the checkerwork outlet reaches a set-point
temperature t bsp .</p>
      <p>
        Up to now the methods for the mathematical description of gas dynamics and
convective heat exchange have been developed in sufficient detail [
        <xref ref-type="bibr" rid="ref1 ref2 ref3">1 - 3</xref>
        ]. While
investigating this problem the authors of the research paid attention to description of these
processes in a granular bed. When describing the granular bed the actual structure is
replaced with an ideal structure, which is a set of cylindrical vertical channels parallel
to each other [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], similar to the checkerwork consisting of shaped elements. Therefore
the mathematical methods used for the granular beds can also be fully used for the
checkerwork [
        <xref ref-type="bibr" rid="ref2 ref4">2, 4</xref>
        ].
      </p>
      <p>Now, let us consider the heat exchange in a fixed granular bed. The gas passes in
time d at the velocity of open flow uo through the element of the layer dy at a
distance у from the delivery point of the gas to the layer with the porosity  and a
cross section of 1 m 2 . In this case 1 m3 of the layer accounts for layer porosity 
m3 of gas, and the percentage of particles - 1  m 3 (Fig. 2).</p>
      <p>To describe the heat exchange by simple dependencies, we take a number of
assumptions:
─ the layer of particles is homogeneous in its fractional composition, and the
thermophysical parameters of the bed and the gas are constant and acquire their average
values within the range of operational temperatures, besides, the heat transfer in the
gas and in the bed from particle to particle due to thermal conductivity is
nonexistent;
─ the heat flow from the gas to the bed at any point is determined by Newton's law,
and the heat exchange coefficient from the gas to the bed is the same along the
entire height and section of the bed;
─ gas flow rate in time is the same and equally distributed over the cross section of
the bed.</p>
      <p>In this case the change in gas enthalpy in the elementary layer is determined as
follows:
d 2Q  cg g  dtg dyd  cg  g  tg  uо tyg dyd ,
d  
(1)
where сg  heat capacity, J kgK ;  g  gas density, kg m 3 .</p>
      <p>The amount of heat that the gas gives to the bed when goes through it
d 2Q  V tg  ts dyd ,
(2)
(3)
where  V  volumetric heat transfer coefficient, W m3K .</p>
      <p>Considering the heat exchange from the bed material side and bearing in mind that
the material will be changed in the elementary layer in time only, given that the
material is fixed, we can write:
 V tg  ts   С  ts ,
s s 
where Сs  solid specific heat capacity, J kgK ; s  solid density, kg m3 .</p>
      <p>Let us consider and evaluate different approaches to the description of the heat
exchange in regenerative heat exchangers.
3</p>
    </sec>
    <sec id="sec-3">
      <title>Literature review</title>
      <p>The study of heat exchange in the checkerwork of a regenerative heat exchanger
(hereinafter referred to as a regenerator) developed in parallel with the theory of heat
exchange in a fixed bed.</p>
      <p>Customary mathematical modeling of heat exchange in the bed is based on several
approaches: a model of an equivalent recuperator; temperatures of the gases and the
material are essentially the same; temperatures of the gases and the bed material are
essentially different.</p>
      <p>The first approach at the present stage is not relevant, since it does not reflect the
principles of regenerative heat exchange. The second approach is not widespread.</p>
      <p>
        The third approach assumes that the heat exchange in the regenerator checkerwork
is characterized by the fact that the temperatures of the gases and the bed material
differ significantly. Based on the principle, various authors developed a direction in
calculating temperature fields in the bed and checkerworks, based on the assumption
that the longitudinal thermal conductivity in the bed was non-existent. In this case the
equation system describing the heat exchange consists of separate heat exchange
equations for the gas and the bed material. These equations were analyzed analytically
by T. Schumann [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], H. Hausen [
        <xref ref-type="bibr" rid="ref1 ref6">1, 6</xref>
        ], A. Willmott [
        <xref ref-type="bibr" rid="ref7 ref8">7, 8</xref>
        ], etc.
      </p>
      <p>
        T. Schumann [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] considered the problem of the heat exchange between a liquid and
a porous cylinder, while the cylinder material temperature at the start of the heat
exchange was uniform (equal along the layer), the gas was supplied at constant
temperature and flow. Moreover, the author made a number of other assumptions. The
problem does not fully describe the regenerative heat exchange in the regenerator
checkerwork. In [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ], the solution of T. Schumann's problem was obtained by applying
numerical methods, it was used as a model to study the effect of the exchange gas
pressure on the intensification of the heating of the regenerator checkerwork.
      </p>
      <p>
        H. Hausen [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ] developed a method for the approximate calculation of temperature
fields in a checkerwork at the end of heating (cooling) for a set-point initial
temperature distribution, based on the linearity of differential equations. The initial
temperature field is approximated at that with a stepped line, in such a way, that the
temperature in each individual section is assumed to be constant.
      </p>
      <p>
        The method proposed by A. Willmott [
        <xref ref-type="bibr" rid="ref7 ref8">7, 8</xref>
        ] happens to be general and can be used
to solve most non-linear problems of calculating the heat exchange in regenerators
with a digital computer. The author complicated his model by introducing a variable
velocity of the gas flow and used the dependence of the thermo-physical parameters
of the gas and the checkerwork material upon temperature.
      </p>
      <p>
        P. Razelos [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] applied the heat exchange coefficient, which includes convective
and radiant components. The developed computer program for calculating heat
exchange in the checkerwork included in the form of tables the thermo-physical
properties of the checkerwork material and gases, that depend on the temperature.
      </p>
      <p>
        The authors K. Muske and F. Minet [
        <xref ref-type="bibr" rid="ref11 ref12">11 - 13</xref>
        ] divided the HBS checkerwork
into several zones corresponding to different checkerwork materials, and the
dependences of the heat capacities and viscosities for each of the gas components
and the material thermal conductivity were used as approximating polynomials of
table values. The disadvantages of the approach include the fact that the gas flow
was considered uniform and the thermal conductivity in the radial direction was
not taken into account. The obtained models identified on the basis of mill data
and were used to optimize the operation of the HBSs block. The work [13]
describes a model that uses for calculations the values of technological parameters
measured with an interval of two minutes.
      </p>
      <p>The author of [14] proposed a three-dimensional mathematical model that can
simulate various complex phenomena such as turbulent mixing of fuel and air,
combustion, convection floatation, thermal radiation, heat exchange between the gas and the
heat-retaining brick.</p>
      <p>To study the operation of new types of dome burners, the authors of [15]
implemented a 3D mathematical model of HBS considering the basic regularities of heat
exchange using the ANSYS Fluent program.</p>
      <p>The authors of [16, 17] developed a finite-difference mathematical model of HBS
based on an approximate thermal balance with regard to the gas flow, convective and
radiant heat exchange. The model allows to take into account the design features and
the technical condition of each of HBS.</p>
      <p>The article by E. Kobysh [18, 19] presents the solution of a system of equations
describing regenerative heat exchange considering the heating of the checkerwork
throughout the thickness of a brick, allowing to solve problems of external and
internal heat exchange.</p>
      <p>For investigation of the heat exchange during the on-gas period from the balls, a
mathematical simulation model was proposed [20] based on the finite difference
method for iteratively solving the heat exchange problem in the checkerwork. In this
case, only the on-gas period is considered.</p>
      <p>Thus, at present, a sufficient number of models of the heat exchange process in
HBSs has been created and implemented. In order to improve the accuracy of
modeling and taking into account the basic regularities, the authors of this research decided
to develop a simulation model based on an analytical solution of the heat exchange
problem in a fixed bed.
4</p>
    </sec>
    <sec id="sec-4">
      <title>Formalization and mathematical representation of the model</title>
      <p>To analyze the operation of the actual HBS during the on-gas – on-blast cycle, it is
necessary to solve the general problem under the following conditions:
─ variable gas temperature at the inlet to the checkerwork;
─ uneven initial temperature distribution of the material of the checkerwork along its
height.</p>
      <p>
        The general problem of the heat exchange in the checkerwork [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] in an analytical
form possesses the following view:
at border-line conditions
ts  tg  ts ,  tg  tg  ts ,
Z Y
tg Y  0  Z  , ts Z  0  f Y  ,
where Z  dimensionless time; Y  dimensionless checkerwork height.
      </p>
      <p>The solution to problem (4) is presented as a combination of two solutions with
different border-line conditions:</p>
      <p>1. Uneven temperature distribution of the checkerwork along its height at a
constant temperature of the exchange gas at the checkerwork inlet:</p>
      <p>tg Y  0  1 , ts Z  0  f Y  .</p>
      <p>2. Uniform temperature distribution of the checkerwork along its height at a
variable in time temperature of the exchange gas at the checkerwork inlet:</p>
      <p>tg Y  0   Z  , ts Z  0  0 .</p>
      <p>
        The solution of the problem under conditions (6) has the following form [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]:
tg  Yн f Y   Yн  Y dY , ts  f Yн  e Z  Yн f Y   Yн  Y dY ,
      </p>
      <p>0 Yн  Y  0 Yн  Y 
where   relative dimensionless gas temperature;   relative dimensionless solid
temperature; Yн  dimensionless checkerwork height at Ho  30 m ;</p>
      <p>Dividing the height of the checkerwork Yн into n sections, assuming the
checkerwork temperature on the section is equal to the average of its height, we replace the
analytical formulas (8) with finite amounts, and get the following expressions:
(4)
(5)
(6)
(7)
(8)
n
tg    fi Yн   Yн  Yi , Z   Yн  Yi 1, Z  ,
i 1</p>
      <p>n
ts  f Yн  e Z    fi Yн   Yн  Yi , Z   YнН  Yi1, Z  .</p>
      <p>i 1</p>
      <p>Taking the initial change in the material temperature of the checkerwork along its
height as linear</p>
      <p>fi  ai  bi  y ,
and inserting (11) into equations (9) and (10), we obtain the following expressions for
determining the temperatures of the gas and the material in the checkerwork at any
time [21]:
(9)
(10)
(11)
(12)
(13)
(14)
(15)
(16)
(17)
and inserting expression (15) into (14) and making mathematical simplifications, we
obtain the solution in numerical form</p>
      <p>m
tg   Z  eY    j Y  Y , Z  Z j  Y , Z  Z j 1 ,</p>
      <p>j 1
m
ts    j Z   Y , Z  Z j  Y , Z   Z j 1 ,</p>
      <p>j 1
where ai , bi  linear equation coefficients; n  the number of iterations affecting the
accuracy.</p>
      <p>
        Similar to the above, the solution to the problem with the border-line conditions (7)
has the form [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]
t g   Z  e Y   Z 
0
Z
 Z   Z  Z
      </p>
      <p>dZ , ts    Z 
Z   Z  0
 Z   Z 
Z   Z 
dZ ,
determining the temperature of the exchange gas for the consecutive time periods
 j   j   j Z ,
n
tg   ai  bi Yн   Yн  Yi , Z   Yн  Yi 1, Z  ,
i 1</p>
      <p>n
ts  f Yн  e Z   ai  bi  Yн   Yн  Yi , Z   Yн  Yi 1, Z  ,</p>
      <p>i 1
where Z – dimensionless time at which the maximum temperature of the exchange
gas is reached;  j ,  j  linear equation coefficients; j  time section number
( j  1, m ); m – the number of time partitions.</p>
      <p>By combining expressions (13), (14) and (18), (19), the authors of this research
obtained a solution to the general problem of the heat exchange in the following form:
n
tg    fi Yн  Yн  Yi , Z  Yн  Yi1, Z  
i 1</p>
      <p>m
 Z  eY    j Y  Y , Z   Z j  Y , Z   Z j 1 
j 1</p>
      <p>n
ts  f YН eZ    fi Yн  Yн  Yi , Z  Yн  Yi 1, Z  </p>
      <p>i 1
m
   j Z  Y , Z  Z j  Y , Z  Z j 1 
j 1
(18)
(19)</p>
      <p>
        In works [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ], nomograms were used to determine the relative temperatures at the
dimensionless layer height and time, which in its turn reduces the accuracy of
calculations and makes it impossible to use a PC. At the same time, the author of [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]
proposed the following analytical expressions for determining relative temperatures:
  eY Z e  2 Y 2
0 k0 k!2
2k
d ,   1 eZ Y e  2 Z 22k
0
k 0
k!2
d .
      </p>
      <p>(20)</p>
      <p>
        After a number of simplifications and integration, solutions (22) and (23) will have
the following form [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]:
  eY  in0 Yi!i 1 eZ k i0 Zk!k   ,   1  eZ  in0 Zi!i 1  eY i Y k   .
 
k 0 k!  
(21)
      </p>
      <p>The solutions obtained by the authors of this research (18) and (19) and
expressions (21) allow further calculations to be made with application of a PC, it improving
the accuracy of the calculations.
5</p>
    </sec>
    <sec id="sec-5">
      <title>Development of the algorithm for program implementation of the model</title>
      <p>Fig. 3. General flow-chart of the algorithm of the program
work state; accuracy of calculations (2.5  5 ºС); flow rate, pressure and chemical
composition of the exchange gas; flow rate, pressure and chemical composition of the
blast air; set-point temperature value of the checkerwork bottom while heating of the
checkerwork (300  400 ºС), at which the on-gas period ends; set-point temperature
value of the blast air at the checkerwork outlet during the heating period of the blast
air (1100  1250 ºС), at which the on-blast period ends.</p>
      <p>In block 2 the mode of operation of HBS stove is set (on-gas or on-blast). The
ongas is automatically set when the program starts.</p>
      <p>In block 3 an endless loop No. 1 starts, it ends when the HBS operation reaches a
quasi-stationary mode  similar on-gas and on-blast periods are repeated three times.</p>
      <p>In block 4 the following parameters of the exchange gas or blast air are calculated
depending on the average temperature and overpressure: average temperature during
on-gas or on-blast; density; mass heat capacity; volumetric heat capacity; kinematic
viscosity; dynamic viscosity; thermal conductivity; velocity actual and reduced to
normal conditions.</p>
      <p>In block 5 the following parameters of material of the checkerwork are calculated
depending on the average temperature: average temperature during the on-gas or
onblast; heat capacity; thermal conductivity.</p>
      <p>In block 6 the parameters of heat exchange are calculated: the criteria of Reynolds,
Peclet, Prandtl, Nusselt, Biot and thermal conductivity coefficient.</p>
      <p>In block 7 heat exchange coefficients relative to volume and surface area are
calculated. Correction for thermal massiveness is introduced [22, 23].</p>
      <p>In block 8 the dimensionless height of the checkerwork is calculated.</p>
      <p>In block 9 the dimensionless heating time of the checkerwork is calculated.</p>
      <p>At the region of the program (blocks Nos. 10–17), a loop No. 2 is performed with
iterations on the checkerwork heating timewise. The loop exit is performed on
reaching the set-point accuracy of the set-point checkerwork bottom temperature value for
the on-gas period or the set-point blast air temperature value at the checkerwork outlet
for the on-blast period.</p>
      <p>At the region of the program (blocks Nos. 11–14) a loop No. 3 is performed with
iterations on the checkerwork heightwise at the current heating time. The loop exit is
performed on reaching the end of the checkerwork.</p>
      <p>In block 12 the calculation of the temperature of the checkerwork and of gas at the
current time of heating according to (18) and (19) are performed. In block 13 the
transition to the next layer of the checkerwork along its height is performed. In block 14
the exit from the loop 3 is performed.</p>
      <p>Block 15 carries out a check: For on-gas period: if the bottom of the checkerwork
temperature has reached the set-point value? For the on-blast period: if the blast air
temperature has reached the set-point value? If it did, then an exit from the loop No. 3
and the transition to block 18 is performed, if NOT - to block 16.</p>
      <p>In block 16 the time step is incremented.</p>
      <p>In block 17 the exit from the loop No. 3 is performed.</p>
      <p>In block 18 the calculation of the heat balance of the heating cycle is performed.</p>
      <p>Block 19 carries out a check: current period – on-gas? If YES – transition to block
20, if NOT - transition to block 21.</p>
      <p>In block 20 the HBS operation mode – on-blast period is set.</p>
      <p>In block 21 the HBS operation mode – on-gas period is set.</p>
      <p>Block 22 carries out a check: if HBS has reached a quasi-stationary mode? If YES
– transition to the end of the program, if NOT - transition to block 3.</p>
      <p>Based on the dependencies (21) and (22) generated by the authors, an application
was developed using MS Visual Studio, the object-oriented programming
environment, the application allows to analyze the operation of HBS in the on-gas – on-blast
cycle. The program runtime varies from 0.2 to 120 s depending on the number of
partitions throughout the checkerwork height and the configuration of PC. Part of the
source data is entered using dialog boxes. The initial data on the initial temperature
distribution throughout the checkerwork height, the intermediate and final results of
the application operation are presented as Excel files with an option to view input and
output data in the form of values and graphs.
6</p>
    </sec>
    <sec id="sec-6">
      <title>The experiment and results</title>
      <p>To determine the model operation adequacy, the parameters of HBSs of the existing
block (hereinafter referred to as НBS1, НBS2, НBS3 and НBS4) were taken:
checkerwork dimensions, checkerwork block parameters, parameters of BFG and air taken
for combustion, as well as graphs of temperature changes of the checkerwork bottom
and the dome of both periods. The study block operated in a sequential mode, and this
mode was maintained by the sequential operation of HBS1 and HBS4, which are in a
good condition, and by the parallel operation of HBS3 and the worn-out HBS2.</p>
      <p>The on-blast period was simulated at the completely closed mixing valve  the hot
blast air temperature was not stabilized before being supplied into the blast furnace.
The exchange gas parameters (density, heat capacity, thermal conductivity, viscosity)
in the model are presented as functions of pressure and temperature in the form of
polynomials obtained from tabular data of reference books [24, 25]. The program
implementing the model was completed when HBS was put into quasi-stationary
mode of operation.</p>
      <p>The authors of this research processed the technological parameters databases for
the HBS block for the 4 months period. Periods that were significantly less or longer
than the average duration of the periods, as well as periods for which the values of the
technological parameters do not correspond to the working range, are excluded from
the processing.</p>
      <p>In order to further study the HBS operating periods, the simulation model was
adjusted with application of tuning coefficients, which allow considering the current
state of HBSs, primarily – of the regenerative checkerwork.</p>
      <p>Fig. 4 shows the graphs of the variation of the dome temperatures (at the left) and
the grid space (at the right) for each HBS of block, operating in the on-blast (a black
line) and on-gas (a gray line) periods, which were obtained using simulation results (a
dashed line) and production data (a continuous line).</p>
      <p>In Fig. 4 lines, corresponding to the operating HBS, are built on the basis of data
processing for more than 350 on-blast – on-gas cycles. The calculated maximum
conthe on-gas and on-blast periods
fidence interval for each value is ± 5 ºС. According to the mill technological
instruction, the maximum measurement error of the technical means complex for measuring
the dome temperature is 12 ºС, and the grid device temperature is 4 ºС. The adequacy
of the model is confirmed by the calculation of the Fisher criterion for each of the
temperatures: the experimental values of the Fisher criterion are less than the
tabulated ones.</p>
      <p>The simulation results correspond to the processed values from the automation
system database. It should be noted that of the flue gases temperature is measured in the
grid device space and, likewise it does not correspond to the gas temperatures in the
checkerwork bottom layer, calculated by the model.</p>
      <p>To assess the correct model functioning, the heat balance (Table 1) was
simultaneously calculated for the on-blast and on-gas periods in accordance with the procedure
[26]. The data (Table 1) indicate that certain balance sheet items represent the
numbers of the same order and differ in the range from 1 to 8%.
Qcah  Qgf  Qge
8
7
1
6
4
4
On-gas period heat balance</p>
      <p>On-blast period
Based on the review of the existing models describing the heat exchange in HBS,
using the dependencies (18, 19) obtained by the authors, a computer model of HBS
heat operation during different operating modes of HBS was proposed and
implemented as a software application.</p>
      <p>The adequacy of the simulation results was confirmed by the actual mill data and
by the results of the model implemented on the basis of the different approach.</p>
      <p>The model will be applied with the objective of increasing the blast air
temperature: to optimize the implementation sheet of the HBS block mode; to study new
types of refractories for the production of checkerworks; to assess the possibility of
using the high-calorific fuel gas; to study new types of checkerworks while designing
HBSs.</p>
      <p>In automation systems, the model will be applied as an informational one, besides:
it can be used to calculate the set-point values of the fuel-air parameters, dome
temperature and to output these values in the control loops; to control the HBS block on
the basis of estimation of the duration of the on-blast and on-gas periods.
13. Minet, F., Heyen, G., et al.: Dynamic data reconciliation of regenerative heat
exchangers coupled to a blast furnace. Computer Aided Chemical
Engineering. Elsevier, vol. 9: pp. 1053-1058 (2001)
doi:10.1016/S15707946(01)80169-3
14. Kimura., Y., Takatani, K., Otsu, N.: Three-dimensional mathematical modeling
and designing of hot stove. ISIJ International 50 (7): pp. 1040–1077 (2010)
doi:10.2355/isijinternational.50.1040
15. Qi, F., Liu, Zh., Yao, Ch., et al.: Numerical Study and Structural Optimization of
a Top Combustion Hot Blast Stove. Advances in Mechanical Engineering. 7(2):
10-19 (2015) doi:10.1155/2014/709675
16. Zetterholm, J., et al.: Model Development of a Blast Furnace Stove. Energy
Procedia. Vol. 75: pp. 1758-1765 (2015)
17. Zetterholm, J., et al.: Dynamic modelling for the hot blast stove. Applied Energy,
185 (2): pp. 2142-2150 (2017) doi:10.1016/j.apenergy.2016.02.128
18. Kobysh, E.I., Simkin, A.I., Kravchenko, V.P.: Heating of the packing in a
blastfurnace air heater with an internal combustion chamber. Steel in Translation. 44
(1): pp. 38-42 (2014) doi:10.3103/S0967091214010094
19. Simkin, A.I., Kobysh, E.I.: Control model of the heating hot blast stove
regenerative chamber based on fuzzy knowledge with training set. Metallurgical and
Mining Industry. 7 (6): pp. 96-101 (2015)
20. Zhang, H., Jiang, Z., Cheng, Z., Gui, W., et al.: Two-Stage control of endpoint
temperature for pebble stove combustion. IEEE Access. Vol. 7: pp. 625-640
(2019) doi:10.1109/ACCESS.2018.2885581
21. Koifman, A.A., Simkin, A.I., Tomash, A.A. Modeling of heating of checkerwork
of hot blast stove operating under pressure [Моделирование нагрева насадки
доменного воздухонагревателя, работающего под давлением] Reporter of
Priazovskyi State Technical University: Collection of scientific papers – Part 2.</p>
      <p>Vol. 19: pp. 203-206 (2009)
22. Solomentsev, S.L.: Rational types of checkerworks and hot blast stoves
[Рациональные типы насадок и доменных воздухонагревателей]. Lipetsk State
Technical University, Lipetsk (2001)
23. Wegman, E.F. (eds): Blast Furnace Production: Reference Edition [Доменное
производство: Справочное издание в 2–х томах]. Vol. 1, Metallurgy, Moscow
(1989)
24. Vargaftik, N.B., Vinogradov, Y.K., Yargin, V.S.: Handbook of physical
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