3.1. Cover Crop Biomass, C:N Ratio and N-Uptake
Cereal rye was planted on 5 October 2015 at a seeding rate of 88 kg ha
−1 and was terminated on 23 April 2016, at early boot stage. Cereal rye cover crop biomass was sampled on 12 April 2016. No significant differences were found between cereal rye plus weed biomass (1322.1 ± 244.7 kg ha
−1) from the CC-treatment watershed and the weed biomass (1386.9 ± 154.6 kg ha
−1) from the control watershed (
Table 5). However, significant differences existed between the C:N ratio where control watershed had 26:1 verses CC-treatment watershed had 30:1 (
Table 5). Cereal rye planting and termination date impacts on biomass accumulation have been studied previously [
45,
46,
47]. Duiker and Curran [
45] reported that aboveground cereal rye biomass can be three times greater when terminated at the late-boot stage (4200 kg ha
−1) compared with the early-boot stage (1400 kg ha
−1) in the mid-Atlantic region of the US. In central Illinois, Ruffo, et al. [
48] also reported C:N ratio of 28:1 at Brownstown, and a lower C:N ratio of 23:1 at Urbana Illinois due to greater N availability from soil residual nitrate-N and mineralization that allowed higher N-uptake. In a three year experiment, Meisinger and Ricigliano [
49] also found that cereal rye had 58 to 61 units higher C:N ratio than the no cover crop treatments which only had weeds. The C:N ratio of cereal rye in the study conducted by Meisinger and Ricigliano [
49] was comparatively higher to values found in our study (30:1), probably due to differences in variety, biomass production, climatic and soil conditions and crop management. The larger C:N ratio play vital role in immobilizing N where soil microorganism temporarily utilize available N for decomposing the cereal rye biomass. Therefore, if availability of N is reduced in soil the N available for leaching and runoff loss in also reduced by the cover crops.
Hairy vetch was planted on 26 October 2016 at a seeding rate of 28 kg ha
−1 and was terminated on 12 May 2017. Biomass of hairy vetch was collected twice, first on 13 April 2017, and second on 12 May 2017. The termination date of hairy vetch was delayed until May due to wet soil conditions from heavy precipitation (241 mm) received during the last week of April 2017 (
Figure 2). Hairy vetch plus weed biomass (1831.2 ± 212.9 kg ha
−1) in the CC-treatment watershed was not significantly different from weed biomass (1672.3 ± 213.1 kg ha
−1) in the control watershed during the earlier sampling date in April 2017 (
Table 5). However, delaying hairy vetch termination by a month yielded 100% greater biomass of hairy vetch plus weeds (4182.8 ± 655.8 kg ha
−1) in the CC-treatment watershed compared to the April sampling and it was significantly greater than the biomass of the weeds (1193.9 ± 677.1 kg ha
−1) from the control watershed (
Table 5). Hairy vetch height increased to nearly one meter by the termination date because of optimum temperature and moisture conditions for growth during the spring season (
Figure 3). The hairy vetch plus weeds C:N ratio in the CC-treatment watershed was 4.21 units lower than the control watershed in May 2017 (
Table 5). The high N content in the hairy vetch legume biomass due to biological N fixation reduces its C:N ratio (22:1). Use of hairy vetch CC increased N-uptake in CC-treatment watershed by 80.27 kg ha
−1 when compared to the control watershed during May 2017 biomass sampling (
Table 5). Teasdale, et al. [
50] found that hairy vetch biomass can increase linearly by 41 g m
−2 for every 100 growing degree days. Mirsky, Curran, Mortenseny, Ryany and Shumway [
46] reported that approximately 2000 kg ha
−1 hairy vetch cover crop biomass can be increased by early fall planting dates (25 August–15 October) and for each 10-day incremental delay in spring termination dates (1 May–1 June) of the cover crop. The rate of biomass accumulation by hairy vetch in the spring can also be influenced by the timing of fall planting. Similarly to our results, Kuo, et al. [
51] found that hairy vetch had 16–20 units lower C:N ratio than the no-CC treatment in a study conducted in Washington. Early planting of cover crops during fall is very important for establishing a good stand of cover crops that can withstand winter frost/snow and generate good biomass accumulation during spring.
3.2. Surface Runoff
During the treatment period, event mean discharge of the CC-treatment watershed was lower compared to the control watershed except for three storm events collected on 24 February 2016, and on 29 and 30 April 2017 (
Figure 4). The peak discharge of storm events with intensity <10 mm hr
−1 was 51–55% lower for the CC-treatment watershed compared to the control watershed (
Figure 5a,b). However, the peak discharge of storm event with intensity >10 mm hr
−1 was greater (25–37%) for the CC-treatment watershed compared to control watershed, except for the 29 April 2017 storm event where it was 17% lower (
Figure 5c,d).
Cover crops are reported to increase infiltration rates [
52,
53], rooting depth/density [
54,
55], porosity [
56], evapotranspiration rates [
57] and surface roughness [
58] thereby reducing runoff. In one study, cereal rye had a significantly higher infiltration rate of 46.8 mm hr
−1 when compared to fallow control, 39.1 mm hr
−1 [
52]. McVay, Radcliffe and Hargrove [
53] reported that hairy vetch had infiltration rates as high as 58.4 mm hr
−1 that were significantly different from fallow control (37.8 mm hr
−1) in sandy clay loam soils of Georgia. Higher root counts for cereal rye and hairy vetch were reported by Sainju, Singh and Whitehead [
54] than fallow control using a mini-rhizotron camera. The root count was significantly correlated to the aboveground cover crop biomass [
54]. In Illinois, Villamil, Bollero, Darmody, Simmons, and Bullock [
56] found that the corn-cereal rye-soybean-hairy vetch cover cropping system had a higher total porosity (40.3 μm) compared to corn-soybean cropping system (39.0 μm). Winter cover crops significantly increased soil cover by 30 to 50% during the critical erosion period of late spring to early summer in Missouri and reduced average runoff by 47% compared to no-cover crop control [
58]. The impact of the erosive power of raindrops is reduced due to the increased ground cover by cover crops, thus reducing surface sealing and prolonging the residence time of water on the soil surface. All studies discussed above were conducted at the plot scale and describe the potential mechanisms that can work in concert at the watershed scale to reduce runoff.
During the treatment period, three storm events out of 18 had higher event mean discharge for the CC-treatment watershed (
Figure 4). These results may be explained by prevailing weather conditions. Brill and Neal [
59] studied the impact of cereal rye cover crop on water infiltration throughout the year and reported that runoff from cereal rye cover crop was lower in every month compared to bare ground except in February. They concluded that bare ground thawed more rapidly compared to the ground with a surface cover of cereal rye, thereby infiltrating more water in February and cereal rye produced greater runoff because it remained frozen for a longer period. Total precipitation received during April 2017 was 318 mm (
Figure 2), out of which 241 mm was received during the last week of April. Antecedent soil moisture condition along with rainfall intensity reaching >10 mm ha
−1 resulted in higher event mean discharge from the CC-treatment watershed for the storm events collected on 29 and 30 April 2017 (
Figure 4). The peak discharge of the storm event on 29 April 2017 was 17% lower for the CC-treatment watershed compared to the control watershed and can be explained by greater hairy vetch biomass that could have increased hydraulic roughness and may have increased water infiltration. However, when the succeeding storm event on 30 April 2017 occurred, peak discharge for the CC-treatment watershed increased compared to the control watershed because of saturation, leading to greater overland flow (
Figure 5d). Grissinger [
60] compared runoff hydrographs from conventional till soybean with non-grazed pasture and observed 20% reduction in total runoff and 70% reduction in peak runoff rates. In summary, cover crops that are planted in early fall and are established well with a significantly higher biomass compared to no cover crops during spring have the potential to reduce total as well as peak runoff rates, thereby minimizing stream bank and bed erosion [
15].
3.3. Observed-Predicted Discharge: TSS, NO3-N, NH4-N, and DRP for CC-Treatment Watershed
The difference between observed minus predicted discharge and TSS ranged from −206 to −999 m
3 ha
−1 and +0.11 to −0.22 g L
−1, respectively (
Figure 6). Fifteen out of 18 storm events had negative observed minus predicted TSS suggesting that cover crops have great potential to reduce TSS. A five-year small plot-scale erosion study conducted by Meyer, et al. [
61] showed that no-till sorghum-corn followed by hairy vetch reduced average monthly runoff to <15 mm from January to May when compared to conventional till soybean and no-till soybean. In a paired watershed study in claypan soils of Missouri, USA, an 8.4% (
p = 0.015) reduction in runoff was observed by implementing grassed filter strips during nine years of the treatment period [
27].
A number of studies using cover crops have reported reductions in TSS and total soil loss compared to fallow control [
58,
62,
63,
64,
65,
66,
67]. Authors in these studies reported soil loss as high as 16,906 kg ha
−1 year
−1 from fallow control to a low of 33 kg ha
−1 year
−1 from plots/fields with cover crops [
66]. In a six-year watershed scale study conducted by Shipitalo and Edwards [
9], authors reported that reduced till corn-fallow-soybean-cereal rye rotation had an average soil loss of 500 kg ha
−1 year
−1, which was below the required soil loss tolerance limit of 7800 kg ha
−1 year
−1 in Ohio, USA. Vegetative buffers including grassed and agroforestry buffers in a paired watershed setting were reported to reduce sediment losses by 30% and 28%, respectively [
10].
The positive differences for TSS occurred on storm events collected on 23 February 2016 and 28 February 2017 when the minimum air temperature was −4.4 °C (average air temperature 2.1 °C) and −8.1 °C (average air temperature 2.6 °C) and the soil surface was frozen (
Figure 6). The control watershed with no cover may have thawed earlier than the CC-treatment watershed, resulting in higher infiltration rates and in turn reducing runoff and sediment loss for the storm event received on 24 February 2016 and sediment loss for 28 February 2017 [
59]. The positive difference for TSS also occurred on 30 April 2017 when rain continued for an extended period causing a greater antecedent moisture level in the soil than with normal rain events [
10].
Observed minus predicted NO
3-N, NH
4-N, and DRP concentrations ranged between +1.67 to −0.22 mg L
−1, +0.56 to −0.15 mg L
−1 and +1.52 to −0.19 mg L
−1, respectively (
Figure 6). The NO
3-N concentrations in runoff were highest during the soybean season, whereas DRP and NH
4-N concentrations were highest after DAP fertilizer application on 9 April 2016. However, the observed minus predicted NH
4-N ranged between −0.01 to −0.13 mg L
−1 for five storm events collected between 17 November 2015 to 13 March 2016 before DAP fertilizer application.
Nitrate-N losses from soybeans may have resulted from either residual soil N following decomposition of cover crops or from N mineralization during summer and early fall due to the availability of ideal precipitation and temperature conditions [
68,
69]. In a plot scale study conducted by Klausner, Zwerman, and Ellis [
63], surface runoff monitored for one year for nitrate-N and soluble-P loads yielded reductions of 43% for N and 73% for P in plots planted with no-till ryegrass compared to conventional-till no-cover crop following corn. However, Pesant, Dionne, and Genest [
65] reported an increase of 36% in NO
3-N loads and a decrease of 14% of soluble-P loads in no-till corn-alfalfa rotation compared to conventional till corn-no-cover crop rotation. In a four year study on soil monoliths and nitrate leaching conducted in Iowa, Logsdon, Kaspar, Meek and Prueger [
57] reported a reduction in NO
3-N loads by using cereal rye. However, this reduction was not significant when compared to fallow control during the fall-winter cover cropping season. Similarly, NO
3-N leaching was not significantly reduced in two out of three years of study on corn-cereal rye-Broccoli-cereal rye rotation when compared to fallow control [
70]. Therefore, while scaling up cover crops from plot/lysimeter studies to a watershed scale, researchers and policymakers should consider the amount of time that will be required for cover crops (BMPs) to reduce NO
3-N loading to streams in the impaired watersheds.
Additionally, the amount of fertilizer and time of application are critical for improving water quality. Fertilizer application followed by a precipitation event can result in the dissolution of P from applied fertilizer causing dissolved P in runoff water [
71,
72]. Rainfall intensity ranging between 50 and 160 mm h
−1 along with slope ranging from 2 to 20% can increase runoff energy, thereby further enhancing sorption and desorption of dissolved P to runoff sediments [
73]. During the hairy vetch cover crop season, no P fertilizer was added and therefore DRP concentrations ranged between +0.22 to −0.04 mg L
−1 which might be due to legacy P or residual P in runoff water [
74]. Lysimeter studies reported above and watershed scale studies [
4,
16,
17,
18] show the importance of lag time between implementation of cover crops and their subsequent response in improving water quality. The treatment period in this study lasted for two cover cropping seasons, therefore the time required for the cover crops to improve water quality may not be sufficient [
14].
3.4. Overall Event Means Concentrations
Overall event mean TSS concentration, discharge, and discharge per ha were decreased by 32.67, 40.68 and 34.28%, respectively by planting cover crops during two years of the treatment period (
Table 6). However, EMCs of NO
3-N, NH
4-N, and DRP increased by 104.11%, 34.56% and 60.07%, respectively.
The CC-treatment watershed and control watershed received 15 storm events that were large enough to produce runoff from both of the watersheds from November to May. We collected seven storm events and calculated EMCs from regression equations developed from 28 storm events collected during the calibration period from November to May (
Table 7). Event mean TSS, discharge, and discharge per ha were reduced by 35.35%, 49.95% and 44.55%, respectively. However, EMCs of NO
3-N, NH
4-N, and DRP were increased by 43.56%, 16.99% and 119.67%, respectively. We collected eight out of 12 storm events during the hairy vetch cover crop season. Event mean TSS, discharge, and discharge per ha were again reduced by 23.03%, 19.74%, and 11.08%, respectively. Event mean concentration for NO
3-N, NH
4-N, and DRP were increased by 74.45%, 57.03% and 28.97% (
Table 8). There was an increase in NO
3-N and NH
4-N in runoff water when hairy vetch cover crop was planted in the CC-treatment watershed, when percent change from predicted values for EMCs of NO
3-N, and NH
4-N from
Table 7 and
Table 8 were compared.
The paired watersheds in this study had intermittent flow regimes. Therefore, most N and P transport occurred during the storm events, and any change in land use and/or fertilizer rate can increase or decrease N and P concentrations in runoff [
25,
75]. Total land use area under corn-soybean production was increased from 11.33 ha to 14.11 ha for CC-treatment watershed during the treatment period compared to the calibration period, where alfalfa was change to corn-soybean rotation in field 22 (
Table 1). This change in land use during CC-treatment watershed might have contribute to the increased nutrient losses during the treatment period. Additionally, the average NPK rate for the calibration period was 130:30:150 and treatment period was 163:26:187, with an increase of 20% N and K and decrease of 24% P fertilizer application during the treatment period. Over application of N fertilizer to corn by 38 kg N ha
−1 can increase NO
3-N leaching by 30 to 50% [
76]. Therefore, increased N fertilization rate along with the time of application and legacy P storage in the soil can be tied to increased N and P losses in surface waters observed in our study [
74,
75]. To date, no watershed scale studies are available that have investigated the use of legume cover crops and their influence on water quality. However, lysimeter studies are available that have reported increased NO
3-N leaching by use of hairy vetch [
77]. Nitrate-N leaching losses were 0.35 g N m
2 for corn followed by cereal rye compared to 2.51 g N m
2 for corn followed by hairy vetch [
77]. Legume cover crops like hairy vetch have lower C:N ratio (16:1 or 22:1 as in our study) that might decompose at a faster rate [
78]. This could result in release of available N from the cover crop biomass that is not synchronized with maximum N demand of the cash crop and result in runoff/leaching and might increase N loading to the headwater streams.