3.1. CO2 Emissions
Results show significant differences between soil CO
2 emissions based on site location in 2013 (
p < 0.0001) and 2014 (
p < 0.0001) (
Table 2,
Table 3 and
Table 4). The regression analysis showed that soil temperature and moisture are significant predictors (
p < 0.0001) of soil CO
2 flux (
Figure 1). Wetter and warmer conditions were associated with higher soil CO
2 flux across both growing seasons (
Figure 1). When averaged across the entire two-year study, site location was the only significant difference noted for soil CO
2 flux, with the green fluxing significantly more soil CO
2 than either of the rough sites (
Table 4). This makes sense, as the green receives more play and therefore is more intensely managed throughout the growing season.
Soil microorganisms are the dominant force influencing the flux of soil CO
2 [
33]. Factors that stimulate soil microbial activity will also result in higher soil CO
2 flux. In general, soils that are extremely wet or extremely dry significantly restrict soil microorganisms’ activity [
33]. Outside of those extremes, most microorganisms’ activity will increase as soil moisture and temperature increase, resulting in higher soil respiration and the higher levels of soil CO
2 flux observed in the current study. While this is not new information, within the context of a highly managed and irrigated system such as turfgrass, it does lend itself to the question of how much irrigation is needed to maintain the quality of turf expected by golf course superintendents [
33].
In addition to the large differences driven by temperature and moisture, there were some differences between fertilizer treatments by site location. The statistical differences by date throughout the 2013 growing season are detailed in
Figure 2. When analyzed across the entire 2013 growing season, the POL and MIL fluxed significantly (
p = 0.0140) more than the untreated control across all sites (
Table 2). The interaction between site and fertilizer was significant (
p = 0.0148). Details on which fertilizer treatments fluxed more on each of the sites can be found in
Table 2. No differences between fertilizer treatments were observed during the 2014 growing season (
Table 3) or when averaged across the two-year study period (
Table 4).
Just as in 2013, there were a few dates in 2014 with significant differences between fertilizer treatments. The statistical differences by date throughout the 2014 growing season are detailed in
Figure 2, but no consistent trend is present. However, the emissions in 2014 were generally higher than in 2013 (
Figure 3), which is likely a result of the wetter conditions (
Table 1).
There is strong evidence that the number of microorganisms has a significant effect on the fixation of organic carbon in soils. These organisms can take up and assimilate soluble low-molecular-weight compounds. By doing this, microorganisms can maintain the C gradient in the soil solution for a healthy soil community [
34]. When looking at the fertilizer treatments that resulted in the lower CO
2 fluxes, MIL is an organic-nutrient-rich fertilizer that comes with not only nitrogen and carbon but also a healthy microbial community [
35]. The microbial community associated with MIL can grow and remove soluble low-molecular-weight compounds and thus does not disrupt any normal nutrient cycling in the soil [
36,
37] and instead promotes carbon fixation and storage in the soil. The unfertilized control also does not experience a flux of soluble nutrients without carbon to feed the microorganisms and so would not be expected to flux high levels of soil CO
2. The two inorganic fertilizer treatments (fluxed highest in 2013) would provide additional nitrogen without additional carbon. Therefore, the microorganisms would be stimulated to grow and incorporate nitrogen but would need to access soil carbon to assimilate carbon into their growing bodies. This is supported in the literature as numerous studies have found that nitrogen fertilization increases rhizosphere respiration [
34,
38]. As the microorganisms break down the stored organic carbon, they will release some carbon into the atmosphere as a byproduct of these activities. In addition, without the additional input of carbon, only a limited number of microorganisms would be present to capture the carbon being lost because of these activities [
39,
40]. Caution must be taken, however, as there is also evidence that providing nitrogen fertilization stimulates overall plant growth, which would increase the carbon stored above ground and ultimately in the soil horizon [
34,
41]. This could lead to increased mowing frequency by golf course staff to maintain the turf at the desired level.
3.3. N2O Emissions
Results show significant (
p < 0.0001) differences between N
2O emissions based on site location in 2013 (
Table 2). Across the season, the N
2O emissions were highest on the wet rough (
Table 2). As with CO
2 emissions, N
2O emissions are primarily driven by soil moisture and temperature throughout the growing season (
Figure 1). Results in 2014 did not show significant differences between N
2O emissions based on site location (
Table 3). Across the season, soil moisture did not vary significantly between the different sites (
Table 1). The pattern of N
2O flux was similar across sites and was predictable based on the differences in soil moisture content and soil temperature (
Figure 1) across the growing season. When averaged across both growing seasons, the wet rough fluxed significantly (
p < 0.0001) more soil N
2O than did the green (
Table 4) and was associated with the highest soil moisture content (
Table 1).
Soil temperature and moisture are strong predictors of soil N
2O flux (
Figure 1). In 2013, this effect was only evident on the wettest site (wet rough), and in 2014, we found no differences between the site locations, which is likely a result of the small differences in soil moisture (
Table 1). This is similar to what others have found in that N
2O emissions typically increase after N fertilizer application and precipitation or irrigation [
11,
12,
43,
44]. Although other researchers have found N fertilizer application to have a stronger effect [
28], our results indicate that soil moisture and temperature are far more important than the fertilizer source. Given the role of soil moisture in accelerating denitrification rates, this is not surprising. This is further emphasized by the results across both growing seasons in which only site location had as significant impact on soil N
2O flux (
Table 4).
The general requirements for denitrification include the lack of O
2, availability of N oxides (NO
3−, NO
2−, NO, or N
2O), an available organic carbon source, and the presence of denitrifying microorganisms [
11]. The lack of oxygen is likely the dominant factor limiting denitrification in soils, followed by NO
3− and then organic C availability [
45,
46,
47]. Thus, nitrogen fertilization and water (irrigation or precipitation) both affect nitrification and denitrification. N
2O fluxes are likely driven by the concept of the limiting nutrient (O
2 availability, NH
4+ and NO
3− availability, and availability of soluble organic carbon); as conditions become right for denitrification to occur, the fertilizer source and availability of N begins to have a stronger effect. It has been observed that elevated soil temperatures (30 °C or higher) coupled with saturated soil conditions increased denitrification rates [
48] in Kentucky bluegrass (
Poa pratensis L.), resulting in higher N
2O emissions [
49], and that irrigation with as little as 5 mm of water increased N
2O emissions from a mix of ryegrass (
Lolium perenne L.) and dallisgrass (
Paspalum dilatatum Poir.) [
50]. It is likely that in these studies and in our study, the lack of oxygen is the limiting factor in denitrification and any addition of water increases denitrification rates. Minor increases in fluxes after that point are due to differences in the availability of NH
4+ and NO
3− in the source of fertilizer applied versus how much the turfgrass utilized.
In addition to the large differences driven by soil temperature and moisture, there were some differences between fertilizer treatments in both years. The statistical (
p < 0.05) differences by date throughout the 2013 growing season are detailed in
Figure 3. When analyzed across the 2013 growing season and across site location, there were no significant differences between fertilizer treatments (
Table 2). However, there were some significant differences between fertilizer treatments that occurred on the wet rough (
Table 2). The POL fluxed significantly more than all other treatments except the MIL on the wet rough (
Table 2). MIL in the wet rough fluxed significantly higher N
2O than treatments on the green (URE, MIL, POL and UNT), on the dry rough (MIL, POL, and UNT), and on the wet rough (UNT) (
Table 2).
The statistical differences by date throughout the 2014 growing season are detailed in
Figure 3. Overall, in 2014, the differences between site location and fertilizer applications were not significant when analyzed across the entire growing season (
Table 3), and most of the differences in soil N
2O flux can be attributed to the differences in soil moisture and soil temperature (
Figure 1).
In 2013, when assessing fertilizer treatments on the green, (
Figure 3A1) there were four dates with significant differences, and on three of those dates, the URE or POL fluxed higher than all other treatments. This likely means that in the green, when the moisture conditions are right for denitrification, the limiting nutrient is NO
3−. On the wet rough (
Figure 3B1), the differences between fertilizer treatments are stronger, and in general, the POL fluxes the highest across the growing season while the control fluxes the lowest. This means that on the wet rough when the conditions were right for denitrification to occur, the slow-release fertilizer was adding NO
3− to the soil, which would be released quicker under the wet conditions present at this site, but it would be retained on the plots until the wet conditions exist [
51]. There were two dates with statistical differences between fertilizer treatments on the dry rough (
Figure 3C1) but no consistent trend, which means it rarely received enough moisture for denitrification to occur. In 2014, differences between fertilizer treatments were small, but there was one date in the green where the MIL fluxed the highest (
Figure 3A2). On the wet rough (
Figure 3B2), the only consistent trend was that the control fluxed the lowest, and in the dry rough (
Figure 3C2), the MIL fluxed the highest on four of the five dates showing significant differences. Although the MIL more consistently fluxed higher than the other fertilizer treatments in 2014, the magnitude of those significant differences was not large in 2014. This suggests that the first two conditions (lack of oxygen and presence of NO
3−) where met during this year and that the presence of soluble organic carbon became the limiting nutrient for denitrification, and thus the addition of MIL with its organic carbon increased the rate of denitrification [
52]. These data strongly support the idea that there is a hierarchy in terms of which soil conditions will affect N
2O flux from soils. For N fertilizer source to have an effect, the soil moisture and temperature must be adequate, and for soil organic carbon to have an effect, the level of NO
3− moisture and temperature must meet the conditions required for denitrification.
It is apparent that for differences in N2O flux to be observed between fertilizer treatments, the soil conditions need to have some level of moisture. In general, we observed that in a wet year (2014), the MIL fluxed the highest across the sites, although the magnitude of this flux was small. On the other hand, in the drier year (2013), the wettest of the sites showed consistently higher flux from POL, an inorganic slow-release fertilizer. In both cases, it was a slow-release form of nitrogen that generally fluxed the highest. This result is somewhat unexpected, although it is not inconsistent with the literature and generally makes sense considering what we know about the nitrogen cycle.
Controlled-release fertilizer (PCU) did not reduce N
2O emissions in one study compared with URE in bermudagrass [
44] (
Cynodon dactylon × C.
transvaalensis Burtt-Davy), and another study found this to be the case in Kentucky bluegrass (
Poa pratensis L.) [
53]. Other studies, however, reported lower N
2O emissions by PCU compared with URE in Kentucky bluegrass (
Poa pratensis L.), perennial ryegrass (
Lolium perenne L.), and ‘Meyer’ zoysiagrass (
Zoysia japonica Steud.) [
13,
54]. Perhaps a detailed analysis of soil moisture and temperature on these studies could explain the variation in the observed impacts of PCUs on N
2O emissions.
3.4. Canopy Greenness and Turfgrass Quality
N fertilizer was not significant in 2013 for canopy greenness (
Table 5). Golf course site location was significant (
p < 0.001) during the summer (14 Jul–4 Sep) and the fall (26 Sep–26 Oct). The wet rough site had consistently higher canopy greenness readings during the summer compared to the dry rough and the green. This is likely a result of the higher soil moisture content on this site across the study (
Table 1). The green had higher canopy greenness values than the dry rough due to regular irrigation during the summer on the green, whereas the dry rough site received full sunlight and only natural precipitation. Others have found that a separation in overall turfgrass color and quality between irrigation treatments was evident, with irrigation applications (72% evapotranspiration, ET
0, replacement) occurring throughout the summer [
13]. During the fall of 2013, the canopy greenness readings were highest in the rough areas due to the higher mowing height and higher amounts of precipitation in Sep–Oct (
Table 5).
In 2014, N fertilizer was significant only 7 of the 24 sampling dates (
Table 6) for canopy greenness. On the green, URE produced consistently greener turf during the spring (May) compared to MIL and POL due to the faster release rate of N for URE. All three fertilizers (MIL, POL, and URE) produced healthy green turf during the summer. URE also produced a greener turf in late fall due to its readily available N. On the two rough sites, MIL in early spring produced a greener turfgrass stand than URE. Turfgrass site location was significant for every sampling date in 2014, where the dry rough had the highest canopy greenness compared to the green due to greater amounts of precipitation for the 2014 growing season (
Table 6). During the beginning and end of the growing season (May and Oct), the dry rough had significantly higher canopy greenness 57% of the time (4 of 7 dates) compared to the wet rough. There was an area-by-fertilizer-treatment interaction for 7 of the 24 sampling dates in 2014 (
Table 6) on the green and predominantly on the dry rough. URE produced a significantly greener canopy on the green in the late spring and in the fall, whereas the slow-release N fertilizers (MIL and POL) produced a significantly greener canopy in the spring and summer on the dry rough.
N fertilizer had a significant effect on turfgrass quality, where monthly applications of MIL, POL, and URE greatly improved overall turfgrass quality in Jun, Jul, and Oct of 2013 (
Table 7). Turfgrass area was significant four times in the summer (Jun–Aug) where turfgrass quality was lower on the green and on the dry rough, whereas in late fall (Oct), turfgrass quality was highest on the two rough sites (two of the three sampling dates). An interaction between area and fertilizer treatment occurred six times during 2013, where URE produced a higher turfgrass quality on the green in the summer and the fall (
Table 7). This was due to regular irrigation on the green in addition to precipitation during the growing season.
In 2014, N fertilizer was significant on 8 out of 24 sampling dates (
Table 8) for turfgrass quality. URE applications in spring resulted in higher turfgrass quality compared to the other treatments on the green. URE applications on the green improved turfgrass quality in the spring, where mild air temperatures and precipitation aided fertilizer breakdown and reduced the potential for fertilizer burn (
Figure 1). In addition, the green received regular irrigation during the growing season when needed to supplement precipitation. It has been shown that a rapid increase in visual turfgrass quality of URE-treated turf occurs immediately after the June fertilization due to the quick release of available N [
13]. Site location was significant on 18 of the 24 sampling dates. In the spring and early summer, the dry rough had higher turfgrass quality, whereas in the fall, the wet rough had higher turfgrass quality. An interaction between site and N fertilizer treatment occurred on 10 out of 24 sampling dates, where N fertility treatments on the irrigated green, especially with URE, greatly increased overall turfgrass quality in the spring (
Table 8).