Water Quality as an Indicator of Stream Restoration Effects—A Case Study of the Kwacza River Restoration Project

: River restoration projects rely on environmental engineering solutions to improve the health of riparian ecosystems and restore their natural characteristics. The Kwacza River, the left tributary of the Słupia River in northern Poland, and the recipient of nutrients from an agriculturally used catchment area, was restored in 2007. The ecological status of the river’s biotope was improved with the use of various hydraulic structures, including palisades, groynes and stone islands, by protecting the banks with trunks, exposing a fragment of the river channel, and building a by-pass near a defunct culvert. The effects of restoration treatments were evaluated by comparing the physicochemical parameters of river water along the 2.5 km restored section between the source and the mouth to the Słupia, before restoration and 6 years after hydrotechnical treatments. A total of 18 physicochemical parameters were analyzed at 10 cross-sections along the river. The greatest changes were observed in the concentrations of NO 3 − -N and NH 4+ -N, which decreased by 70% and 50%, respectively. Dissolved oxygen concentration increased by 65%. Chloride values increased by 44%, and chlorophyll-a concentration increased by 30% after the project. The cut-off channel (by-pass), semi-palisades, and single groynes were the treatments that contributed most to water quality improvement. The results of this study indicate that river restoration projects can substantially reduce nitrogen pollution, which is particularly important in agricultural areas. Such measures can effectively reinstate natural conditions in river ecosystems. Hydrochemical monitoring is required to control the parameters of restored rivers. the riparian system had not yet been fully stabilized. Our results indicate that continuous and discrete monitoring of the Kwacza River supports effective prediction of the relationships between


Introduction
River ecosystems are influenced by a variety of anthropogenic factors. Their structure and function respond to both abiotic and biotic factors. Abiotic components such as hydrology [1][2][3], geomorphology [4,5], hillslope-riparian interactions [6], groundwater-surface-water interactions [7,8], nutrient availability [9][10][11], light [12], dissolved gases [13], and water chemistry [14], play an important role in the development of biological communities in streams and rivers. These external determinants may be regarded as bottom-up controls of the trophic chain [15]. The interactions in lotic ecosystems sediments in dry-wet cycles in shallow side-channels may affect riverine water due to increased surface water exchange with the main river channel. Skerne River [29][30][31][32] Water pollution By-pass creation, reconnection of former meanders Forming riverbed sections parallel to the "old" riverbed, restoring connections with an oxbow lake Cole River (UK) [29,30] Bioengineering structures, introducing macrophyte species Introduction of native plants along the stream and bioengineering structures to stabilize the stream channel and reduce stream bank erosion and sediment loads in the stream. Introduction of macrophytes which are capable of assimilating chemical elements Avone, Marden, and Kennet Rivers (UK) [28,33] The key components and interactions which determine the success of river basin restoration projects are generally difficult to quantify due to the complexity of river ecosystems. This is probably the main reason why very few programs undergo systematic post-intervention evaluation, despite an increase in the number of implemented restoration projects [23,34]. The most common and recommended method for assessing restoration-induced changes in river ecosystems is water quality monitoring [34] and monitoring of biotic components, mainly benthic invertebrates [12,18,34]. According to Viswanathan et al. [35], changes in the hydrological regime of a river resulting from the deployment of various hydraulic structures in the riverbed improve habitat heterogeneity [19,36], and increase the quantity of benthic organic matter (BOM) [36], algae [37], and microorganisms [38]. These changes contribute to gross primary production (GPP), which increases the concentration of dissolved organic carbon (DOC) under exposure to sunlight [39]. Nitrogen is fixed by microorganisms, which combined with higher GPP, decreases the concentration of available nitrogen. The above mechanism decreases the fertility of river water, which is the main objective of many restoration projects [40].
The overall objective of our study was to investigate the effectiveness of stream restoration techniques in improving water quality in an impaired stream of an agricultural catchment. We hypothesized that the hydrotechnical structures deployed in the restored river section will modify the morphology of the riverbed, will increase the heterogeneity of floodplain habitats, and will contribute to water quality improvement. We set out to determine which of the applied restoration techniques delivered the anticipated effects and could be recommended for future projects as solutions that most effectively restore river ecosystem health. In the present study, only abiotic components and the key interactions between the physicochemical parameters of the river system were considered. Therefore, the aim of this study was to present the treatments applied in the project to restore the Kwacza River ecosystem, to identify the most important correlations between hydrotechnical treatments and abiotic components, to predict the effects of the restoration project six years after its completion, and to analyze various methods for evaluating the progress of restoration. We hope that the presented results will be useful in other restoration projects, and will provide a rational basis for setting appropriate and cost-effective goals for ecosystem recovery.
The Kwacza River catchment is located in the center of the Pomerania Region (northern Poland) and covers an area of 85 km 2 . The Kwacza River is a tributary of the middle Słupia River, the main river in the region. Kwacza has a length of 42.6 km between its source and its mouth in the Słupia River (latitude: 54 • 23 29 N, longitude: 17 • 02 01 E). The hydrographic network of the Kwacza River consists of many small watercourses, some of which have been highly transformed by hydrotechnical structures for the needs of stream restoration, in particular in its lower course where the Kwacza River meets the Słupia River. The river catchment has been nearly entirely reclaimed. Wetland areas were drained and converted into grasslands (Table 2). The flow of the Kwacza River was partially diverted into a by-pass ditch to irrigate meadows and grasslands [18]. Peat was excavated across a large area in the river catchment. The river basin was used less for agricultural purposes during the economic crisis of the late 1980s. Drainage canals and the irrigation system ceased to operate. Plant succession in peatlands led to the development of meadow plant communities, including sedges, willow scrubs, and riparian forests. These processes induced changes in rush vegetation and contributed to the expansion of plant communities of the class Molinio-Arrhenatheretea [41]. At present, arable lands are predominant in the upper and middle parts of the Kwacza River catchment.

Hydrometric Measurements
Hydrometric measurements were carried out in 2007 (before restoration, T+0) and 2013 (after restoration, T+6) at 10 river cross-sections ( Figure 1) to compare the changes in hydrodynamics. At each cross-section, three vertical profiles of flow velocity (v, m·s −1 ), on both shores and in the middle of the riverbed, were measured every three months with an electromagnetic flow meter (Valeport Ltd., 803 moel, Devon, UK). Streamflow (Q, m·s −3 ) was calculated using mean flow velocity and cross-sectional area at site K-10. Water levels in the Kwacza and Słupia Rivers were monitored with the TD-Diver submersible data logger (Van Essen Instruments, Delft, The Netherlands) at hourly intervals. The results were compensated with the Baro-Diver data logger for real-time atmospheric pressure monitoring (Van Essen Instruments, The Netherlands).

Water Quality Sampling
In situ measurements were performed and water samples were collected from each study site (K1-K10 and S) on a monthly basis during six summer months, both before and after restoration. A total of 120 samples were collected from the Kwacza River and 12 samples were collected from the Słupia River. Physicochemical parameters, including water temperature, electrolytic conductivity (EC), pH, dissolved oxygen (DO, mg·L −1 ), oxygen saturation (DO, %), chlorophyll-a (Chl-a), total dissolved solids (TDS), and salinity, were measured in situ with a calibrated YSI 6600 multiparametric probe (Ohio, USA). Ion concentrations in water samples were assessed in a laboratory where cations (Ca 2+ , Na + , K + , and Mg 2+ -NH 4 + -N) and anions (NO acid and ammonium molybdenate. The unfiltered fraction of P was determined by acid digestion, followed by peroxidisulphate oxidation and the addition of ammonium chloride [42]. Chemical oxygen demand (COD Cr ) was measured with potassium dichromate. All chemical parameters were assessed with the use of standard analytical methods [43]. Annual loading, expressed as the product of average flow (Q, m·s −3 ) and the concentration of an individual element in water (mg·L −1 ), was calculated in tonnes·year −1 , while its load outflowing from a unit catchment area was determined in kg·year −1 ·km −2 .

Data Analysis
The significance of differences between mean values was determined using the Mann-Whitney U test. The initial critical probability value was set at p < 0.05. Ordination techniques were used to describe the relationships between the groups of water parameters (pH, EC, DO, PO 4 -P, NH 4 -N, NO 3 -N, and Cl − ) and environmental variables (distance to the river mouth and discharge Q). The length of the gradient determined by Detrended Correspondence Analysis of plant communities was <2 SD, which suggests that principal component analysis (PCA) was the appropriate method [44,45]. PCA was performed to validate the distribution of water parameters between the studied periods (T+0 and T+6).
Generalized Additive Models (GAMs) were used to test the importance of environmental variables for treatments. Two different datasets, one for each sampling period (T+0 and T+6), were used in GAM analyses to avoid dependence in the datasets. Eight environmental variables were selected for analysis from the measured parameters. The selected variables included WQ variables (NH 4 + -N and NO 3 − -N) and a landscape variable (distance to the river mouth). The above parameters were chosen to minimize redundancy in the set of explanatory variables during regression analysis. All variables were log-transformed (log10(x + 1)) to reduce the effect of outliers. GAM calculations were performed with CANOCO software. The variables for the final model were obtained by automatic stepwise selection, and the Akaike Information Criterion (AIC) was used to select the best model with increasing complexity (degrees of freedom equal to 1, 2, and 3). The increase in deviance caused by each variable included in the model and obtained by stepwise selection was tested, and only variables that caused a significant increase in deviance were retained in the final model. When overdispersion was detected, the F-test was performed instead of the Chi-square test to determine the significance of the deviance explained by each selected variable [44]. Drop contribution was used to identify the contribution of each explanatory variable, and it was expressed as the decrease in deviance resulting from the elimination of a variable from the final model [44,45].

Hydrological Characteristics
The hydrological conditions observed at the studied sites in 2007 and 2013 were characteristic of river networks with a complex hydrological regime in the temperate zone. The mean discharge of the Słupia River at the gauging station in Słupsk was estimated at Q < 14 m 3 ·s −1 . In spring, discharge usually increases due to melt water, it increases in summer due to rainfalls, and is minimal in autumn. Overflows and backward flows from the Słupia to the Kwacza were not observed in the analyzed periods. Before the restoration project, the hydrological regime of the Kwacza River was marked by ground-rain-melt supply with an average flow of 0.41 m 3 ·s −1 (Table 3).
Overland flow was similar to other rivers in that region, and it was estimated at 6.0 L·s −1 ·km −2 . No significant changes in mean water stage were observed along the restored section. In the T+6 period, both water flows and water stages were somewhat lower in sites K1 and K10 relative to T+0, which could be associated with the draining effect of the Słupia River during low water stage, especially in the summer of 2013. The applied hydrotechnical structures generally decreased flow velocity along the restored section of the Kwacza River, and water retention time increased after the reconstruction of the river's cross-sectional geometry ( Table 3). The most significant changes in water flow were observed in sites where double groynes (K6) and stone islands (K8) had been introduced (Figures 1 and 2).
The narrowing of the river channel increased channel depth and maximum flow velocity in the cross-section to 0.9 m·s −1 . The applied structures induced clear changes in streamflow velocity (U test, p < 0.01). In the T+0 period, mean flow velocity was higher than in the T+6 period only at sites K1, K2, and K10 (1.5-fold and 6.5-fold, respectively) ( Figure 2). In the remaining sites, restoration works contributed to a significant increase in water velocity. The highest velocities were noted in the cross-section with stone islands (K6) where water current reached 1.2 m·s −1 , and in the double groynes (K5) and double semi-palisade (K7) where water current increased to 1.1 m·s −1 . Both the groynes and the semi-palisade contributed to significant stabilization of water levels.

The Hydrochemical Characteristics of Water in the Kwacza River before and after Restoration
The results of the analysis of discrete samples collected before and after restoration from 10 sampling sites between the up-stream (K1) and down-stream (K10) segments of the Kwacza River, and from the main Słupia channel as the reference site, are shown in Table 1. The values of most water quality parameters were higher in the Kwacza River than in the Słupia River. Nutrient concentrations (PO4 3− -P, NO3 − -N, and NH4 + -N) were elevated along the studied section of the river, in particular before restoration. During this period, a decrease in pH and nitrogen compounds was observed between sites K1 and K10, and an increase was noted in DO and Cl − .
A comparison of selected physical and chemical parameters between K1 and K10 before and after restoration revealed considerable differences ( Figure 3). The values of most parameters clearly decreased after restoration, and the greatest decrease was noted in pH, DO, NO3 − -N, and NH4 + -N (U test, p < 0.0001). The mean values of EC, Cl − (p < 0.001), and Chl-a (p < 0.01) decreased significantly, whereas the drop in PO4 3− -P concentration was on the brink of statistical significance (Figure 3).

The Hydrochemical Characteristics of Water in the Kwacza River before and after Restoration
The results of the analysis of discrete samples collected before and after restoration from 10 sampling sites between the up-stream (K1) and down-stream (K10) segments of the Kwacza River, and from the main Słupia channel as the reference site, are shown in Table 1. The values of most water quality parameters were higher in the Kwacza River than in the Słupia River. Nutrient concentrations (PO 4 3− -P, NO 3 − -N, and NH 4 + -N) were elevated along the studied section of the river, in particular before restoration. During this period, a decrease in pH and nitrogen compounds was observed between sites K1 and K10, and an increase was noted in DO and Cl − . A comparison of selected physical and chemical parameters between K1 and K10 before and after restoration revealed considerable differences ( Figure 3). The values of most parameters clearly decreased after restoration, and the greatest decrease was noted in pH, DO, NO 3 − -N, and NH 4 + -N (U test, p < 0.0001). The mean values of EC, Cl − (p < 0.001), and Chl-a (p < 0.01) decreased significantly, whereas the drop in PO 4 3− -P concentration was on the brink of statistical significance ( Figure 3).

The Hydrochemical Characteristics of Water in the Kwacza River before and after Restoration
The results of the analysis of discrete samples collected before and after restoration from 10 sampling sites between the up-stream (K1) and down-stream (K10) segments of the Kwacza River, and from the main Słupia channel as the reference site, are shown in Table 1. The values of most water quality parameters were higher in the Kwacza River than in the Słupia River. Nutrient concentrations (PO4 3− -P, NO3 − -N, and NH4 + -N) were elevated along the studied section of the river, in particular before restoration. During this period, a decrease in pH and nitrogen compounds was observed between sites K1 and K10, and an increase was noted in DO and Cl − .
A comparison of selected physical and chemical parameters between K1 and K10 before and after restoration revealed considerable differences ( Figure 3). The values of most parameters clearly decreased after restoration, and the greatest decrease was noted in pH, DO, NO3 − -N, and NH4 + -N (U test, p < 0.0001). The mean values of EC, Cl − (p < 0.001), and Chl-a (p < 0.01) decreased significantly, whereas the drop in PO4 3− -P concentration was on the brink of statistical significance (Figure 3).  (Table 4), and these parameters were most sensitive to changes in habitat conditions. Table 4. Physical and chemical properties (mean ± SD, range) of water in the Kwacza and Słupia Rivers before and after restoration. Abbreviations: ±SD-standard deviation, cv-coefficient of variation (%), Tw-water temperature, EC-electrolytic conductivity, DO-dissolved oxygen, COD-chemical oxygen demand, TDS-total dissolved solids.  9.6 ± 0.0 9.6-9.6 0 9.5 ± 0. The changes in WQ resulting from restoration activities on the Kwacza River were referenced to the hydrochemical background of the Słupia River, the recipient of the Kwacza outflow. Both before and after the restoration, the mean PO4 3− -P concentration was almost 3-fold higher in the Kwacza than in the Słupia, while COD and Chl-a concentrations were nearly 2-fold higher (Table 4). In the period before the restoration (T+0), the greatest differences were observed in the values of NO3 − -N  (Table 4), and these parameters were most sensitive to changes in habitat conditions. The changes in WQ resulting from restoration activities on the Kwacza River were referenced to the hydrochemical background of the Słupia River, the recipient of the Kwacza outflow. Both before and after the restoration, the mean PO 4 3− -P concentration was almost 3-fold higher in the Kwacza than in the Słupia, while COD and Chl-a concentrations were nearly 2-fold higher (Table 4). In the period before the restoration (T+0), the greatest differences were observed in the values of NO 3 − -N and NH 4 + -N, which were 7-fold and 4-fold higher in the Kwacza than in the Słupia, respectively.

Parameters
After restoration (T+6), only 2-fold differences were noted in the above mineral nitrogen forms. The concentrations of Ca and Cl were also significantly higher in the Kwacza than in the Słupia. The remaining parameters did not differ significantly between the analyzed periods. Table 4. Physical and chemical properties (mean ± SD, range) of water in the Kwacza and Słupia Rivers before and after restoration. Abbreviations: ±SD-standard deviation, cv-coefficient of variation (%), T w -water temperature, EC-electrolytic conductivity, DO-dissolved oxygen, COD-chemical oxygen demand, TDS-total dissolved solids.

Changes in Water Quality Induced by Restoration Treatments
The restoration of the Kwacza River induced the most pronounced changes in water quality in the vicinity of the by-pass (K2), semi-palisade (K1), and groynes (K5 and K6). The greatest changes were noted in chloride concentrations (Figure 3), which were significantly higher in T+6 than in T+0. After restoration, the concentrations of Chl-a and ammonia nitrogen peaked in the insolated area (K7), whereas pH value and EC were significantly influenced by the single semi-palisade (Table 5). As a result of the restoration, the mean concentration of NO 2 − -N decreased 1.5-fold between sites K1 and K10, but it remained 5-fold higher than in the Słupia River (Tables 4 and 6). Similar observations were made in the mean concentration of nitrate nitrogen (Table 6). Only the concentration of NH 4 + -N was higher in the Kwacza than in the Słupia. The differences in nutrient loads carried by the Kwacza River were compared in the T+6 period after the completion of the restoration project. The comparison revealed that altered hydrological conditions and decreased nutrient inputs contributed to a decrease in the amount of substances transported by the river (Table 6). After the restoration of the Kwacza River, the amount of total dissolved matter transported annually by the river at site K10 decreased by 7%, from 7.3 tonnes·year −1 to 6.8 tonnes·year −1 . However, the annual loss of chemical elements per unit area from the Kwacza catchment remained higher even after the restoration period, and amounted to 80 kg·year −1 ·km −2 . A comparison of the annual loads carried by the river in K10 before and after restoration revealed that the amount of nitrate-N decreased by 64%, NH 4 + -N by 50%, K + by 12%, and Na + and Cl − by 9%. In contrast, the newly created habitats did not influence the amount of P carried by the river at site K10 (Table 6). Calcium was the only studied macroelement whose loads increased (by 11%) after restoration. Six years after installation, the restoration system contributed to the removal of 12 kg NO 3 − -N per year (57%), and it increased K + and Mg 2+ loads by 1 kg between up-stream (K1) and down-stream (K10) segments of the Kwacza River. Unlike the loss of nitrate-N induced by the installed structures in the riverbed, phosphates were not limited by the restoration project. The changes in the remaining chemical elements were not identified or were not statistically significant (p < 0.05).

Ordination Analyses
The general trends and the spatial distribution of the variables correlated with the principal components were analyzed based on the results of the PCA ( Figure 4A). Seven hydrological, physical, and chemical parameters which are reliable indicators of ecosystem quality were ultimately selected from the group of 17 environmental variables analyzed in the ordination. One physical parameter (temperature) and 10 chemical parameters (COD, TDS, K + , Na + , Mg 2+ , Ca 2+ , Cl − , TP, NO 2 − -N, and Chl-a) were not included in the model because they were redundant, or did not significantly contribute to the quality of the results. The PCA revealed differences in the distribution of nutrients and other water parameters in the evaluated periods ( Figure 4B. Both canonical axes explained more than 60% of variance in the period T+0 and 75% in the period T+6. The first axis was most influenced by the concentrations of nitrogen compounds and PO 4 3− -P before restoration, and by PO 4 3− -P and EC values after restoration.
The second axis was most influenced by flow velocity in the T+0 period, and by DO and, partially, by velocities in the T+6 period.
The PCA analysis comprehensively illustrates the relationships between the studied water parameters, and in particular the negative correlation between flow velocity versus EC and PO 4 3− -P ( Figure 4A). A comparison of PCA results for the Kwacza River before and after restoration ( Figure 4B) revealed the significant role of DO in nutrient removal. A local increase in water flow velocity increased water oxygenation and contributed to nitrification. The removal of nitrate-N appeared to be strongly influenced by hydraulic residence time in the restored segments of the river. The PCA analysis comprehensively illustrates the relationships between the studied water parameters, and in particular the negative correlation between flow velocity versus EC and PO4 3− -P ( Figure 4A). A comparison of PCA results for the Kwacza River before and after restoration ( Figure  4B) revealed the significant role of DO in nutrient removal. A local increase in water flow velocity increased water oxygenation and contributed to nitrification. The removal of nitrate-N appeared to be strongly influenced by hydraulic residence time in the restored segments of the river.

Generalized Additive Model (GAM)
Three GAMs illustrating total nitrate nitrogen and ammonia nitrogen concentrations were developed for each sampling period (T+0 and T+6). The distance to the river mouth was the only parameter in the final GAM for T+0 and T+6 sampling periods.
All variables were bound by a negative linear or a quasi-linear correlation with selected WQ parameters. A positive quasilinear relationship with nitrate nitrogen was observed in both T+0 and T+6 ( Figure 5). For ammonia nitrogen, different variables from each dataset (before and after restoration) were selected in the final GAM. Interestingly, the GAM for ammonia nitrogen concentrations revealed a positive quasilinear response both in T+6 and T+0. However, some of the relationships determined in GAM analyses should be interpreted with caution because confidence intervals were wide, in particular in the upper limit of the gradient (e.g., the river mouth after restoration; Figure 5).

Generalized Additive Model (GAM)
Three GAMs illustrating total nitrate nitrogen and ammonia nitrogen concentrations were developed for each sampling period (T+0 and T+6). The distance to the river mouth was the only parameter in the final GAM for T+0 and T+6 sampling periods.
All variables were bound by a negative linear or a quasi-linear correlation with selected WQ parameters. A positive quasilinear relationship with nitrate nitrogen was observed in both T+0 and T+6 ( Figure 5). For ammonia nitrogen, different variables from each dataset (before and after restoration) were selected in the final GAM. Interestingly, the GAM for ammonia nitrogen concentrations revealed a positive quasilinear response both in T+6 and T+0. However, some of the relationships determined in GAM analyses should be interpreted with caution because confidence intervals were wide, in particular in the upper limit of the gradient (e.g., the river mouth after restoration; Figure 5).

Discussion
River catchments in the temperate climate zone are characterized by high ground water levels and frequent spring floods; therefore, agricultural activities can compromise water quality in catchment areas [2,46]. In farmland situated in the vicinity of rivers, fertilization and agricultural treatments contribute to uneven distribution of mineral compounds and contamination of surface and underground waters with nutrients, mostly nitrogen and phosphorus [8,[46][47][48][49][50].
Farmland is reclaimed to move excess surface water, which accelerates the runoff of chemical pollutants from fertilizers and anthropogenic substances, induces biochemical transformations in habitats, and influences water quality [51,52]. These processes pose a particular threat for river catchments with mostly light or sandy soils. This is also the case in the Kwacza River basin where excess nutrients are easily discharged with rain water [45]. River sections where riparian vegetation is lost are more exposed to pesticides and fertilizers. These factors could be chiefly responsible for the decrease in ecosystem biodiversity [8,48,53].
In the past, water quality management was rarely taken into consideration in river restoration projects [54,55]. The emphasis was placed on the restoration of habitat diversity and biotic communities in rivers and adjacent areas. The main goal of the Kwacza River restoration project was to stimulate the development of habitat heterogeneity in the riverbed along a 2.5 km-long section. During this process, mud deposits in the riverbed were replaced with sand to create favorable breeding grounds for the Atlantic salmon Salmo salar L. and sea trout Salmo trutta m. trutta L., and to create slow-moving resting areas for migratory species [54]. In the present paper, we focused on the role of the installed hydrotechnical structures in improving river water quality.
The restoration of the Kwacza River began in T+0, and the first measurable effects could be expected six years after the project's completion (Table 3). In the pre-restoration period, the removal rates of NH4 + -N, NO3 − -N, PO4 3− -P, Cl − , and selected cations were low, and NO2 − -N and TP concentrations increased in the studied section of the river (Table 5). After restoration, hydrotechnical treatments and greater insolation enhanced river self-purification processes. The

Discussion
River catchments in the temperate climate zone are characterized by high ground water levels and frequent spring floods; therefore, agricultural activities can compromise water quality in catchment areas [2,46]. In farmland situated in the vicinity of rivers, fertilization and agricultural treatments contribute to uneven distribution of mineral compounds and contamination of surface and underground waters with nutrients, mostly nitrogen and phosphorus [8,[46][47][48][49][50].
Farmland is reclaimed to move excess surface water, which accelerates the runoff of chemical pollutants from fertilizers and anthropogenic substances, induces biochemical transformations in habitats, and influences water quality [51,52]. These processes pose a particular threat for river catchments with mostly light or sandy soils. This is also the case in the Kwacza River basin where excess nutrients are easily discharged with rain water [45]. River sections where riparian vegetation is lost are more exposed to pesticides and fertilizers. These factors could be chiefly responsible for the decrease in ecosystem biodiversity [8,48,53].
In the past, water quality management was rarely taken into consideration in river restoration projects [54,55]. The emphasis was placed on the restoration of habitat diversity and biotic communities in rivers and adjacent areas. The main goal of the Kwacza River restoration project was to stimulate the development of habitat heterogeneity in the riverbed along a 2.5 km-long section. During this process, mud deposits in the riverbed were replaced with sand to create favorable breeding grounds for the Atlantic salmon Salmo salar L. and sea trout Salmo trutta m. trutta L., and to create slow-moving resting areas for migratory species [54]. In the present paper, we focused on the role of the installed hydrotechnical structures in improving river water quality.
The restoration of the Kwacza River began in T+0, and the first measurable effects could be expected six years after the project's completion (Table 3). In the pre-restoration period, the removal rates of NH 4 + -N, NO 3 − -N, PO 4 3− -P, Cl − , and selected cations were low, and NO 2 − -N and TP concentrations increased in the studied section of the river (Table 5). After restoration, hydrotechnical treatments and greater insolation enhanced river self-purification processes. The above can be attributed to greater differences in the morphological parameters of the river channel as well as the introduction of macrophytes, which substantially decrease flow velocity and contribute to self-purification processes [1,52,55,56]. The applied treatments, including groynes, semi-palisades, and stone islands, also increased DO levels and promoted the decomposition of organic matter by microorganisms. Unlike P, N can be permanently removed by coupled nitrification-denitrification, a process that transforms inorganic compounds (NH 4 + , NO 2 − , and NO 3 − ) into inert gaseous products (N 2 O and N 2 ) [23]. Our results indicate a transition from locally anoxic conditions with increased NH 4 + -N concentrations during the pre-restoration period, and a decrease in NH 4 + -N levels with an increase in DO after restoration. This change seems to indicate that locally higher water velocities stimulate an increase in DO, whereby mineralization and nitrification are responsible for the conversion of NH 4 + -N to NO 3 − -N. The restoration of the riverbed with river bars and groynes promoted the growth of aquatic vegetation, and effectively contributed to a decrease in NO 3 − -N due to plant uptake, which was accompanied by an increase in Chl-a. The results of PCA clearly point to a nitrogen-limited system rather than a phosphorus-limited system. The extent to which each of the above factors contributed to the observed improvement is difficult to assess; however, the restoration project decreased annual loads of TDS by 510 kg, Cl − by 102 kg, Na + by 25 kg, NO 3 -N by 18 kg, and NH 4 + -N by 11 kg (Table 6). No significant changes in TP or PO 4 3− -P removal were observed. The restoration project significantly contributed to nitrate-N loss, not only between the compared years, but also along the restored river section after restoration (Figures 3 and 5, Table 6). Above all, the restoration system contributed to the removal of 57% of nitrate-N, which decreased N loads by 12 kg per year.
In the group of analyzed parameters, Cl − is generally considered as a conservative element, and consequently, a good indicator of geochemical changes. However, in catchments located in the vicinity of the sea, changes in Cl − concentrations may result from catchment-derived factors-mainly groundwater supply. In the Kwacza River (30 km from the sea), the change in Cl − in the restored segment was similar to that noted before restoration, which indicates that the catchment was a source of this element.
It is worth noting that buffer zones composed of riparian vegetation are most effective in preventing agricultural pollutants from entering the river. According to many authors, the width of the buffer zone plays the most important role in protecting water quality [57][58][59]. The pH of water is determined mainly by the presence of aquatic vegetation, which is why pH was lowest near stone islands and in insolated areas strongly overgrown by Ranunculetum aquatilis. Nutrient concentrations are highly correlated with the growth of aquatic vegetation, and the highest nutrient levels were observed in the cut-off channel by the culvert in T+6. This applied hydrotechnical solution induced the greatest changes in WQ parameters ( Table 4). The construction of the by-pass promoted the emergence of a new microhabitat composed of lush Callitriche cophocarpa, Sparganium emersum, and Batrachium aquatile vegetation. These types of hydrotechnical treatments reduce channel width and promote the mixing of water and bottom sediments.
Assessments of restoration techniques should also account for the lag between stream restoration and the corresponding changes in water quality. In our approach, monitoring was continued six years after project completion, as recommended by Tuck [31], to determine whether the restored river system had been effectively stabilized and adapted to external disturbances such as floods, changes in land use, and agricultural treatments in the catchment. This study revealed changes in the physicochemical parameters of the Kwacza River already after the first stage of the restoration project when the riparian system had not yet been fully stabilized. Our results indicate that continuous and discrete monitoring of the Kwacza River supports effective prediction of the relationships between monitoring sites and habitats, and the identification of the most effective biological indicators. We are convinced that longer-term monitoring can facilitate assessments of other planned enhancements and their influence on water quality and quantity in the catchment. Our findings contribute to the discussion on the effectiveness of restoration projects in improving the quality of aquatic ecosystems in agricultural catchments.

Conclusions
The management of nutrient pollution from agriculture and other human activities poses a considerable challenge. Stream and river restoration projects effectively reduce nutrient loads on the local scale. In small low-gradient rivers such as the Kwacza River, hydrotechnical solutions can improve water quality and activate biogeochemical processes, which limit eutrophication, and ultimately, increase biodiversity. Evaluations of restoration projects require analyses of the river's ecological status, water quality, and the diversity of hydromorphological conditions. To achieve the main objectives of restoration, water parameters should be monitored before restoration to assess the condition of riparian habitats and propose the most adequate restoration measures. The case study of the Kwacza River showed that water parameters should also be analyzed after the restoration. From the post-restoration perspective, long-term studies are needed to understand changes in nutrient dynamics and to evaluate the resulting progress as projects evolve over time. The described long-term monitoring study revealed that the cut-off channel (by-pass), semi-palisades, and single groynes contributed most significantly to changes in water quality. Our findings support the conclusion that these treatments could be used in the process of designing river restoration projects and managing aquatic ecosystems to monitor the effects of the implemented measures. The described hydrotechnical solutions offer a practical tool for the restoration and conservation of river valleys.