1. Introduction
The coating of surfaces with a liquid film is frequently used in the magnetic tape, photography, and wrapper industries and for paint and paper to shield a sizeable surface region with one/numerous uniform layers. Even though the products used in these coating industries vary widely, the same fundamental technologies are considered to manufacture the needed coatings and films. A wide range of procedures are available to attain the goal of a fluid layer on a surface continuously. The choice of the scheme, however, hinges on numerous factors—for example, the liquid rheology, the nature of the surface being covered, the dry thickness to be required, the solvent used, the uniformity of the cover, the speed of the covering technique, etc. [
1,
2,
3].
Generally, a liquid film should be uniform in thickness, continuous, and thin. Under certain operating conditions, of course, instabilities in films are observed, which can only be explored by deliberating the problems of fluid dynamics related to the coating process, as a nonlinear occurrence is seen in the procedure [
4,
5] for Newtonian flows. Chandio and Webster [
6] developed a numerical scheme purely based on the methodology of finite elements with the prediction of a free surface in time and presented an analysis of transient instabilities with a variable speed ratio. It was observed that flow instabilities increase with an increase in the speed of the foil rather than with the speed of the roll. Industrially, at high line speeds a main disadvantage is underlined by the occurrence of flow instabilities, causing flaws that yield the form of the “ribbing” of the exerted coating (3D effects).
The roll coating process is most widely employed in industry because of its consistency in the implementation of fluids through revolving rolls [
7]—for example, in the implementation of functioning organic coatings to steel strips, in structural laminating applications, and in the utilization of water-based adhesives to tapes. One side of the substrate (strip, sheet) is covered with a fluid layer as it goes through rotating cylindrical rollers on the opposite side (reverse roll mode) [
8,
9]. A significant component of roller coating is the existence of a static space between the rollers; such a flow of a fluid in the space is the main factor controlling the thickness and consistency of the coated film. In the nip between the rotating rollers, the fluid undergoes high deformation rates over a very short period [
10].
Roll coating, as a process, is extremely versatile but involves technical and operational skills to maintain consistency. The application of a covered steel strip in the manufacture industry nowadays is expanding to more innovative functions such as coatings that afford acoustic protection or photovoltaic coatings used to collect solar energy. There is also a continuous struggle to increase coating line speeds because of economic issues, while taking care of the demand to control the weight of the film and the absence of defects [
8,
9,
10,
11].
In the process of roll coating, the gap among the two rotating rolls is considerably shorter than the radii of the rollers and is generally divided into three categories—namely, reverse roll coating (RRC), metering roll coating, and forward roll coating. In the case of forward roll coating, the two rolls at the nip go in alike directions. The coating fluid forms a bath on the nip’s upstream side and, after leaving the nip, divides into two liquid films which are transformed on both sides of the roller; one of them is applied for industrial purposes to a web. The rollers move in the opposite direction, with the reverse roller coating and the metering coating on the nip. The flow of leakage through the nip is reprocessed and the transported flow is deposited to the sheet for reverse rolling. The leakage flux flow on the sheet creates a uniform metered film while the roll coating is metering. It can be realized that the flow field configurations between two rotating rollers are alike for these two coating methods. Therefore, both are commonly referred to as reverse roll coating systems [
12,
13,
14,
15,
16].
The flow problems of the roll coating methods have been studied in detail in recent decades, including in experimental work, theoretical approaches, and numerical analyses. The forward roll coating was of fundamental importance among these, and was the most commonly addressed. Experimental research on this has been performed by Benkreira et al. [
17], Greener and Middleman et al. [
18], and Decrees et al. [
19], while theoretical analyses have been presented by Benkreira et al. [
20] and Greener and Middleman et al. [
18]. Reverse roll coating studies have received far less consideration as compared to forward roll coating [
21].
The lubrication theory has been employed in previous works by Greener and Middleman et al. [
22] and Holland et al. [
23] for the simplification of equations of motion to study reverse roll coating systems; however, no attention has been paid to analyzing the effects of surface tension, the existence of free surfaces, and fluid contact lines. Coyle et al. [
24] developed a finite element approach which was followed by experimental outcomes to express the fundamental fluid dynamics properties of reverse roll coating. They also illustrated the existence of flow instabilities, including ribbing and cascading. Hao et al. [
12] established the Galeriken finite element technique to evaluate the coating flow among two rotating reverse rolls. Using the lubrication theory, Taylor and Zettlemoyer [
25] observed the ink flow behavior in the process of printing presses. They obtained the effects of pressure distribution and force. The water flow between two rolls was discussed by Hinter Maier and White [
26]. They used the principle of lubrication and presented findings that were consistent with their experimental results. Belblidia et al. [
8] developed a flawless model of reverse roll coating using the algorithm of Taylor and Galerkin for pressure correction at high speed. The innovation of the work is encouraged by the need in coating manufacturing to coat stably, faster, and with uniform thin layers by optimizing the coater operating conditions and coating rheology. Zahid et al. [
27] have debated the roll-coating analysis of an incompressible viscoelastic liquid when both roll and sheet have uniform speeds. The simplified form of the equation of motion was obtained by utilizing the lubrication approximation theory. Analytical expressions of the velocity profile, flow rate per unit width, pressure gradient, and shear stress were demonstrated on the roll surface. Recently, Zahid et al. [
28] studied second-grade materials and explored engineering parameters of interest, such as pressure distribution, strength, coating thickness, split location, stress, roller power input, and adiabatic temperature rise.
To the best of our understanding, there is no reference to the theoretical formulation of the reverse roll coating with the Casson fluid model. The aim of the present work is to develop a mathematical model for the flow mechanism of viscoplastic fluid roller coating in the presence of magnetohydrodynamics and to analyze this theoretically.
2. The Problem Formulation and Governing Equations
Consider a laminar, steady, non-isothermal, MHD flow of an incompressible viscoplastic fluid between two heated rolls rotating in the opposite direction with velocities
and
, where
is the radius of each roll and the subscripts
and
stand for forward and reverse rotating rolls, respectively. The minimum distance between two rotating rollers is called the nip region, and the distance at the nip region is presented by
. Furthermore, the
is taken along the flow movement, while the
is considered transverse to the direction of the flow, as presented in
Figure 1.
The Casson fluid model’s motion is debated through the following equations for the conservation of mass and momentum:
where
represents the velocity filed;
is the density;
is the specific heat capacity;
is the pressure;
represents the current density;
is the time;
represents the total magnetic field with
, where
and
represent the applied and induced magnetic field, respectively;
is the thermal conductivity;
is the temperature;
represents the gradient of the velocity; and the extra stress tensor is represented by
for the Casson fluid model. The rheological equation of the extra stress tensor for the isotropic and incompressible flow of the Casson fluid
may be given as [
29]:
where
is the yield stress,
represents the viscosity of plastic properties for non-Newtonian fluids,
represents the product of the
component deformation rate with itself and based on the model of non-Newtonian fluid, and the term
is the critical value of this product.
For two-dimensional flow, we take:
In Equation (5)
and
are the velocity components in
direction and
direction, respectively, and:
We assume the electric field to be zero and the induced magnetic field to be very small compared with the applied magnetic field, so that the magnetic Reynolds number is negligible [
30]. Then, the Lorentz force given by
becomes
(where
represents the electric conductivity of the fluid), so that the applied magnetic field
only contributes to the electrical density. In this case, due to the magnetic field the Lorentz force becomes:
With the help of Equations (1), (4) and (5), Equations (2) and (3) may be written as:
where
and
are termed as the normal stresses and
.
2.1. Lubrication Approximation Theory Analysis
From the problem’s geometry, we account that the most significant dynamic phenomenon occurs in the reverse roll coating at the nip. The minimal gap at the nip region is presented by
between rolls. Thus, it may be useful to assume that there are almost parallel flows, such that the common fluid motion is mostly in the
direction, while the minimal velocity of the fluid is in the
direction. Furthermore, the change in velocity in the
direction is dominant over the change in velocity in the
direction. To simplify, we can perform an order of magnitude analysis to find the scale of pressure and velocity characteristics, so that we can identify
,
, and
as
,
, and
. Taking into account these relations and in view of the equation of continuity, we have
, where
. This debate leads us to write Equations (8) and (9) as:
From Equation (12), it is clear that
is the function of
—i.e.,
—therefore Equations (11)–(13) reduce to:
where
represents the viscoplastic Casson parameter.
2.2. The Dimensionless Equations
The dimensionless parameters are defined as:
Then, the dimensionless forms of Equations (14) and (15) become:
where
,
, and
and
and
are Eckert and Prandtl numbers and
represents the Brinkman number
, respectively.
The dimensionless boundary conditions subject to Equations (17) and (18) become:
where
is velocity ratio of the reverse roll to forward roll.
2.3. The Solution to the Problem
The solution of Equation (17) using the boundary conditions given in Equation (19) becomes:
The dimensionless flow rate through the nip is defined as:
The pressure gradient from Equation (22) becomes:
The analytical solution of Equation (23) is difficult to obtain. Thus, we have been applied the numerical technique called the trapezoidal rule with the boundary condition as to obtain an expression for the pressure.
A simple second material balance relationship for
is defined as:
where
and
are the velocities of reverse and forward roll, respectively. Equation (24) may be led to the expression given by:
where
is the coating thickness,
, where
is half of the nip separation gap between the two rolls and
and
are the thickness of the fluid film on the reverse and forward roll, respectively. Thus, to determine the thickness of the coating and the pressure distribution, we need to find the value of
. To determine the
equation, we impose the Swift–Stieber boundary conditions on the pressure. It is claimed that at the transition point
, both the pressure and pressure gradient disappear, and the lubrication type flow turns into a transverse. Upon setting
, we get:
We integrate Equation (23) to obtain the value of pressure distribution. In view of the Swift–Stieber boundary condition for pressure, replacing
with
everywhere in the resulting equation of pressure and then setting into it the value of
in terms of
from Equation (26), the transcendental equation in
is obtained. Using a numerical method—namely, the regular false position method—we obtain results for
, which are shown in
Table 1,
Table 2 and
Table 3.
2.4. The Solution of Temperature
Now using the velocity distribution Equation (20) in Equation (18), we get:
where
is defined in Equation (23). Solving Equation (27) subject to the boundary conditions given in Equation (19), we get:
where:
and
2.5. Operating Variables
The desired engineering parameters of interest can be easily determined once the velocity, pressure distribution, and pressure gradient have been calculated.
2.5.1. Separating Force
The separating force
of the rolls is as follows:
where
represents the roll-separating force per unit width
in dimensional form.
2.5.2. Power Input
The integral given below calculates the power delivered to the fluid by the roll.
Here, is the dimensionless power and the dimensionless share stress component is defined as .
2.5.3. Nusselt Number
The
(Nusselt number) at the upper roll surface is defined as:
Using Equation (28), we get:
3. Results and Discussion
This article analyzes the reverse roll coating process for an incompressible non-isothermal viscoplastic material. By using the lubrication approximation theory, the flow equations are simplified. Closed-form solutions for the velocity profile, flow rate, pressure gradient temperature distribution, separating force, power input, and Nusselt numbers are obtained. Since the equation of pressure gradient is a complex equation, its exact solution is impossible. Therefore, we used the trapezoidal rule to find the numeric expression for pressure with a predefined tolerance . Further, in order to find the flow rate, the regular false position method is employed. The computational time of the numerical method for the simulation depends upon the desired accuracy and step-size taken in this regard. It means that the higher the accuracy desired, the greater the computational time.
Table 1,
Table 2,
Table 3 and
Table 4 give the numerical results of the flow characteristics, such as flow rate, separation/transition points, coating thickness, separation force, and power input for different values of parameters in the domain. The typical velocity profiles have been illustrated in
Figure 2,
Figure 3,
Figure 4,
Figure 5,
Figure 6,
Figure 7,
Figure 8,
Figure 9 and
Figure 10 at various positions of the channel of the roll coating process through variation in the velocities ratio
, the MHD parameter
, and the viscoelastic parameter
. The graphical representations of the pressure gradient and pressure distributions have been sketched in
Figure 11,
Figure 12,
Figure 13,
Figure 14,
Figure 15 and
Figure 16.
Figure 17,
Figure 18,
Figure 19,
Figure 20,
Figure 21,
Figure 22,
Figure 23,
Figure 24,
Figure 25,
Figure 26,
Figure 27 and
Figure 28 present the variation in the temperature distribution in the given domain, whereas the relation between the velocities ratio of the rolls and the coating thickness can be seen in
Figure 29 and
Figure 30.
The outcomes for the non-dimensional velocity profiles in
Figure 2,
Figure 3 and
Figure 4 are highlighted at various positions of the nip region—that is, at
,
, and
for increasing values of
,
, and
, respectively. From
Figure 2, the selected domain of
belongs to
by fixing
and
, where
represents the velocities ratio of the reverse roll to forward roll. It has been observed that the velocity distribution decreases by increasing the values of
. Moreover, it is seen that the agreement with the model’s predictions is quite fine for small
; however, the deviations increase as
becomes large compared to unity. It is worth mentioning that the data for the elastic polymer solutions agree pretty well with the Newtonian theory [
22] under the identical physical conditions.
This velocity in
Figure 2 has been sketched at the nip. The maximum velocity has been observed at the roll surface of the reverse roller, then it starts decreasing while moving towards the forward roll and becomes zero when
; beyond this domain, depending upon the value of
, one can see the reverse flow in the direction of the coating web. It is interesting to see from
Figure 3 and
Figure 4, while moving towards the separation point at various positions of the reverse-roll coating process, beyond the domain for
, where the velocity becomes zero, depending upon the value of the velocities ratio
, while moving towards the upper roll the magnitude of the velocity increases and attain its maximum speed at the roll surface. From
Figure 2,
Figure 3 and
Figure 4, one sees that by increasing the value of the velocities ratio
, the coating thickness decreases.
The effect of MHD on the velocity distribution has been sketched at different positions in
Figure 5,
Figure 6 and
Figure 7, respectively, by fixing
and
. These figures reveal that by increasing the value of MHD, the velocity starts decreasing. It is essential to note that by increasing the value of the MHD parameter, the coating thickness onto the web decreases. The same trend is observed in
Figure 8,
Figure 9 and
Figure 10. However, more importantly it is also found that by increasing the value of the viscoplastic parameter, the viscoplasticity of the material increases, causing a reduction in the speed of the material.
The graphs for the dimensionless pressure gradient distributions are shown in
Figure 11,
Figure 12 and
Figure 13, whereas the results for the dimensionless pressure distributions are sketched in
Figure 14,
Figure 15 and
Figure 16. From
Figure 11, symmetric profiles about the nip region
are found. At nip region, the pressure gradient distribution is negative, increases symmetrically, reaches the maximum value, then decreases exponentially and reaches zero at the separation point. One can witness that, for the particular value of
in the interval
, the absolute value of the pressure gradient distribution increases by increasing
. Additionally, at the nip region,
has a significant effect on the pressure gradient because the absolute value of the pressure gradient is maximum at this point. Similar behavior can be seen from
Figure 12 and
Figure 13. From
Figure 14,
Figure 15 and
Figure 16, one can witness that the magnitude of the pressure distributions increases by increasing the value of different engineering parameters
,
, and
. It is observed from
Figure 14 that the maximum value of the magnitude of the pressure distribution exists between the interval
. Starting from the attachment point, the magnitude of the pressure distribution starts increasing, attains its maximum value right after the nip within the region
, then starts deceasing and becomes zero at the separation point. Similar behavior can be seen from
Figure 15 and
Figure 16. In
Figure 11,
Figure 12,
Figure 13,
Figure 14,
Figure 15 and
Figure 16, the Newtonian results [
22] are obtained as
and
.
Table 1 shows that the flow rate decreases by increasing the velocities ratio
; furthermore, the separation points shift towards the nip and the coating thickness decreases by increasing
. From these results, it is possible to guess the thickness of the coating in terms of the parameter
. The magnitude of the separation force decreases with an increase in
. In contrast, the magnitude of the power input increases with an increase in. It can be seen from
Table 1 that, when the velocities ratio approaches 1 (same roll speed), the separation point approaches 0.713. On the other hand, the value of the separation points approaches 0.72 when
. Similar behavior is observed with the variation in MHD and the viscoplastic parameter in
Table 2 and
Table 3. The numerical results in
Table 4 have been generated for different values of
, setting
= 0.1, 0.3, and 0.5. It is vital to observe that the coating thickness
is increased by increasing the gap at the nip; on the other hand, by increasing the velocities ratio the coating onto the web decreases.
The outcomes for the non-dimensional temperature distributions in
Figure 17,
Figure 18,
Figure 19,
Figure 20,
Figure 21,
Figure 22,
Figure 23,
Figure 24,
Figure 25,
Figure 26,
Figure 27 and
Figure 28 are highlighted at various positions of the nip region—that is, at
,
, and
for the different values of involved parameters such as
,
, and
and Brickman’s number
, respectively. From
Figure 20,
Figure 21,
Figure 22,
Figure 23,
Figure 24 and
Figure 25, it is depicted that the temperature distributions decrease at different positions of the coating process with the increasing values of
and
, whereas the opposite behavior has been observed by increasing the values of
and
. Here, by increasing the value of the velocities ratio
, the internal heat generation increases. Additionally, the
is non-dimensional and related to the heat conduction from the roll to the coating fluid. Brickman’s number is the ratio of the heat generated by viscous dissipation and the heat transmitted by molecule conduction—i.e., the ratio of viscous heat generation to external warming. The higher its value, the slower the heat conducted by viscous dissipation and, hence, the large rise in the temperature.
The graphical relation between the coating thickness and the velocities ratio of the rolls are presented in
Figure 29 and
Figure 30. It has been depicted that the web coating thickness is a decreasing function of the velocities ratio.