3.1 Environmental Conditions
In general, average water table in the rich fen section was higher than the poor fen section at 0 cm and -10 cm, respectively. Although the difference was significant (F1,44=62.2, p<0.0001), we were mainly interested in the overall treatment effects and how they affected ecosystem function across the range of hydrological variation across the entire fen and therefore focused on treatment and microform effects (Table 1). Across the fen, microform alone significantly impacted water table (2019: F1,20=47.7, p<0.0001; 2020: F1,24=20.6, p<0.0001); treatment and the interaction with treatment were not significant. Water table followed the surface elevation gradient of microforms from hummocks to hollows, with the largest difference between HT hummocks (highest surface, deepest water table) and IM hollows (lowest surface, often inundated). Microform was also the only significant factor explaining variation in soil temperature at 10 cm below surface in both 2019 and 2020 (2019: F1,20=11.9, p=0.0025; 2020: F1,24=25.7, p<0.0001). Soils were warmest in hummocks and coolest in hollows, but differences were minimal aside from HT and IM, where hummocks were on average 3 °C warmer than hollows in both years (Table 1).
Table 1: Mean (SE) environmental conditions and vascular/moss cover for each treatment across both hummocks and hollows. Factors are significantly different if they do not share letters. Capital letters refer to the significance of treatments overall; lower case letters refer to differences between microforms.
|
Soil temp 10 cm (C)
|
Water table (cm)
|
Moss cover (%)
|
Vascular cover (%)
|
Treatment
|
2019
|
2020
|
2019
|
2020
|
2019
|
2020
|
2019
|
2020
|
Natural
|
15 (0.8)
|
18(0.4)
|
-3 (5.5)
|
-11 (4.5)
|
66 (18.3)
|
77 (11)
|
64 (7.3)
|
60 (6.9)
|
Hummock
|
15 (0.7)
|
18 (0.6)
|
-11 (4.3)
|
-17 (4.7)
|
100 (0)
|
96 (3.1)
|
80 (2.9)
|
69 (8.3)
|
Hollow
|
14 (1.5)
|
17 (0.3)
|
6 (7.7)
|
-4 (6.9)
|
32 (22.4)
|
58 (17.8)
|
45 (3.3)
|
52 (10.2)
|
Untreated
|
15 (0.6)
|
19 (0.4)
|
-3 (2.7)
|
-6 (2.2)
|
91 (5.5)
|
96 (3.1)
|
71 (8.4)
|
47 (5.5)
|
Hummock
|
15 (1.1)
|
19 (0.2)
|
-8 (2.5)
|
-6 (3.5)
|
88 (11.7)
|
99 (0.5)
|
53 (4.4)
|
51 (9.3)
|
Hollow
|
15 (0.9)
|
18 (0.6)
|
1 (3.3)
|
-5 (3.2)
|
93 (3.3)
|
92 (5.9)
|
89 (3.8)
|
43 (6.8)
|
Hummock Transfer
|
16 (0.6)
|
18 (0.4)
|
-5 (4.8)
|
-10 (4.1)
|
45 (16.7)
|
51 (18.7)
|
33 (10.4)
|
56 (13.2)
|
Hummock
|
17 (0.5)
|
19 (0.2)
|
-16 (3.7)
|
-20 (3.6)
|
89 (6.6)
|
100 (0)
|
35 (7.0)
|
64 (20.7)
|
Hollow
|
14 (0.5)
|
17 (0.3)
|
6.5 (2.7)
|
0 (1.1)
|
2 (1.2)
|
1 (1.3)
|
31 (21.4)
|
48 (18.2)
|
Inline Mounding
|
14 (0.9)
|
17 (0.7)
|
1 (4.8)
|
-3 (3.4)
|
46 (16.7)
|
51 (17.7)
|
31 (7.6)
|
42 (10.4)
|
Hummock
|
16 (0)
|
19 (0.6)
|
-11 (2.1)
|
-11 (2.5)
|
90 (3.5)
|
98 (1.8)
|
46 (5.9)
|
62 (14.4)
|
Hollow
|
13 (1.2)
|
16 (0.8)
|
13 (3.6)
|
5 (2.1)
|
2 (1.9)
|
4 (2.5)
|
15 (8.5)
|
23 (6.1)
|
Moss cover was higher in natural and untreated sections than IM and HT, and both treatment (2019: F3,20=13.181, p<0.0001; 2020: F3,24=20.463, p<0.0001), and microform (2019: F1,20=121.612, p<0.0001; 2020: F1,24=151.932, p<0.0001)) were significant factors. Moss cover on natural and untreated hummocks ranged from 88-100% and remained at 89-100% in HT and IM (Table 1). In hollows, moss cover dropped from 32-93% in natural and untreated to 1-4% in HT and IM resulting in a significant treatment-microform interaction (2019: F3,20=13.431, p<0.0001; 2020: F3,24=21.086, p=<0.0001). Similarly, vascular cover was higher in natural and untreated areas (Table 1); treatment was significant in 2019 immediately following restoration, but not in 2020 (2019: F3,20=7.7636, p=0.0012; 2020: F3,24=0.8002, p=0.5059). Conversely, microform was not significant in 2019 but was in 2020 (2019 F1,20=1.4743, p=0.2388; 2020 F1,24=5.0104, p=0.0347) with higher cover on hummocks. The difference in vascular plant cover between microforms varied with treatment, with greater differences in HT and IM, but the interaction of treatment and microform was significant in 2019 only (2019: F3,20=4.1292, p=0.0197; 2020: F3,24=0.5492, p=0.6535). Vascular cover dropped from 51-80% on natural and untreated hummocks to 35-64% on HT and IM hummocks. In hollows vascular cover dropped from 43-89% in natural and untreated to 15-48% in HT and IM.
Soil temperature (2019 F1,20=9.82, p=0.0052; 2020 F1,24=43.9, p=<.0001) and water table (2019 F1,20=123.0, p=<.0001; 2020 F1,24=67.2, p=<.0001) both had significant effects on moss cover in both years. Overall, moss cover decreased with shallower water tables (i.e., water closer to, or above, surface) and increased with warmer soil temperatures. These relationships were steepest in HT, followed by IM, natural, and untreated (WT:treatment 2019: F3,20=1.5379, p=0.2356; 2020: F3,24=5.2071, p=0.0065; soil temperature:treatment 2019: F3,20=3.3907, p=0.0381; 2020: F3,24=3.4126, p=0.0336). Treatment alone was significant (F3,20=6.0789, p=0.0041) for explaining variation in vascular plant cover in 2019. In 2020, water table (F1,24=16.0, p=0.0005) and soil temperature (F1,24=5.15, p=0.032) were significant, regardless of treatment. As with moss cover, vascular cover decreased with shallower water tables and increased with warmer soils.
3.2 Carbon Exchange
Average values for all C fluxes in each sampling year are given in the Supplementary Material (Table S1). After processing, 84 CO2 fluxes were included for 2019. Average productivity across the study plots was significantly reduced (i.e., less negative GEP) in the two restoration treatments (HT -16.9 gCO2 m-2 d-1; IM -10.8 gCO2 m-2d-1) compared to natural (-24.8 gCO2 m-2d-1) and untreated (-36.2 gCO2 m-2d-1) sections. Generally, hummocks were more productive than hollows; however, this difference was only significant in HT (Table 2, Figure 2). Respiration did not differ significantly between any treatments or microforms (Table 2) although it ranged from 9.9 gCO2 m-2 d-1 in natural to 16.4 gCO2 m-2 d-1 in untreated. Respiration rates in hollows were roughly half that of hummocks except in untreated, where hollow ER was slightly higher than hummocks. On average across the study plots, NEE was positive (i.e., release to atmosphere) in IM and did not significantly differ from HT (IM 0.9 gCO2 m-2 d-1; HT -4.8 gCO2 m-2 d-1); similarly, natural and untreated did not significantly differ (natural -14.9 gCO2 m-2 d-1; untreated -19.8 gCO2 m-2 d-1). Both IM hummocks and hollows acted as sources while natural, untreated, and HT acted as sinks (Figure 2).
Table 2. Results from the linear mixed effects models describing effects of treatment, microform, and interactions on CO2 and CH4 flux.
|
2019
|
2020
|
Flux Component
|
Effect
|
DF
|
F-value
|
p-value
|
Effect
|
DF
|
F-value
|
p-value
|
GEP
|
Intercept
|
1,54
|
126.06811
|
<.0001
|
Intercept
|
1,215
|
384.1633
|
<.0001
|
|
Treatment
|
3,22
|
7.99214
|
0.0009
|
Treatment
|
3,24
|
5.7657
|
0.0041
|
|
Microform
|
1,22
|
1.35438
|
0.257
|
Microform
|
1,24
|
9.7409
|
0.0046
|
|
Treatment: Microform
|
3,22
|
3.38481
|
0.0362
|
Treatment: Microform
|
3,24
|
4.8673
|
0.0088
|
ER
|
Intercept
|
1,54
|
225.86548
|
<.0001
|
Intercept
|
1,215
|
739.8414
|
<.0001
|
|
Treatment
|
3,22
|
1.53525
|
0.2334
|
Treatment
|
3,24
|
1.5581
|
0.2254
|
|
Microform
|
1,22
|
5.89527
|
0.0238
|
Microform
|
1,24
|
52.755
|
<.0001
|
|
Treatment: Microform
|
3,22
|
1.32057
|
0.293
|
Treatment: Microform
|
3,24
|
8.2871
|
0.0006
|
NEE
|
Intercept
|
1,54
|
31.343547
|
<.0001
|
Intercept
|
1,215
|
144.99811
|
<.0001
|
|
Treatment
|
3,22
|
9.474923
|
0.0003
|
Treatment
|
3,24
|
6.02659
|
0.0033
|
|
Microform
|
1,22
|
0.003486
|
0.9535
|
Microform
|
1,24
|
0.39921
|
0.5335
|
|
Treatment: Microform
|
3,22
|
3.039399
|
0.0505
|
Treatment: Microform
|
3,24
|
2.49192
|
0.0844
|
CH4
|
Intercept
|
1,80
|
1342.0344
|
<.0001
|
Intercept
|
1,270
|
5218.587
|
<.0001
|
|
Treatment
|
3,22
|
1.0722
|
0.3812
|
Treatment
|
3,28
|
2.94
|
0.0503
|
|
Microform
|
1,22
|
4.3954
|
0.0478
|
Microform
|
1,270
|
2.848
|
0.0926
|
|
Treatment: Microform
|
3,22
|
1.625
|
0.2123
|
Treatment: Microform
|
3,270
|
1.936
|
0.1241
|
In 2020, 247 CO2 fluxes were included in the dataset. Productivity was significantly lower in IM (-20.5 gCO2 m-2 d-1) than untreated (-38.4 gCO2 m-2 d-1). Natural and HT were intermediate and did not significantly differ at -34.9 gCO2 m-2 d-1 and -28.9 gCO2 m-2 d-1, respectively. Microform had no significant effect on GEP (Table 2), with the exception of IM hollows, which were much less productive (i.e., less negative GEP) than any other microform or treatment (Figure 2). Although treatments did not significantly differ in ER (Table 2), hummocks generally respired more than hollows. Respiration from IM and HT hollows (6.0 gCO2 m-2 d-1; 9.5 gCO2 m-2 d-1) was significantly lower than from natural and untreated hollows (13.6 gCO2 m-2 d-1; 15.4 gCO2 m-2 d-1) and similarly higher from IM and HT hummocks (20.4 gCO2 m-2 d-1; 22.2 gCO2 m-2 d-1) than natural and untreated (17.8 gCO2 m-2 d-1; 17.6 gCO2 m-2 d-1). NEE was significantly lower (i.e., less negative, less uptake) in IM (-7.4 gCO2 m-2 d-1) than natural (-19.3 gCO2 m-2 d-1) or untreated (-21.0 gCO2 m-2 d-1), while HT (-13.0 gCO2 m-2 d-1) remained lower than natural and untreated but higher than IM. Only IM hollows had significantly lower uptake among all microform-treatment combinations, following a similar pattern to 2019 (Figure 2).
A total of 110 CH4 fluxes passed quality control and were included for 2019. Fluxes ranged from 65.8 mg CH4 m-2 d-1 in natural to 775.7 mgCH4 m-2 d-1 in IM and were generally higher from hollows than hummocks (Figure 2). However, CH4 flux was not significantly different between treatments or microforms and there was no significant treatment and microform interaction (Table 2). In the 2020 dataset, 306 CH4 fluxes were included in the analysis. There was no significant effect from treatment and across all microform-treatment combinations only natural hummocks (122.2 mgCH4 m-2 d-1) and IM hollows (1282.2 mgCH4 m-2 d-1) were significantly different. Ebullition was captured in 23 flux measurements (Table S2): 2 in untreated, 1 HT hummocks, 5 HT hollows, 1 IM hummocks, and 14 IM hollows. Average ebullitive flux was 337.9 mgCH4 m-2 d-1 in untreated, 349.0 mgCH4 m-2 d-1 in HT, and 1752.2 mgCH4 m-2 d-1 in IM, with no measured ebullition at natural plots.
Across the full 2019-20 dataset, higher productivity (i.e., more negative GEP) was significantly related to deeper water tables both alone (F1,293=34.0217, p<0.0001) and in interaction with treatment (F3,293=3.4811, p=0.0163). There were no significant differences in slope between HT and IM, which had the steepest slopes and were significantly less productive than untreated and natural when water tables were above -20 cm (Figure 3). Ecosystem respiration significantly decreased with shallower water tables (F1,293=96.6286, p<0.0001) and although treatment did not have a significant effect on respiration, the interaction with treatment did (F3,293=4.6875, p=0.0033), resulting in similar, steeper slopes for HT and IM, followed by untreated and natural (Figure 3). Overall, the effect of water table (F1,293=4.4572, p=0.0356) on NEE was significant, resulted in increasing net CO2 uptake (i.e., more negative) in natural and untreated with shallower water table, and decreasing net productivity in HT and IM. Slopes were very shallow and only untreated and IM were significantly different (Figure 3). Water table position did not significantly predict CH4 flux, but flux did generally increase with shallower water table (F1,378=2.812, p=0.0944); there was also no significant interaction between treatment and water table (F3,378=0.745, p=0.5258).
Productivity was significantly greater (i.e., became more negative) with warmer 10 cm soil temperature (F1,269=28.4466, p=<.0001) but there was no significant interaction with treatment (F3,269=2.5238, p=0.0581). Soil temperature alone (F1,269=36.5174, p=<0.0001) also had a significant effect on ER, leading to higher respiration with warmer soils. The overall impact of soil temperature on NEE was significant (F1,269=8.5322, p=0.0038) with greater net uptake from warmer soils, and there was no significant interaction with treatment (F3,269=1.8506, p=0.1383). Higher soil temperatures also resulted in significantly higher CH4 fluxes (F1,349=12.239, p=0.0005) with no significant treatment interaction.
Both moss and vascular plant cover significantly explained variation in C fluxes (Figure 4), with no significant interactions with treatment in any case. GEP significantly increased (i.e., became more negative; F1,52=36.3839, p<0.0001) with higher cover of mosses and increasing vascular plant cover (F1,52=28.6311, p<0.0001). Respiration significantly increased with both increasing moss (F1,52=52.5004, p<0.0001) and vascular (F1,52=19.4628, p<0.0001) cover. NEE also significantly increased with increasing moss (F1,52=15.4873, p=0.0002) and vascular (F1,52=21.1376, p<0.0001) cover. Across all treatments, CH4 fluxes decreased with increasing moss cover (F1,52=16.0536, p=0.0001) (Fig x). Emission of CH4 generally decreased with increasing vascular cover although there were no significant effects.