3.1. Analysis of the Swimming Ability of Juvenile Grass Carp
The swimming ability of fish refers to the duration and intensity of swimming, which is the basis for whether fish can pass obstacles of water velocity [
24]. Generally, the induced velocity, preferred velocity, and critical velocity are used as indicators. By measuring the swimming ability of juvenile Grass Carp, the foundation was laid for studying the influence of river flow on the upstream migration behavior of Grass Carp. The tests of the swimming ability of juvenile Grass Carp included tests of the induced velocity and critical velocity. Each test was repeated 20 times for juveniles with the same body length.
3.1.1. Induced Velocity
Fish sense the direction through the water flow when they are moving, thereby producing a flow response. The minimum flow velocity that can cause a fish to have a flow response is called the fish’s induced velocity. During the experiment, three groups of juvenile Grass Carp were used, with 10 in each group. These were placed in the resting area of the test section of the experimental tank. After acclimatization in still water for 1 h, the experimental flow velocity was gradually increased in increments of 0.5 BL/s, where BL was equal to the length of the experimental fish. At the same time, the swimming behavior of the fish was observed. When 90% of the experimental fish were observed to swim against the current, the flow velocity was taken as the induced velocity of the experimental fish. The movement status of the juvenile Grass Carp is shown in
Figure 9 and
Figure 10. The percentage of error of the experiment was 5%, and the standard deviation was 1.4%.
It can be observed from the figure that when the flow velocity was 0, the juvenile Grass Carp concentrated at the tail of the experiment section and swam freely. As the flow velocity increased, the juvenile Grass Carp gradually adjusted their swimming direction and swam towards the incoming direction. At this point, the flow velocity was determined as the induced velocity.
Induced velocity tests were conducted on juvenile Grass Carp with body lengths ranging from 2 cm to 8 cm. The relationship between induced velocity and the body length of the juvenile Grass Carp is shown in
Figure 11.
From the graph, it can be seen that the induced velocity of juvenile Grass Carp with body lengths ranging from 2 cm to 8 cm increased with an increase in body length, but the rate of the increase in velocity gradually slowed down and eventually stabilized around 0.1 m/s.
3.1.2. Critical Velocity
Critical velocity refers to the maximum velocity that fish can adapt to, and it is an important evaluation index used to measure swimming ability. The critical velocity of juvenile Grass Carp was measured by increasing the flow velocity. In the first step, three preliminary experiments were conducted to estimate the critical velocity of Grass Carp, with one juvenile Grass Carp selected for each preliminary experiment. Before the start of the experiment, the experimental fish were acclimated for 1 h at a flow velocity of 1 BL/s, and then the velocity was increased by 0.4 BL/s every 2 min until the fish became tired, which was defined as when the experimental fish was washed by the current to the steel wire mesh downstream from the experiment section, the fish’s whole body was in contact with the steel wire mesh, and the fish could not swim for more than 20 s. The flow velocity at this time was recorded, and the average flow velocity obtained from the preliminary experiments was taken as an estimate of the critical velocity.
During the formal experiment, the experimental fish were placed in the resting area of the experimental flume, and the flow velocity was adjusted to 1 BL/s. The experimental fish adapted to this water flow for 1 h to eliminate the fear produced by the transfer process. When the formal experiment began, the automatic flow control system was adjusted to increase the water’s flow velocity by 0.5 BL/s every 5 min until it reached 60% of the estimated critical velocity, and then the water’s flow velocity continued to increase. The flow velocity was increased by 15% of the estimated critical velocity every 20 min. At the same time, the swimming behavior of the fish was observed and recorded through video monitoring. When the experimental fish were caught against the wire mesh and could not swim for more than 20 s, the experiment was declared to be over, and the water velocity and swimming time of the experimental fish were recorded. During the experiment, to avoid frightening the experimental fish, no one was allowed to walk around the flume. After the experiment, the experimental fish were fed in other tanks and did not participate in the subsequent experiment.
The formula used for calculating the critical velocity is shown in Formula (3) [
25].
where
is the critical velocity (cm/s); U is the maximum flow velocity that induced fatigue in the experimental fish (cm/s);
is the increase in velocity, which was 15% of the estimated critical velocity (cm/s); t is the time taken from the start of the experiment to when the fish became fatigued (min); and
is the time interval (20 min).
Critical velocity tests were conducted on juvenile Grass Carp with body lengths ranging from 2 cm to 8 cm. The relationship between the critical velocity and the body length of the juvenile Grass Carp is shown in
Figure 12. The percentage of error of the experiment was 5%, and the standard deviation was 1.8%.
It can be seen from the figure that the critical velocity of juvenile Grass Carp increased with an increase in body length, essentially in the form of a power function.
3.1.3. Preferred Velocity
Preferred velocity refers to the most suitable range of velocity among the various velocities that fish can adapt to. Through an investigation of the swimming behavior of juvenile Grass Carp, the preferred velocity of juvenile Grass Carp was analyzed and the curve of suitable velocity for Grass Carp was drawn. Under natural conditions, the swimming behavior of fish is not fixed, and the motion behavior of fish generally changes with changes in the flow velocity. The swimming behavior of juvenile Grass Carp under different flow velocities was explored by analyzing the experimental videos.
When the water velocity was low (u < 0.1 m/s), the flow velocity did not reach the induced velocity of the experimental fish, and the experimental fish swam freely in the test section.
When the water velocity was greater than the induced velocity and less than 60% of the critical velocity, the fish could sense the direction of the current, and the current did not impose stress on the fish. The experimental fish basically kept moving against the current.
When the water velocity was greater than 60% of the critical velocity, the number of fish swimming countercurrent backward increased significantly, but this was also accompanied by occasional countercurrent sprinting behavior. With an increase in the flow velocity, the swimming behavior of the experimental fish, including countercurrent retreats and countercurrent sprints, became more frequent. In this stage, the swimming state of the experimental fish was mainly manifested as countercurrent retreats and countercurrent sprints.
When the water velocity continued to increase beyond 80% of the critical velocity, the experimental fish continuously retreated to the front of the block, and the tail fins of the experimental fish touched the downstream block of the test section. They occasionally sprinted forward, but the distance was very small, generally not more than 1× the body length. At this time, the experimental fish began to be exhausted and finally became stuck in the downstream block, no longer moving.
The observations of the moving behavior of Grass Carp reflected the reaction of the Grass Carp to the current. When the current was not fast enough to reach the induced velocity, the fish’s movement was free. Therefore, when the velocity in a certain zone of the river was too slow, the migratory fish in this zone were unable to identify the direction of the current, resulting in a failure to migrate upstream. When the current reached the induced velocity but did not exceed 60% of the critical velocity, the fish could easily swim against the current. This range of velocity was the preferred velocity for the fish, at which the fish could efficiently complete upstream migration. When the water velocity exceeded 60% of the critical velocity, the fish would feel stress, the muscles of the fish would tense, the frequency of fin movement would increase, and the fish started to continuously sway to complete their upstream migration. With an increase in the velocity and the time of movement, the juvenile Grass Carp began to show countercurrent retreating behavior, failed to complete upstream migration, and even floated with the current when exhausted. At this time, if the fish was injured, even after the water velocity decreased, it would gradually die after a period of time.
On the basis of the comprehensive experimental data and the movement of juvenile Grass Carp, it was found that the induced velocity of juvenile Grass Carp with a body length of 5 ± 0.5 cm was 0.10 m/s, the critical velocity was 0.70 m/s, and the preferred velocity range was between 0.10 m/s and 0.42 m/s. The suitability curve of flow velocity for juvenile Grass Carp is shown in
Figure 13.
3.2. Flow Field in the Reaches of Spur Dikes
A river’s flow will have an important impact on the behavior of fish. Therefore, a study of the impact of spur dikes on the local flow patterns of the river in this section was the basis for exploring the impact of spur dikes on the upstream migration behavior of fish.
The distribution of the flow patterns near the spur dike was relatively complex. According to previous studies and combined with the observed experimental flow field, the flow field near the spur dike was divided into zones, as shown in
Figure 14 [
26], and the flow structure of each zone was analyzed.
According to the characteristic distribution of the flow patterns near the spur dike, there were three characteristic lines, namely, the spur dike’s axis (A-A), the contraction section’s sideline (B-B), and the backflow end’s line (C-C). These three characteristic lines divided the flow area near the spur dike into four sections in the longitudinal direction, as shown in
Table 1.
After backflow occurred and stabilized, there was a curve DEG in which there was positive flow and reverse flow, and these flows were equivalent. In the same discharge section, passing through the curve DEG, the velocity gradually increased to the maximum velocity of the section, and the maximum velocity of the section made up the curve EFH. In this way, the flow area near the spur dike could be horizontally divided into three zones according to the curves DEG and EFH, as shown in
Table 2.
The spur dike could be further divided into nine refined flow zones according to the different characteristics of water flow in different regions, as shown in
Table 3.
With a change in the flow, the spur dike gradually changed from the unsubmerged state in the dry season to the submerged state, and the flow fields of spur dikes in different submerged states were different. In order to study the distribution of the flow field of spur dikes under different flow conditions, the distribution of the flow field on the water surface of the traditional rock-fill spur dike and the spur dike with a permeability of 17.6% under flows of 27.3 L/s, 59.5 L/s, 89.5 L/s, 119.1 L/s, 142 L/s, 156.4 L/s, and 198 L/s was measured. The dike’s axis position was set as the origin of the X axis, with the downstream direction being negative and the upstream direction being positive. The root of the spur dike was set as the origin of the Y axis, with the direction towards the opposite bank being positive. The flow field is shown in
Figure 15.
For simulating the dry season’s flows (Q = 27.3 L/s, Q = 59.5 L/s), the flow discharge was small, the water level was low, the spur dike was not submerged, the velocity in each zone of the spur dike was small, the velocity in the backflow zone was less than 0.1 m/s, and the velocity in the mainstream stabilization zone was 0.2–0.45 m/s. For simulating the normal flow (Q = 89.6 L/s, Q = 119.1 L/s), the spur dike was submerged, the flow velocity in the backflow zone was less than 0.15 m/s, and the velocity in the mainstream transition zone was 0.2–0.45 m/s. The flow velocity in the mainstream stabilization zone was 0.5–0.7 m/s. For simulating the flow in the flood season (Q = 142 L/s, Q = 156.4 L/s, 198 L/s), the flow velocity was relatively high, the flow velocity near the spur dike changed greatly, the flow velocity in the backflow zone was less than 0.25 m/s, the flow velocity in the mainstream transition zone was 0.5–0.7 m/s, and the flow velocity in the mainstream stabilization zone was 0.7–1.0 m/s.
With a change in the flow discharge, the flow pattern of the rock-fill spur dikes and the experimental permeable spur dikes was roughly the same in each zone. According to the zones of the spur dike, the flow velocity in the backflow zone was the lowest, and the area of the backflow zone decreased as the flow increased. The flow velocity in the mainstream stabilization zone downstream from the dike was the largest, and the maximum flow velocity increased as the flow discharge increased. Meanwhile, the area increased as the flow discharge increased. The mainstream transition zone was between the backflow zone and the mainstream stabilization zone, and the area was small, accounting for about one-third of the backflow zone’s area, and the area remained basically unchanged. The velocity in the backflow zone upstream from the dike was basically the same as that in the backflow zone downstream from the dike, but the area of the upstream backflow zone was smaller than that of the downstream backflow zone and decreased as the flow discharge increased. The flow upstream from the spur dike was less affected by the dike, and the range of influence of the spur dike was about 2 m.
There were also some differences in the flow patterns between the rock-fill spur dike and the experimental permeable spur dike.
At the same flow discharge, compared with the permeable spur dike, the water resistance coefficient of the rock-fill spur dike was relatively high, resulting in a larger unit flow in the mainstream stabilization zone. Therefore, the flow velocity in the mainstream stabilization zone of the rock-fill spur dike was greater than that of the permeable spur dike.
There was little difference in the velocity and area of the backflow zone between the rock-fill spur dike and the permeable spur dikes in the dry season. However, in the flood season, when the flow discharge exceeded 142 L/s, the backflow zone upstream from the rock-fill spur dike and the relatively still water zone downstream from the dike basically disappeared, and there was a zone of high-velocity flow downstream from the dike, with the flow velocity increasing with the increase in flow discharge. When the flow reached 198 L/s, due to the high water level in the flood season, the overtopping flow formed a waterfall, greatly increasing the velocity downstream from the dike, leading to the disappearance of the backflow zone.
As the water resistance coefficient of a permeable spur dike is relatively small compared with that of rock-fill spur dikes, the water upstream from the dike flows downstream through the permeable holes, reducing the overtopping flow discharge; moreover, the WES-like profile slows down the overtopping current. Therefore, in the flood season, the area of the backflow zone of the permeable spur dike was larger than that of the rock-fill spur dike, and the flow velocity in the backflow zone was smaller than that of the rock-fill spur dike, with no zone of high-velocity flow in the backflow zone of the permeable spur dike.
3.3. Upstream Migration of Grass Carp in Sections of the Spur Dike
Migration has a significant impact on some fish species, and this behavior is very sensitive to variations in flow. The establishment of spur dikes will partially block the river channel, affecting the local distribution of flow velocity in the river channel, which will affect the upstream migration route of the fish and the success rate of upstream migration. Therefore, it is important to quantify the relationship between the diversity of flow velocity in a channel under the influence of spur dikes and the success rate of upstream migration by fish.
3.3.1. The Diversity of Flow Velocity
In landscape ecology, a landscape’s heterogeneity refers to the spatial variability of the resources that play a decisive role in the existence of a species in the landscape. Spatial heterogeneity is the main focus of research into a landscape’s heterogeneity. The number and size of different types of patches are often used to measure the intensity of spatial heterogeneity [
27]. The method of analyzing spatial heterogeneity was used to analyze the diversity of the river’s flow under the influence of a spur dike, and the flow velocity factor was divided into different patches to measure the diversity in the flow velocity in local river sections.
The flow velocity factor was divided into patches according to the suitability of the flow velocity for fish. The species of fish in this study was Grass Carp, and the length of the experimental fish was 5 cm. According to the results in
Section 3.1, the induced velocity of the juvenile Grass Carp was 0.1 m/s and the critical velocity was 0.7 m/s. We divided the flow velocities between 0 and the critical velocity (0.7 m/s) into 0.1 m/s intervals.
Shannon [
28] introduced the concept of entropy into information theory to represent the average amount of information sent by a signal source. Information entropy is a measure of the uncertainty of discrete random variables. The formula for its calculation is as follows:
where p (x
i) is the probability of event xi occurring in the probability system and I(x
i) is the amount of information contained in the event,
) =
. In actual calculations, the natural logarithm with the constant e as the base was used in Equation (3). The more uncertain and complex a random event is, the greater the information entropy will be.
Information entropy is also called the Shannon diversity index. Because the Shannon diversity index can represent a system’s complexity and diversity, it is widely used in ecology, landscape ecology, and other fields to reflect biodiversity and a landscape’s heterogeneity.
In this study, the Shannon diversity index was selected to measure the degree of differentiation of flow velocity patches in the reaches of a spur dike. Based on the results of calculating this index, the river’s flow velocity diversity index H
v was obtained.
where H
v is the diversity index of flow velocity;
i is 1, 2, 3, 4, 5, 6, 7, or 8; n is the number of patch types of the flow velocity factor; and P
vi is the ratio of the area of the ith flow velocity patch to the total area of the calculation zone. The larger the diversity index H
v of the river’s flow velocity, the more diverse the flow in the spur dike’s reach will be.
On the basis of the experimental results of the hydraulic characteristics of spur dikes in
Section 3.2, the percentages of each velocity patch area in the total area of the traditional rock-fill spur dike and the experimental permeable spur dike under different discharge rates were calculated, and the law of the variation in the flow velocity diversity index H
v with flow discharge was analyzed. The percentage of each patch area at different flow discharge rates (
Q) is shown in
Figure 16.
The velocity diversity index (
Hv) under different flow discharges rates (
QL/s) was calculated according to the proportion of the area with different velocities at different levels of flow, as shown in
Table 4.
The influence of flow discharge on the velocity diversity index is shown in
Figure 17.
It can be seen from
Table 4 and
Figure 17 that in the dry season (
Q < 59.5 L/s), due to the low overall velocity of the river, the flow velocity diversity index was basically the same for the permeable spur dike and the rock-fill spur dike. With an increase in the river’s flow discharge, the flow velocity diversity index in the reach of the permeable spur dike was greater than that in the reach of the rock-fill spur dike. This is because of the existence of permeable holes in the permeable spur dike’s body. The current upstream from the dike flows into the area downstream from the dike through a section of pipes and interacts with the overflow current and the backflow current, forming a variety of currents with different flow patterns and velocities.
Overall, the velocity diversity index increased with an increase in the river’s flow discharge, basically showing an exponential function relationship. However, in the flood season (Q > 142 L/s), the greater the flow discharge, the lower the flow velocity diversity index. This is because during the flood season, the river’s water level and the flow velocity are high, so the effect of spur dikes on the river’s flow is reduced, and the river is basically in a high-velocity state.
3.3.2. The Effect of the Flow Velocity Diversity Index on the Success Rate of Upstream Migration by Grass Carp
The upstream migration behavior of fish is very sensitive to changes in flow velocity, and the distribution of flow velocity will affect the fish’s selection of the upstream migration path. The fish will choose paths that minimize energy consumption during the process of upstream migration. The construction of spur dikes alters the original flow state of river channels and creates regions with a variety of flow velocities, which will have a direct impact on the upstream migration path of the fish, thereby affecting the success rate of upstream migration.
In this experiment, the upstream migration path of juvenile Grass Carp with a body length of 5 cm was studied. Due to experimental limitations, it was not possible to accurately identify the experimental fish using video processing software. Therefore, the video was separated into pictures frame by frame, the plane of the experimental tank was grided, and the fish were manually identified from the extracted images. Taking the head of the experimental fish as the reference point, and extracting the grid data of the moving position of the fish in each frame, the track of the movements of the experimental fish was drawn using data processing software.
Under a fixed flow discharge, the velocity in each flow zone of the spur dike varied, and the movement of the experimental fish changed with the flow zone, resulting in many types of upstream migration paths. On the basis of an overall analysis of the experimental results, the upstream migration of Grass Carp could be divided into three types: upstream, stranding, and returning.
During the dry season (
Q = 27.3 L/s,
Q = 59.5 L/s), the experimental fish could swim easily without water stress in the mainstream zone and the mainstream transition zone. During the normal flow season (
Q = 89.6 L/s,
Q = 119.1 L/s), most of the experimental fish displayed upstream migration behavior in the backflow zone and the mainstream transition zone downstream from the dike. Due to the turbulence, backflow, and vortexes in the backflow zone downstream from the dike, the experimental fish in the backflow zone easily lost direction. After constant trying and wandering, some experimental fish would sprint across the dike’s head and then move upstream. When the spur dike was permeable, due to the existence of the permeable hole, when the experimental fish moved near the permeable hole downstream from the dike, they could sense the direction of the incoming flow, pass through the permeable hole, reach the area upstream from the dike, and then continue to complete the process of upstream migration. The routes of upstream migration are shown in
Figure 18.
- 2.
Stranding
During the dry season (
Q = 27.3 L/s), the flow velocity in the backflow zone was less than 0.1 m/s, which did not reach the induced velocity of the experimental fish. Some experimental fish in the backflow zone were unable to correctly find the upstream direction, and the experimental fish hovered in a large area of the water. In the flood season (
Q > 142 L/s), the flow velocity downstream from the dike was large, and the experimental fish were unable to migrate upstream due to water stress and finally wandered and stayed within a small range. During the flood season (
Q > 142 L/s), almost all of the experimental fish migrated upstream along the sidewall of the flume on one side of the spur dike to the zone of slow flow downstream from the spur dike, where the velocity was low, and they would become stranded there. When the spur dike was permeable, during the normal water season (
Q = 119.1 L/s), some experimental fish would pass through the permeable holes and rest in the backwater zone upstream from the dike, ultimately becoming stranded upstream from the dike. The migration routes of stranding are shown in
Figure 19.
- 3.
Returning
During the dry season (
Q = 27.3 L/s), the experimental fish in the backflow zone downstream from the spur dike were unable to accurately sense the direction of the incoming flow and swam freely downstream. When the experimental fish in the backflow zone downstream from the dike attempted to migrate upstream through the dike’s head during the normal water season (
Q = 119.1 L/s), some of the weaker experimental fish retreated backward due to the high velocity and intensity of turbulence in the mainstream zone of the dike’s head. The migration routes of returning are shown in
Figure 20.
By analyzing the upstream migration paths of Grass Carp, the upstream type of migration can be considered to be successful, while stranding and returning can be considered to be unsuccessful. The impact of the diversity of flow velocity on Grass Carp’s upstream migration was verified by calculating the success rate. The success rate of upstream migration indicates the ratio of the number of fish that successfully migrated upstream to the total number of fish under different flow discharge rates after the spur dike was established, and it is calculated as follows:
where
ARR is the success rate of upstream migration, N
i is the number of fish that succeeded in the
ith experiment, N is the total number of fish released in each experiment, and n is the number of experiments.
The results of the success rate of upstream migration of Grass Carp under different flow discharges are shown in
Table 5.
The relationship between the flow velocity diversity index of the river and the success rate of upstream migration is shown in
Figure 21.
It can be seen from the figure that the success rate of the upstream migration of fish initially shows a linear growth trend with an increase in the velocity diversity index, but there is a turning point when it exceeds the critical point, and the success rate of upstream migration decreases sharply with an increase in the velocity diversity index, as shown in the lower right-hand corner of
Figure 21. This turning point is when the river velocity reaches 60% of the critical velocity of the fish. When the flow velocity of the river exceeds 60% of the critical velocity of Grass Carp, the current will hinder the upstream migration behavior of the fish, and the greater the flow velocity, the greater the obstruction. During the flood season, the flow velocity exceeds the critical velocity of Grass Carp, which makes it difficult for Grass Carp to swim against the current, and long-term exposure to such conditions will cause damage to the fish’s bodies. Therefore, few experimental fish could successfully migrate upstream in the flood season, so the success rate of upstream migration in Grass Carp is close to zero at this time.