3.1. Velocity Field
Figure 3 provides an overall view of the flow velocity in the vicinity of the retaining wall structure. It demonestrates the dimensionless time-averaged streamwise (<
u>*), lateral (<
v>*), and vertical (<
w>*) velocity fields, where < > stands for time averaging and the asterisk symbol denotes non-dimensionality, within a vertical plane parallel to the main flow direction at
, a horizontal plane at
, and a vertical plane parallel to the upstream face of the retaining wall at
, respectively. Note that the non-dimensionalization of the velocity components is performed employing
. Consistent with theory and observations reported by other researchers, the flow within the main channel accelerates near the tip of the retaining wall, which represents the location exhibiting the maximum local contraction of the flow [
5,
6]. This is clearly shown in the plane representing the streamwise velocity field (
Figure 3). On the other hand, the flow decelerates as it approaches the upstream face of the longitudinal wall. The flow deceleration is the greatest near the free-surface, which, in turn, which results in the highest stagnation pressure. The stagnation pressure decreases towards the channel boundary in the vertical direction. As a consequence of this pressure gradient, a downflow is generated along the upstream face of the retaining wall, which acts like a vertical jet. Part of this flow penetrates into the channel bank, which acts like a porous boundary, and part of it is redirected in the transverse and upstream directions upon impingement on the channel bank boundary. The flow also experiences a strong lateral acceleration near the leading edge of the retaining wall because of a significant transverse pressure gradient that is due to the pronounced velocity difference between the flow over the channel bank and that within the main channel flow.
Figure 4 shows the distribution of the velocity components within horizontal planes located at different elevations from the channel bed (the black arrow in
Figure 4a shows the upstream face of the flow obstruction). Specifically,
Figure 4a–c show the velocity fields at
,
Figure 4d–f correspond to
, and
Figure 4g–i are related to
. The region of high lateral flow velocity, concentrated in the immediate vicinity of the leading edge of the protrusion, is indicated by a green arrow in
Figure 4a,d,g. As shown in these figures, the lateral flow velocity near the upstream face of the flow obstruction is more pronounced near the channel bed (see the blob of high velocity region in
Figure 4a). This is mainly attributed to the short distance between the leading edge of the retaining wall and the channel bank which the flow separates from because of the transverse pressure gradient. It is important to mention that due to the inclined channel bank, the degree of flow contraction decreases from its largest value at the free-surface to near zero at the channel bed. Therefore, most of the flow near the channel bed deflects laterally as it reaches the flow obstacle.
Figure 4b,e,h show the dimensionless time-averaged streamwise velocity fields at different elevations. A strong velocity gradient exists between the flow over the channel bank at the upstream face of the retaining wall and that within the main channel flow. This features a pronounced shear layer and is more evident in
Figure 4b where there is a strong backflow region over the channel bank characterized by negative values of <
u>*. The backflow contributes to the development of a JV system over the channel bank. The formation and characteristics of the JV system will be discussed in more detail in the next section. As the distance from the channel bed increases, the streamwise velocity component shows a more moderate variation from the regions over the channel bank to within the main channel flow (
Figure 4h).
Figure 4c,f,i illustrate the distribution of the vertical flow velocity component. As shown there, the downflow becomes more pronounced as one moves towards the flow obstruction. Specifically, the regions of high vertical flow velocity exist at
. The downflow in front of the obstruction is advected towards the tip of the retaining wall by the JV system.
Figure 3 and
Figure 4 suggest that the downward velocity is not uniform (constant) over the upstream face of the retaining wall, instead it increases as the flow moves closer to the channel bank and then drops to near zero values at the solid boundary. This behavior is consistent with that in front of bridge piers, abutments, and spur dikes, where the vertical velocity changes almost parabolically from the free-surface to near the channel bed and assumes the maximum value slightly above the bed.
Figure 5 shows the dimensionless time-averaged vertical vorticity field (axis perpendicular to the channel bed in
Z direction) within the VPIV measurement domain at different elevations from the channel bottom. The large absolute values of the vorticity in the vicinity of the leading edge of the flow obstruction are associated with the separated shear layer (SSL) that originates from the tip of the retaining wall. The isosurfaces of the dimensionless time-averaged vertical vorticity field that is plotted in
Figure 6 clearly shows the SSL that extends to near the channel bed (
). Although no VPIV data are available beyond the leading edge of the retaining wall in the downstream direction, it is expected that, similar to the case of bridge abutments, small tube-like vortices form due to growth of Kelvin-Helmholtz instabilities. The size of these eddies grows in the downstream direction and, accordingly, their intensity decays with distance from the shedding region and finally they reattach to the longitudinal face of the retaining wall. The SSL locally induces intense bed shear stresses via high values of vertical vorticity (
Figure 5a) and thus contributes to the overall development of local scour [
24].
Another important observation in
Figure 5 is the presence of a region of relatively strong vorticity near the upstream face of the retaining wall, indicated by a black arrow in
Figure 5a–c. The isosurfaces corresponding to these structures are evident in
Figure 6. This signifies the presence of a recirculation region over the channel bank. As one moves towards the free-surface, the blob of negative vorticity corresponding to the flow recirculation gets bigger in size, assumes smaller values, and moves towards the channel water margin. These characteristics explain why we can only observe part of the blob of the significant vorticity in
Figure 5b,c. Examination of the TKE field within the corresponding horizontal planes (not shown here for the sake of brevity) indicated pronounced amplification of TKE within the aforementioned intense vorticity regions. These observations verify the previous hypothesis made by Heydari and Diplas [
19] regarding the existence of a tornado like structure at the upstream face of the retaining wall similar to that around bridge abutments and spur dikes [
7]. These eddies carry fluid and momentum from the free-surface towards the channel bed/bank [
8]. The patches of positive vorticity in
Figure 5a are related to the flow separation over the gravel particles resting on the channel bank. Their absence in
Figure 5b,c is because of the distance of the edge of the measurement plane (over the channel bank) from the gravel particles resting on the channel bank.
Figure 7a–c plot contour maps of the dimensionless <
> component of kinematic Reynolds shear stress at
, 0.22, and 0.26 planes, respectively, where
and
are the velocity fluctuations in the streamwise and spanwise directions, respectively. Physically speaking, this term accounts for the momentum flux due to lateral turbulence mixing. In fact, it is related to
. As illustrated in
Figure 7, there exists a well-defined region with high values of <
> whose location in each of the horizontal planes changes with distance from the channel bed. The shape and location of these regions, suggest that they are related to the presence of a tornado like structure at the upstream face of the retaining wall, as mentioned above.
Figure 8a–c show the non-dimensional <
> component of kinematic Reynolds shear stress, where
specifies the vertical flow velocity fluctuations. It denotes the vertical advection of streamwise turbulent momentum, or simply the turbulent shear stress caused by the streamwise velocity gradient in the vertical direction. One can notice that the areas near the leading edge of the retaining wall and close to the channel bed (
Figure 8a) and the regions in the vicinity of the upstream face of the flow obstruction at higher elevations from the channel bed (over the channel bank) (
Figure 8b,c) are dominated by negative values of <
> stresses. This means that the streamwise velocity in these areas tends to decrease vertically (
Z direction). Indeed, this is the case because of the near wall jet underneath the JV system that is generated via the downflow which upon impingement on the channel bank moves in the upstream direction. The negative regions of <
> are accompanied by adjacent areas having positive values of <
>. The positive stresses are consistent with the fact that the streamwise velocity in those locations, designated by yellow color in
Figure 8, increases with the vertical distance from the bottom boundary.
3.2. JV System
JV system is an important hydrodynamic feature which directly influences the depth of local scour around flow obstructions. A detailed understanding of the JV system is, therefore, essential to reveal the underlying physics of scour around hydraulic structures. Consistent with previous research studies dealing with junction flows [
5,
10], the investigation of the instantaneous velocity fields considered here indicated that as the flow approaches the protrusion it undergoes a very complex separation (highly 3D) over the channel bank because of the adverse pressure gradient (
Figure 9a). Besides, as we showed in the previous section, there exists a strong downward flow at the upstream face of the retaining wall. These together generate a rotational motion, that has a counter-clockwise sense, near the slopping junction line created by the channel bank and the upstream face of the retaining wall, as shown in
Figure 9a. The foregoing large-scale rotational motion is a section of a JV vortex system called primary JV (JV1). Due to the strong three-dimensionality of the flow, it is not easy to accurately specify the shape, position, and size of the flow structures based on the velocity vectors. Therefore, quantitative measures are more reliable. In this sense, the non-dimensional instantaneous vorticity field in the spanwise (
Y) direction,
, is calculated and depicted in
Figure 9a. There is a relatively weak and highly intermittent rotational motion upstream of the JV1. It has a smaller core size compared with the JV1, but it rotates in the same direction. This is referred to as a secondary junction vortex (JV2). These two rotational motions, JV1 and JV2, are separated by a saddle point. There are also patches of strong clockwise vorticity, called bottom attached vortices (BAV), that are ejected away from the channel bank. Their presence is an indication of a strong interaction between the JV1 and the channel bottom boundary. Indeed, a close examination of the instantaneous vorticity fields indicates that there are instants when the BAV disintegrate the JV1 from upstream and vorticity cancellation occurs. As a result the intensity and coherency of the JV1 decays for a certain period of time (see the next section for details). This observation is in agreement with the results from topological models inferred through flow visualizations [
25,
26]. The foregoing observations indicate that the presence of a channel bank with a mild angle (
), and the resulting inclined junction line, does not prevent the formation of a JV system, a typical feature of junction flows.
Another notable point is the presence of coherent structures in the vicinity of the retaining wall within the planes that are perpendicular to the mean flow direction (see for example
Figure 9b, the background in this figure shows the
). The examination of the velocity snapshots indicate that these coherent motions are generated as a result of a strong downward flow which upon impingement on the channel bed wraps into the large-scale coherent structures, similar to those shown in the
Figure 9b. These motions are called outer vortices and they are part of the JV system which develops near the upstream face of the retaining wall over the channel bank. The colorbars in
Figure 9 imply that the magnitude of vorticity inside the outer vortex (OV) is larger than that inside the JV1 over the channel bank. A corner vortex (CV) is observed near the corner region created by the junction of leading edge of the retaining wall and the channel bed (
Figure 9b), and also over the channel bank (
Figure 9a). The formation of such vortices is related to the separation of fluid from the retaining wall’s face due to the adverse pressure gradient that is applied by the bottom boundary (channel bank/bed in our case).
Before characterizing the JV system present in the mean flow, it is deemed appropriate to examine the instantaneous flow fields across the measurement domain. As described earlier in
Section 2.2, the flow measurements were obtained in five discreet measurement volumes. Therefore, it is not possible to discuss the flow structure at a "particular" instant of time over the entire measurement region. However, the authors reached exactly the same results and conclusions after examining the flow field within each of the measurement volumes across the entire region under investigation over the duration of the experiment.
Figure 10 illustrates an oblique view of the instantaneous 3D velocity vectors and the contours of
within several representative planes over the channel bank and beyond the retaining wall within the main channel flow. The exact position of the measurement planes is determined in the plan view included in
Figure 10. It is important to note that a different viewing angle was used in
Figure 10e,f for better visual access purposes. Each of the flow fields corresponds to the same time instant (t = 38.34 s from the beginning of data collection period). A large vortex that corresponds to the JV1 is evident in all the frames over the channel bank (
Figure 10a–d). However, as vorticity contours suggest, the structure of the JV1 is significantly dependent on its position. In particular, JV1 becomes more compact and relatively circular, while at the same time the intensity of vorticity at its core increases, as the flow moves towards the leading edge of the retaining wall. The magnitude of the
within the JV1 peaks near the tip of the retaining wall. As one would expect, beyond the leading edge of the retaining wall there is no adverse pressure gradient and thus the intensity of the JV system, JV1 in particular, decreases until it completely disappears. This aspect is shown in
Figure 10e,f.
Another interesting observation from the instantaneous flow field shown in
Figure 10 is that there is no obvious coherent structure associated with JV2 that persists across the measurement domain. This is because JV2 is, in general, smaller in size and lower in intensity than JV1, intermittent in nature, and not stationary in space. Examination of the video animations of the instantaneous velocity field in several planes over the channel bank indicated that JV2 moves off the plane of observation at several instants or it amalgamates with the JV1. Furthermore, it is important to note that the presence of the inclined channel bank reduces the level of obstruction to the approach flow and consequently the magnitude of the adverse pressure gradient against the incoming flow decreases. This, in turn, reduces the coherency and strength of the weak JV2 (an order of magnitude weaker compared to JV1). These features, along with the unsteady and three-dimensional nature of the flow make it difficult to distinguish and follow the JV2 within the measurement domain. Similar characteristics to those reported here have been documented for the JV2 near the upstream face of bridge abutments with sloped sidewalls [
27], and upright wall mounted cylinders [
28].
Figure 11 shows the instantaneous non-dimensional velocity vectors that are superimposed on the dimensionless streamwise vorticity field (
) in three representative measurement planes perpendicular to the main flow direction at a certain time instant. As shown there, the OV is more coherent and assumes larger values of vorticity within its core in the immediate vicinity of the leading edge of the retaining wall. As one moves in the upstream direction the coherency of the OV diminishes and, accordingly, the intensity of vorticity at its core decreases. This is primarily due to the downflow, the main source of the generation of the OV, which is more pronounced near the leading edge of retaining wall.
Figure 12 visualizes the JV system present in the mean flow using the
Q-criterion (=
, where
and
S are the rotation and strain rates, respectively) [
29]. The quantity
Q is dimensionalized with
and the corresponding isosurfaces at the isovalue of 2 are shown in
Figure 12 (a 3D and a plan views are included there). The color coding corresponds to the dimensionless time-averaged streamwise velocity. The results show that JV1, which develops over the channel bank, with an almost elliptical cross-sectional shape, moves towards the tip of the retaining wall and gradually changes its direction from being almost parallel to the upstream face of the obstruction to eventually becoming nearly parallel to the main flow direction immediately past the leading edge of the retaining wall, where it assumes a circular shape. These observations confirm that the OV vortex is part of the JV system, JV1 in particular. Consistent with the instantaneous results,
Figure 12 implies that the size of JV1 decreases towards the toe of the channel bank where the vorticity at its core, as illustrated in
Figure 10, and its streamwise velocity attain peak values. It is therefore expected that the JV system exerts high bed shear stress in that area. Indeed, the authors confirmed that, via preliminary experiments over an erodible bed, local scour initiates right at the leading edge of the retaining wall, where ultimately the maximum scour depth was recorded as well. There observations were consistent for both fixed and erodible channel banks. More details about the characteristics of the maximum local scour depth at the base of retaining walls can be found in [
20,
21]. Finally, one can notice that there is no clear footprint of the JV2 in
Figure 12. This confirms the weak and intermittent nature of JV2 that was discussed earlier in this section.
The distribution of the mean Reynolds shear stress near the channel bed and the channel bank, estimated as
, where
,
and
, is plotted in
Figure 13. As shown in
Figure 13a, the high
values occur around the tip of the retaining wall, which coincides with the location of the local flow acceleration in that region. This is consistent with experimental observations of Rajaratnam and Nwachukwu [
30] and Molinas et al. [
13].
Figure 13b provides a top view of the isosurfaces of the JV1 over the plane showing the mean shear stress values. Note that a slightly lower isovalue, 1.5, is used here compared to the value of 2 used in
Figure 12, to better illustrate the perimeter of JV1. As shown in
Figure 13b, a relatively narrow band with significant values of shear stress, from over the channel bank to near the leading edge of the protrusion, nearly coincides with the path of JV1. Evidently, the high values of
over the channel bank occur near the upstream end of the JV1, but towards the tip of the retaining wall they take place right beneath the core of JV1. Therefore, one can conclude that the increase of shear stress beneath JV1 at the tip of the retaining wall is due to the combined action of the JV1 and the locally accelerating flow. Both contributions are significant. An important factor that increases the capacity of the JV system to induce high shear stress values, and thus contributes to the local scouring, is the low frequency, large-scale, bimodal oscillations that are present within the JV1. This aspect is discussed in the following section.
Of importance are also the fluctuations of the instantaneous bed shear stresses near the leading edge of the retaining wall.
Figure 14 presents the dimensionless instantaneous bed shear stress value at (
,
,
) = (0.03, 0.08, 0.07) for a period of six seconds during the data collection time. As shown there, the instantaneous values strongly fluctuate around the mean and they can get as large as four times the mean bed shear stress value at that location. These fluctuations are most likely related to the variation in the frequency of vorticies that are shed from near the toe of the channel bank, and those inside the SSL that originate from the tip of the retaining wall (
Figure 6).
3.3. Bimodal Oscillations of the JV1
In order to further characterize the intensity of the JV system along its core, the distribution of the dimensionless TKE estimated as TKE
is plotted for different sections within the measurement region (
Figure 15).
stands for root-mean-square. As mentioned earlier, due to the strong three dimensionality of the flow under investigation, 3D velocity vectors do not accurately define the exact position and size of JV1. In such case, scalar quantities are more useful. Previous studies dealing with the JV system in turbulent junction flows have reported that the JV region is characterized by high turbulence intensity [
9,
31]. The same observation was made in the present study. More specifically,
Figure 15 presents the distribution of TKE* within the sections parallel to the main flow direction which were defined in
Figure 10. As shown there, a well-defined region of high TKE* values is present in each of the sections over the channel bank. The amplification of TKE* is primarily due to the large-scale low-frequency oscillations of the instantaneous flow structure associated with the JV system [
12,
31].
Figure 15 implies that the overall TKE* of the flow, in particular that inside the JV1, increases towards the tip of the retaining wall and then decreases away from it. It is also evident that the high TKE* area progressively gets closer to the retaining wall as it descends down the channel bank. This is consistent with the results obtained from the
Q-criterion (
Figure 12). The distribution of TKE* on the plane that is perpendicular to the main flow direction, located near the leading edge of the retaining wall is in accordance with observations of Heydari and Diplas [
19] (not shown here for the sake of brevity). More specifically, it was observed that a region of high TKE* emanates from the leading edge of the protrusion and extends to the channel bed. The amplification of the TKE* is mainly attributed to the oscillations of the OV (
Figure 11a). However, the flow separation from the tip of the flow obstacle, as well as the pronounced flow acceleration due to the abrupt contraction, can also help to elevate the local TKE* value. In agreement with the results presented in
Figure 11, as one moves in the upstream direction the overall values of TKE* decrease because the flow exhibits less complexity.
Comparison of the results reported here with previous experimental and numerical studies dealing with junction flows, bridge abutments and spur dikes in particular, suggest marked differences. For instance, Koken and Constantinescu [
7] observed C-shaped pockets of high TKE with a double-peak structure inside JV1, near the tip of the spur dike. However, this behavior is not evident in our results presented in
Figure 15. Because of significant differences between the present study and above mentioned work, such as the shape of the flow obstructions, the presence of an inclined channel bank in our case, the measurement techniques, and
number, it is not straight forward to explain the absence of the two peaks in the structure of the high TKE* regions (
Figure 15). It is worth noting that the effect of
number (based on the pier diameter) on the behavior of JV system (e.g., double-peak in TKE structure) has been previously investigated for bridge piers [
31].
The large-scale low-frequency oscillations of the JV system are responsible for the elevation of turbulence intensity [
9]. More specifically, the JV system alternates quasi-periodically between two modes, namely backflow and zero flow modes. An example of the former condition within the first measurement volume (named M_1 in
Figure 2) is illustrated in
Figure 16a. It shows the iso-surfaces of the dimensionless
Q-criterion at a certain instant of time. This back-flow state is generated when an irrotational patch of fluid with high momentum is carried from near the free surface towards the channel bank by the downflow upstream face of the flow obstruction. There, it tries to maintain its irrotationality. Due to its high momentum, it forms a strong near-wall jet that propagates in the direction opposite to the bulk flow [
32]. This pushes the axis of JV1 away from the flow obstruction and transforms its cross-section into an elliptical shape.
The other extreme flow state (zeroflow mode) at the upstream face of the retaining wall is shown in
Figure 16b. It is formed when the path of the previously described reversed flow is blocked by the incoming fluid. This results in a strong vertical ejection of the reversed flow from the boundary along the outer side of JV1, indicated by a black arrow in
Figure 16b. In this situation, the JV1 is relatively smaller than that formed during the backflow mode and tends to be closer to the flow obstruction as the incoming flow pushes it downstream. Note that the coherent structure that was detached from the channel bank (
Figure 16a), is lifted up during the transition from backflow to zeroflow mode (indicated by a maroon arrow in
Figure 16b). See the next section for more details.
The transition from the backflow to the zeroflow mode is initiated by the interaction of JV1 with the bottom boundary layer, which leads to the extraction of BAV with a sign opposite to that inside the JV1 (
Figure 17a). A series of representative snapshots of vorticity contours (
), spanning the time interval that starts with the backflow state and ends with the zeroflow mode, are plotted in
Figure 17. In consecutive time instants, the BAV strengthens and lifts vertically the JV1 (
Figure 17b–e). By this process and the help of incoming flow, JV1 is convected downstream, towards the upstream face of the retaining wall and the complex vortex-to-vortex interactions leads to a rapid breakdown of the JV1 (
Figure 17f). Following its destruction, JV1 reorganizes and the entire process is repeated again in an aperiodic manner. Previous studies dealing with sediment transport have suggested that the transition from backflow to zeroflow mode significantly alters the bed shear stress values and greatly contributes to local scouring [
33,
34]. The onset of BAV is related to the 3D vortex in the close proximity to the wall that exposes it to a strong local adverse pressure gradient. It destabilizes the flow and causes generation of boundary attached vorticities [
12,
35].
The bimodal behavior of the flow at the upstream face of the retaining wall is further investigated by the examination of the probability density functions (pdf) of the non-dimensional vertical velocity fluctuations just upstream of the core of the JV1. This approach has been used as a robust tool to examine the bimodality of the JV system [
8,
36]. The zero instantaneous vertical velocity is shown by a dashed line in each of the pdfs included in
Figure 18. This helps to establish a meaningful connection between the peaks of the pdfs and each of the modes, namely zeroflow and backflow modes. Identifying if the flow is reversed and directed away from the upstream face of the retaining wall depends on whether the instantaneous vertical velocity is zero, or positive. As shown in
Figure 18, the pdf of the vertical velocity fluctuations at various locations over the channel bank depicts a double-peak distribution. During the backflow mode, the reverse flow is almost parallel to the channel bed (
Figure 16a). In this case, the wall-normal velocities are close to zero (left peak in
Figure 18a–d). Once the zeroflow mode occurs, the wall-normal velocities take positive values. This results in another peak emerging on the right of the first one.
Figure 18 also suggests that the velocity difference between the two peaks increases towards the leading edge of the retaining wall (
Figure 18d). This explains the increase of TKE* within the JV1 from over the channel bank to near the tip of the retaining wall (
Figure 15). As one moves away from the retaining wall (in the spanwise direction), the pdf of the velocity fluctuations shows an unimodal distribution (
Figure 18e). A similar behavior was observed within the planes perpendicular to the main flow direction, from near the leading edge of the retaining wall to upstream regions.
3.4. POD Analysis of the Velocity Fluctuations
In an effort to obtain further insights into the underlying flow characteristics, we employed the POD technique that seeks to approximate a high dimensional nonlinear system with a low order (low complexity) model. The POD approach is among the most popular mode decomposition techniques for the extraction and analysis of dominant and energetic turbulent structures. It was first introduced into the turbulence field by Lumley [
37]. Recently, Heydari et al. [
22] examined the effect of upstream channel bank angle on the turbulent flow characteristics and the associated leading POD modes in the vicinity of the leading edge of a longitudinal structure. The POD decomposes a series of spatial data, the velocity fluctuations field in our case, that are collected at various time instants into a minimum number of modes (basis functions) that are orthogonal to each other. The POD modes are arranged in the order of descending energy content, such that their linear combination approximates the original flow [
38]. To estimate the POD modes in the present work, the data obtained with the VPIV system were first arranged in a matrix
X form, such that each one of its columns consisted of measurements taken at a specific instant of time, and the number of rows in
X was equal to the number of data points within the measurement volume of interest times the number of velocity components (three in our case). Next, the singular value decomposition (SVD) of
X was calculated as
, where
and
are unitary matrices characterizing an optimal (in an
sense) rank-
r truncation of the data matrix
, and
is a diagonal matrix characterizing the energy (variance) in each mode. The columns of
contain the spatial structure of each of the POD modes
and the coefficients representing the time evolution of the modes are embedded in the matrix
. The relative importance of the
POD mode
in the approximation of the matrix
is determined by its relative energy content:
where
are the singular values of matrix
X that are ordered in a descending order in the
.
Figure 19a shows the relative energy content of the first twenty energetic POD modes from over the channel bank to near the leading edge of the retaining wall for each of the measurement volumes. The results indicate that in each of the measurement volumes the first eight POD modes capture almost 50% of the total flow energy. The contribution of the first two modes alone, in each of the measurement volumes, adds up to approximately 33%. The relatively low energy content of the first two POD modes, compared to that typically recovered in systems characterized by periodic flow patterns [
12,
39], suggests the aperiodic behavior of the flow [
40]. Yet the rapid exponential decay of energy with increasing mode number, implies that the underlying dynamics are controlled by a small number of modes. To examine the validity of this statement, we compared the original streamwise velocity fluctuation time series obtained at a random point within a vertical plane parallel to the mean flow direction over the channel bank with its POD reconstruction using only the first ten POD modes (
Figure 20). For a better representation a five seconds time window is shown in
Figure 20. The results show that the POD reconstruction can capture in detail the most significant time scales and features of the flow.
Investigation of the energy content of the POD modes within vertical planes parallel to the mean flow direction located beyond the leading edge of the retaining wall indicate that as one moves away from the obstruction, the energy contained in each of the leading POD modes progressively decreases (
Figure 19b). This implies that, consistent with the results reported earlier in
Figure 10, as the lateral distance (
Y direction) from the retaining wall increases, the coherency of the JV system declines and the flow predominantly consists of many small-scale turbulent structures. The same conclusion holds true within the planes perpendicular to the main flow direction (
;
Figure 19c). As discussed earlier, the strong downflow around the leading edge of the retaining wall generates the coherent outer vortices. As one moves in the upstream direction, the downflow becomes less significant and thus the outer vortices become less important.
The iso-surfaces of the first POD mode generated by using the
Q-criterion are visualized in
Figure 21. It shows a well-defined coherent structures that extends from over the channel bank to the tip of the retaining wall (emphasized by a black arrow and is called POD_JV1). Its size, position and orientation implies that this mode is related with the JV1 of the JV system. This POD mode, on average, carries about 24% of the flow energy. The significant values of the
, on the iso-surfaces, near the leading edge of the retaining wall, confirms the high-intensity of the JV1 at that location. This is consistent with the results reported in
Section 3.2. One important observation is that the path of the POD_JV1 exactly follows the high shear region shown in
Figure 13. Therefore, considering its energy content as well, one can conclude that the first POD mode reveals a flow structure that has a significant contribution to the amplification of bed shear stresses and thus to the entertainment of bed particles. Finally, the iso-surfaces in the immediate vicinity of the upstream face of the retaining wall and those upstream of the POD_JV1 are associated with the CV and BAV, respectively.