3.1. SEM and µCT Analysis of the Cold Sprayed Refractory Samples
The objective of the experiment was to investigate the mechanism of pore filling. Therefore, particle flow rate, sample velocity, and the number of the nozzle passes were set as to prevent the formation of a coating layer on the surface and complete closure of the pores. Spraying of the sample was carried out in 5 stages. During each stage, 5 passes of the nozzle were made along the entire surface for 35 seconds. Subsequently, the spraying was halted, the sample was removed from the setup, and SEM images of the surface were obtained. This process was repeated for each stage of spraying.
Figure 8 shows the image of the sample before the spraying process (
Figure 8a) and the images of the different sample areas obtained at each of the five stages of spraying (
Figure 8b–f).
In
Figure 8a, the characteristic porous structure of the refractory, as described in
Section 2.2, is evident. During the first stage of spraying (
Figure 8b), TiO
2 particles (depicted as white spots) enter micropores and cracks, becoming attached through mechanical interlocking within the cavities. In
Figure 8c, the spraying process progresses, with particles continuing to fill the surface of larger pores. Additionally, they begin to bond with deposited particles, forming aggregates. However, no fixed particles are observed on the grains; only individual particles adhere to the inner pore walls. In
Figure 8d, a layer of particles is observed on the surface, with particles attached to each other. At this stage, the closing of macropores initiates from the periphery towards the center. The particles not only fill the macropores but also form bridges over them, which are crucial for pore closure and the creation of the first particle layer. Similar mechanisms of pore filling and first layer formation have been observed in surface filtration processes using a porous filter medium, as demonstrated by Hund et al. [
43]. On the grains protruding above the surface, only the individual particles are visible.
The central area of macropores larger than about 20 µm in size remains unclosed (
Figure 8e). To close these large pores, it is necessary to continue the spraying process.
Upon completion of the cold spraying process, the surface exhibits significant modification (
Figure 8f), although the coating is not uniformly deposited. The post-spraying images reveal that particles are deposited both on the surface of the refractory and within the pores. Notably, fine pores (with a width of up to ~5 mean particle diameters) are effectively filled with TiO
2 powder. Interestingly, particles within a size range of 0.2...0.5 µm are observed on the surface, while larger particles penetrate deep into the pores due to their higher kinetic energy. The "jamming" of particles within pores occurs as a result of their plastic deformation upon the impact with the substrate, as well as due to high adhesive forces upon collision with each other [
44,
45] and with the surface of the substrate [
46,
47].
Figure 9 shows the µCT scan images (voxel size of 0.49 µm) of a fireclay sample following TiO
2 cold spraying (the position of the section is shown in
Figure 4). In
Figure 9a the pink areas represent TiO
2 particles.
Figure 9b illustrates three distinctive zones where the coating has formed. In the first zone, the pore features gently sloping walls, and the layer of particles entirely fills the pore cavity, resulting in an almost flat surface above it. In this zone, the coating thickness equals the pore depth. On flatter areas (zone 2), the thickness of the coating is uniform. In the third zone, characterized by pores with steep walls, particle deposition occurs, leading to gradual closure of the pore from the periphery to the center. This phenomenon may be attributed to a sharp deceleration of the gas flow in such pores, leading to the formation of a high-pressure zone and, consequently, a deceleration of the particles.
3.2. Results of Nanoindentation Tests
Several indentations were performed on both the initial fireclay sample (
Figure 10a) and the coated one (
Figure 10b). Crack development at the edges of the Berkovich tip imprint (Fig-ure 10a) confirms the brittle material behaviour of the sample.
Figure 10b shows a layer of TiO
2 particles after nanoindentation, with no visible cracks. The geometry of the imprint on the coated sample does not correspond to the Berkovich tip shape due to the elastic recovery of the layer during unloading. This indicates that the surface layer formed by the particles is elastically-plastically deformed and adheres well to the surface of the fireclay.
Figure 11 presents force-displacement curves of both coated and uncoated fireclay samples when a nanoindenter tip penetrates a pore and grain. Each curve represents typical results of indentation measurements made at different points of the samples (12 indentation points for the uncoated sample and 8 points for the coated one).
The force curves show the presence of pop-in effects, indicating the entry of the nanoindenter into micropores and microcracks within the sample. In an experiment involving an uncovered pore, these effects are particularly noticeable. They occur when the nanoindenter disrupts the pore wall along its path and enters the next one.
The force curve corresponding to the uncoated grain (depicted in blue) shows a higher slope, suggesting a higher surface stiffness. Conversely, the force curve for the coated grain (depicted in red) exhibits a smaller slope, indicating that the nanoindenter penetrates to a greater depth under the same force. In the initial segment of this curve, the nanoindenter traverses the coating layer with minimal resistance, mainly disrupting bonds between particles rather than the particles themselves. Subsequently, in the following segment, the indenter penetrates the fireclay substrate as evidenced by the slope of this segment being similar to that of the force curve for the uncoated sample. The change in slope angle, marked by the red indicator on the red curve, corresponds to the thickness of the sprayed layer on the fireclay surface. As observed, the thickness of the sprayed layer aligns closely with the mean diameter of TiO
2 particles (0.54 μm), consistent with measurements from µCT analysis (
Section 3.1).
In comparison to previously described cases, at penetration in an uncoated pore, the nanoindenter achieves greater depth at the same force, evidenced by a smaller slope in the force curve (depicted in green). The indenter traverses the pore cavity and disrupts its partitions, as indicated by observed pop-in effects.
As a result of the tests, the elastic modulus and hardness of the coated and uncoated fireclay samples were determined. The elastic modulus for an uncoated sample (in the grain zone) falls within the range of 12.3-19.6 GPa, while the hardness is in the range of 0.6-1.05 GPa.
To determine the mechanical characteristics of a pore packed with TiO2 particles the indentation was performed for penetration depth up to 1.2 µm.
Figure 12 illustrates positions of nanoindentation (a) and the results of the test (force-displacement curves for the coated pore) (b).
For all three cases of indentation, the area enclosed by the loading and unloading curves is large compared to the area under the unloading curve, indicating a significant plastic component in the deformation of the a pore packed with particles. Based on the test results, the TiO2 layer within the pore has an elastic modulus of 8.26±0.5 GPa and a hardness of 0.152±0.009 GPa.
The behaviour of the sprayed surface of fireclay during nanoindentation, characterized by the absence of pop-in effects on the curves and their smaller slope, demonstrates the effective filling of pores already during the formation of the first layer of deposition.
3.3. CFD Simulation Results
The CFD simulations yielded distributions of overpressure and temperature (
Figure 12), the Y-component (along the Laval nozzle axis), and the Z-component (tangential to the substrate surface) of gas velocity (
Figure 13), along with the magnitude of particle velocity (
Figure 14). Notably, the Y-velocity features negative values as per the model’s coordinate system (
Figure 7).
The distributions of pressure and temperature of the fluid flow in the expanding part of the nozzle (
Figure 13) demonstrate a gradual decrease. This phenomenon occurs because thermal energy is converted into kinetic energy as the fluid expands. The gas flow after exiting the Laval nozzle begins to decelerate. Then, when it comes into contact with the substrate, it is heated to 550 K in the region of central pore #0 and to 525 K in pores #1-3 (
Figure 13b). Simultaneously, the pressure in the region of the first two pores (#0, #1) reaches approximately 550 kPa (
Figure 13a), decreasing rapidly after pore #3. Although the pressure at the nozzle inlet is 9 bar, the upper limit of the scale in
Figure 12a is constrained to 6 bar to provide a more detailed representation of the pressure distribution at the pore inlet.
Of particular interest is the behavior of the fluid flow in the contact zone with the sample surface, in the area of pores.
Over the substrate surface, along the axis of the flow, there is a notable deceleration in the Y-velocity from ~790 m/s to ~50 m/s (
Figure 14a). Simultaneously, there’s a significant increase in temperature from ~298 K to ~570 K (
Figure 13b), coupled with a rise in pressure from ~ 34 kPa to ~550 kPa (
Figure 13a). This can be attributed to converting a portion of the flow’s kinetic energy into thermal energy, subsequently heating both the flow and the substrate due to interaction in the stagnation zone. Such a zone, characterized by a sharp change in flow parameters, is relatively small, approximately 2 mm in diameter and around 0.6 mm high from the substrate surface along the nozzle axis, and encompasses pores #0-#3.
The total velocity magnitude of the fluid flow (Figure 15a) decreases along the flow axis, similar to its Y component (Figure 14a), over a distance of ~0.6 mm above the substrate surface, diminishing from 800 m/s to 100 m/s. Within the pores, this velocity further decreases to ~30 m/s. Upon exiting the stagnation zone, the flow proceeds along the surface of the substrate with a Z velocity greater than a Y velocity. The increase in fluid flow velocity in the Z direction in the boundary layer (above the substrate surface) commences after pore #1, in the region of pore #3, it achieves 460 m/s, and it peaks maximum (540 m/s) in the area around pore #5 (
Figure 14b). Additionally, the flow maintains a high speed within the boundary layer, with its height not surpassing the extent of the stagnation zone. Notably, excessively high Z-velocity can result in the separation of particles that have settled on the surface due to significant shear forces.
In the particle velocity diagram (
Figure 15b), high velocities of up to 600 m/s are observable in the central pore #0, while velocities of up to 300 m/s are evident in pores #1-3, moreover, all particles have Re< 0.25, as was accepted in Eq. (10). The density of particle trajectories indicates a reduction in the number of particles entering the offset pores.
Due to the greater inertia of the particles, their velocity above the substrate surface differs significantly from the flow velocity. Therefore, for a detailed analysis of particle motion in this zone, the data from ANSYS Fluent were stored in a separate file and analyzed in the software package “Statistica” (see
Section 3.2).
3.4. Distribution of Sprayed Particles across the Pores
Analysis of particle trajectories calculated by the Lagrangian tracking method enabled the acquisition of parameters concerning the movement and temperature of particles penetrating the pores.
Figure 16 shows the quantitative distribution of particles over pores # 0...10, radially located from the central axis of the nozzle. Out of the total 12,530 particles generated at the entrance to the Laval nozzle, 98.7% particles successfully reach the substrate surface. The particles were considered to have penetrated the pores if their center coincided with or was below the surface.
Figure 17 shows characteristics of the motion of particles entering pores, including the central pore #0 and the offset pores #1-4. For each pore, the following parameters are depicted: number fraction (percentage by total particle amount and by particles entering pores), particle diameters and temperature, X-, Y-, Z- velocity components, velocity magnitude, particle penetration angle. The colored bars represent the statistical characteristics: minimum and maximum values, median, mean values, and standard deviation (sd).
The radial distribution of the particle size within pores occurs due to the size-dependent motion of particles in the jet flow, which spreads upon collision with the surface (
Figure 14 and
Figure 15). The larger particles tend to move vertically and remain in the center of the jet due to their higher inertia. Indeed, the average particle diameter that enters the central pore is about 0.925 μm with a small deviation of ±0.010 μm. Smaller particles, due to their lower inertia, tend to deviate more from vertical movement and are carried by turbulent vortices over longer distances. Consequently, they reach pores that are situated further away from the center of the nozzle. This phenomenon results in an increased fraction of fine particles in pores #1-4 compared to larger particles, which are more likely to concentrate near the center of the jet.
For the central pore, the horizontal X- and Z-components of the particle velocity are minimal, indicating negligible rotation of the flow. However, as the distance from the flow axis increases, the Z-velocity increases while the Y-velocity decreases, suggesting a change in flow direction away from the nozzle axis. By the second offset pore, the average Z-velocity exceeds 140 m/s, which is more than 70% of the Y-velocity. In pores 3 and 4, the horizontal Z-component becomes greater than the vertical Y-component.
As a particle penetration angle in the pores has been considered an angle between the resulting Y-Z particle velocity vector and the vertical axis Y (angle α in
Figure 17). This angle influences the contact condition of the particle with surfaces inside the pore and the filling mechanism. A larger angle suggests a higher likelihood of the particle colliding with the side (vertical) wall of the pore. Conversely, a smaller penetration angle indicates deeper penetration of the particle into the pore, leading to collision with its bottom.
As one moves radially away from the centre axis of the nozzle, the angle at which particles penetrate the pores increases significantly. For the particles entering central pore #0, the average angle is close to zero, suggesting a nearly vertical penetration whereas for offset pores it ranges from 7.7 °(pore #1) to 72.6° (pore #4), indicating a much more oblique penetration and predominant collision with the side walls of the pores.
The temperature of particles entering the central pore is notably lower compared to those entering pores #1-3. This distinction can be attributed to the size-dependent behaviour of particles in the flow since particles entering pore #0 are larger and do not have time to heat up passing through the elevated temperature zone near the surface. In contrast, smaller particles are transported over longer distances by turbulent vortices and have more opportunities to interact with the heated flow, leading to their faster heating.
The size distribution of particles entering the pores (
Figure 18) reveals the following insights. For central pore #0 (
Figure 18b), particles of large diameters predominate, since they are more inertial and can change their trajectory slowly. For pore #1 (
Figure 18a), two size fractions can be distinguished: 0.2–0.6 µm (20% of particles entering the pore) and 0.6–1.2 µm (80% of particles entering the pore). The number of particles entering pores #2 and #3 is very small (3.5% and 1.4% of the total number of particles in the first four pores, respectively).
The velocity distributions of penetrated particles presented in
Figure 18 and
Figure 19 provide further insights into their behavior. In pore #0 (
Figure 19b), particles with a Y-velocity ranging from 650 to 700 m/s dominate (69% of the particles entering the pore). Meanwhile, pore #1 (
Figure 19a) exhibits a bimodal velocity distribution: particles with velocities below 500 m/s comprise 71% of those entering the pore, while particles with velocities above 550 m/s make up the remaining 29%.
In the central pore (
Figure 20b) particles with a Z-velocity in the range of -2...2 m/s (88% of particles entering the pore) are prevailing, i.e. the particles penetrate pore #0 almost vertically (normal to the surface). In pore #1 (
Figure 20a) for the majority of particles (86%), the Z-velocity falls within the range of 10...50 m/s. Thus, the Z-velocity distribution of particles entering pore #0 exhibits velocities an order of magnitude lower compared to those in pore #1, as confirmed by the values of penetration angles (
Figure 17). The radial distribution of the Z-component of particle velocity is nearly symmetrical due to the symmetric generation of particles at the entrance to the nozzle, generated evenly distributed along the radius.
Figure 21 shows the change in the magnitude velocities of the particles. Given that the Z-component is significantly smaller than the Y-component, the magnitude velocity distributions in the pores closely align with the Y-component.
Figure 22 illustrates the distributions of the particle penetration angle relative to the vertical axis. At the entrance to pore #0, nearly 97% of the particles exhibit an angle less than 1° (
Figure 22b). Conversely, for particles entering offset pore #1 (
Figure 22a), the angle value increases notably, with approximately 45% of ones having 2...6°, and 28% of the particles falling within the range 6...15°, the angle of the remaining 27% of particles are in the range 15...90°.
Figure 23,
Figure 24 and
Figure 25 indicate the influence of particle diameter entering pores on their movement parameters and temperature. A confidence interval of 95% was taken for the calculation. For the parameters of particles in the area of pore #1 compared to pore #0, the spread of the obtained values is significantly larger. This disparity arises from the flow decelerating as it moves away from the nozzle axis, causing particles to alter their motion direction, and leading to increased dispersion in particle movement.
As depicted in
Figure 23a, the temperature of particles decreases with increasing their diameters. This occurs because large particles, having cooled in the nozzle flow (
Figure 13), do not have sufficient time to heat up in the stagnation zone near the surface, where temperatures are high. Conversely, small particles also cool in the flow but have ample time to heat up near the surface before entering the pore. Differences in the temperature trend for particles entering pores #0 and #1 are noticeable for diameters exceeding 0.4 μm, which correlates with disparities in their velocities (
Figure 23b).
Figure 23b illustrates averaged velocity magnitude of particles entering pores #0, and #1 as a function of their diameter. For both pores, the velocity magnitude of particles with a diameter of 0.2...0.5 µm uniformly increases to 450 m/s. However, differences in the trend of the curves emerge for particles with a diameter exceeding 0.4 μm. For pore #0, as the diameter increases, the velocity rises and reaches 690 m/s (for particle diameters of 1.2 μm). In contrast, the curve profile of velocity magnitude for particles entering pore #1 peaks 480 m/s (for particle diameters of 0.5 μm). Subsequently, a reverse trend is observed, with the velocity decreasing to 220 m/s (for particle diameters of 1.2 μm). This phenomenon can be explained by the differing behaviors of fine and large particle fractions. Fine particles (0.2...0.5 μm) accelerate quickly, approaching the gas velocity, but slow down rapidly upon reaching the pore due to the significant drop in gas velocity in that region. On the other hand, large particles (0.5...1.2 μm) accelerate less, failing to reach gas velocity, but experience minimal slowing down in the stagnation zone above the pores due to their greater inertia. It is evident that the velocity of particles with a diameter of 0.2...0.5 μm is greatly influenced by the movement characteristics of the gas flow and the velocity of particles with a diameter of 0.5...1.2 μm depends more strongly on their inertial properties.
Figure 24 shows averaged Y- and Z-velocity of particles entering pores #0, and #1 as a function of their diameter.
Comparing the trend of the behavior of Y-velocity in
Figure 24а it is noticeable that values of this velocity resemble the values of velocity magnitude (
Figure 23b) for both pores. This suggests a substantial contribution of the Y-component to the overall velocity magnitude.
The values of the Z-velocity (
Figure 24b) for sprayed particles differ significantly from other components of the velocity magnitude. For the pore #0, Z-velocity of the penetrating particles is very small since they almost do not move along the substrate surface (perpendicular to the axis of the nozzle). The maximum Z-velocity value for particles with a diameter of 0.2…0.5 μm is only - 2 m/s and for particles with a diameter of 0.5…1.2 μm the value of Z-velocity is almost equal to 0. At the entrance to pore #1, the Z- velocity of the particles increases significantly because the flow abruptly changes direction and begins to move along the surface of the substrate. For fine particles (diameter range of 0.2…0.5 μm), the Z-component decreases from 120 to 40 m/s, and for large ones (diameter range of 0.5…1.2 μm), it is in the range of 40…25 m/s.
Figure 25 shows the averaged penetration angle of particles entering pores #0 and #1 as a function of their diameter. A comparison of the penetration angles of the sprayed particles in pores #0 and #1 demonstrates a significant difference in the direction of their movement. For the central pore, this angle is approximately 4° for fine particles (diameter range of 0.2…0.5 μm) and is nearly equal to zero for large ones (diameter range of 0.5…1.2 μm) (
Figure 25b). Meanwhile, for the offset pore #1, the penetration angle reaches 40° for small particles and is 10° for large ones (
Figure 25a).
The joint analysis of the distributions of Z-velocities (
Figure 24b) and particle penetration angles (
Figure 25) reveals that for pore #0, both large and small particles move toward the bottom of the pore. However, for pore #1, most of the fine particles tend to move towards the side walls.
Analysis of the behavior of particles entering the pores revealed two distinct groups: the fine particle fraction (diameter range of 0.2…0.5 μm) and the fraction of larger particles (diameter range of 0.5…1.2 μm). The movement and temperature characteristics of the fine particle fraction are jprimarily influenced by the parameters of the gas flow, while the behavior of the large particle fraction is more influenced by their inert properties.
It should also be noted that at a distance between central pore #0 and offset one #1 (220 μm) there are strong changes in the nature of the particle movement. Specifically, the Z-velocity increases by a factor of 30, the penetration angle does by a factor of 10, while the value of the magnitude velocity decreases by a factor of 1.5.