Caribou Conservation: Restoring Trees on Seismic Lines in Alberta, Canada
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Site selection and field methods
2.3. Regeneration Density by Restoration Area, Restoration Treatment, Plot Location, and Stand Characteristics
2.4. Regeneration Patterns Based on Seismic Line Characteristics
2.5. Tree Regeneration Height on Seismic Lines and Time Since Disturbance
3. Results
3.1. Overall Characteristics
3.2. Restoration Effectiveness on Seismic Lines Versus Adjacent Forest
3.3. Seismic Line Regeneration Density
4. Discussion
4.1. Restoration Effectiveness on Seismic Lines Versus Adjacent Forest
4.2. Seismic Line Regeneration Density
4.3. Supplemental Information
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
Tree Density (stem/ha) | Bog | Poor Fen | ||||||
Tamarack | Black Spruce | Jack Pine | Aspen | Tamarack | Black Spruce | Jack Pine | Aspen | |
β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | |
Constant (intercept) | 0 (40) | 16404 (29) *** | 0 (29) | 169 (31) *** | 7937 (12) *** | 3 (5) | 4 (11) | |
Site (restoration area) | ||||||||
LiDea 1 | 175 (40) ** | |||||||
Kirby | ||||||||
LiDea 2 | ||||||||
Restoration treatment variables | ||||||||
Mounding & Planting | 185 (96) | 247 (64) * | 836 (67) *** | −9 (48) | 26 (25) | −12 (10) | 1515 (22) *** | |
Ripping & Planting | N/A | N/A | N/A | N/A | N/A | N/A | N/A | |
Seismic line location variable | ||||||||
Seismic line plot | 105 (79) | −71 (51) * | 44 (56) | 300 (36) *** | −51 (21) *** | 10 (9) | 19 (18) | |
Stand variables | ||||||||
Stand height (m) | −11 (5) * | |||||||
Basal area of target tree | ||||||||
Basal area of other tree species | ||||||||
Model statistics | ||||||||
n | 16 | 16 | 16 | 102 | 102 | 102 | 102 | |
R2 (within) | 0.55 | 0.54 | 0.80 | 0.39 | 0.24 | 0.01 | 0.85 | |
R2 (between) | 0.16 | 0.27 | 0.59 | 0.20 | 0.02 | 0.04 | 0.60 | |
R2 (overall) | 0.41 | 0.41 | 0.73 | 0.28 | 0.13 | 0.02 | 0.76 | |
Wald χ2 | 9.18 | 9.98 | 35.42 | 43.30 | 16.16 | 1.97 | 347.80 | |
p-value | 0.010 | 0.007 | <0.001 | <0.001 | <0.001 | 0.373 | <0.001 | |
Tree Density (stem/ha) | Rich Fen | Poor Mesic | ||||||
Tamarack | Black Spruce | Jack Pine | Aspen | Tamarack | Black Spruce | Jack Pine | Aspen | |
β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | |
Constant (intercept) | 1974 (33) *** | 1263 (22) *** | 0 (5) | 49 (20) * | 13 (13) | 8588 (82) *** | 185 (30) *** | 13 (14) |
Site (restoration area) | ||||||||
LiDea 1 | 198 (41) ** | |||||||
Kirby | ||||||||
LiDea 2 | −56 (24) *** | |||||||
Restoration treatment variables | ||||||||
Mounding & Planting | 127 (53) | 671 (35) *** | −16 (11) | 1072 (36) *** | N/A | N/A | N/A | N/A |
Ripping & Planting | N/A | N/A | N/A | N/A | 150 (27) *** | 438 (43) *** | 1837 (35) *** | −2 (29) |
Seismic line location variable | ||||||||
Seismic line plot | 17 (45) | −87 (30) *** | 19 (10) | 19 (32) | −16 (23) | −60 (35) ** | −9 (27) | 17 (26) |
Stand variables | ||||||||
Stand height (m) | −8 (4) * | |||||||
Basal area of target tree | 9 (2) *** | 44 (16) * | 67 (14) *** | |||||
Basal area of other tree species | −12 (2) *** | −5 (2) ** | ||||||
Model statistics | ||||||||
n | 33 | 33 | 33 | 33 | 35 | 35 | 35 | 35 |
R2 (within) | 0.23 | 0.55 | 0.07 | 0.70 | 0.35 | 0.23 | 0.86 | 0.02 |
R2 (between) | 0.51 | 0.76 | 0.04 | 0.68 | 0.22 | 0.35 | 0.24 | 0.33 |
R2 (overall) | 0.38 | 0.67 | 0.06 | 0.69 | 0.28 | 0.30 | 0.57 | 0.19 |
Wald χ2 | 36.72 | 126.82 | 3.82 | 140.05 | 26.07 | 26.33 | 198.10 | 15.48 |
p-value | <0.001 | <0.001 | 0.150 | <0.001 | <0.001 | <0.001 | <0.001 | 0.001 |
Tree Density (stem/ha) on Seismic Line Only | Bog | Poor fen | ||||||
Tamarack | Black Spruce | Jack Pine | Aspen | Tamarack | Black Spruce | Jack Pine | Aspen | |
β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | |
Constant (intercept) | 34 (30) | 4809 (44) *** | 44 (71) | 1342 (100) *** | 5213 (27) *** | −3 (7) | 25 (22) | |
Site (restoration area) | ||||||||
LiDea 1 | 540 (45) *** | |||||||
LiDea 2 | ||||||||
Restoration treatment variables | ||||||||
Mounding & Planting | 836 (114) * | 1490 (32) *** | ||||||
Ripping & Planting | N/A | N/A | N/A | N/A | N/A | N/A | N/A | |
Line characteristics | ||||||||
Bearing | 1152 (53) ** | 389 (82) * | ||||||
Stand variables | ||||||||
Stand height (m) | −16 (5) ** | |||||||
Basal area of target tree | 4 (2) * | |||||||
Basal area of other tree species | ||||||||
Ground Cover (%) | ||||||||
Open water | −2 (1) * | |||||||
Bryophyte | 2 (1) * | |||||||
Sphagnum fuscum | 2 (1) * | |||||||
Graminoid | −3 (1) * | |||||||
Model statistics | ||||||||
n | 8 | 8 | 8 | 51 | 51 | 51 | 51 | |
R2 | 0.85 | 0.54 | 0.59 | 0.44 | 0.31 | 0.10 | 0.67 | |
Prob > F | >0.001 | 0.038 | 0.026 | <0.001 | <0.001 | 0.021 | <0.001 | |
RMSE | 0.25 | 0.36 | 0.47 | 0.54 | 0.33 | 0.19 | 0.43 | |
Tree Density (stem/ha) on Seismic Line Only | Rich Fen | Poor Mesic | ||||||
Tamarack | Black Spruce | Jack Pine | Aspen | Tamarack | Black Spruce | Jack Pine | Aspen | |
β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | β (SE) | |
Constant (intercept) | 404 (94) * | 163 (30) ** | 8 (8) | 186 (44) ** | 0 (22) | 798 (33) *** | 256 (29) *** | 322 (93) ** |
Site (restoration area) | ||||||||
LiDea 1 | ||||||||
LiDea 2 | −81 (47) *** | |||||||
Restoration treatment variables | ||||||||
Mounding & Planting | 1170 (41) *** | 933 (48) *** | N/A | N/A | N/A | N/A | ||
Ripping & Planting | N/A | N/A | N/A | N/A | 152 (30) ** | 450 (46) *** | 1265 (36) *** | |
Line characteristics | ||||||||
Bearing | −48 (33) * | |||||||
Stand variables | ||||||||
Stand height (m) | 18 (8) * | |||||||
Basal area of target tree | ||||||||
Basal area of other tree species | −6 (2) *** | |||||||
Ground Cover (%) | ||||||||
Open water | ||||||||
Bryophyte | ||||||||
Sphagnum fuscum | ||||||||
Graminoid | ||||||||
Model statistics | ||||||||
n | 33 | 33 | 33 | 33 | 35 | 35 | 35 | 35 |
R2 | 0.12 | 0.64 | 0.00 | 0.68 | 0.27 | 0.38 | 0.70 | 0.14 |
Prob > F | 0.047 | <0.001 | 0.000 | <0.001 | 0.001 | <0.001 | <0.001 | 0.029 |
RMSE | 0.54 | 0.42 | 0.18 | 0.48 | 0.34 | 0.48 | 0.37 | 0.35 |
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Stand Variable | Minimum | Median | Maximum | Mean (S.E.) |
---|---|---|---|---|
Age | 5 | 52 | 165 | 56.6 (1.8) |
Height | 2 | 9.5 | 25.2 | 10.3 (0.3) |
Basal area (m2/ha) | 0 | 12 | 44 | 13.7 (0.5) |
Tree stems per ha (DBH < 1 cm) | ||||
Seismic line | 0 | 9000 | 39,333 | 10,186 (719) |
Adjacent stand | 0 | 6000 | 48,333 | 8236 (631) |
Tree stems per ha (DBH ≥ 1 cm) | ||||
Seismic line | 0 | 0 | 2500 | 68 (29) |
Adjacent stand | 1333 | 14,333 | 45,000 | 14,587 (743) |
Tree Density (stems/ha) | Bog | Poor Fen | Rich Fen | Poor Mesic |
---|---|---|---|---|
β (SE) | β (SE) | β (SE) | β (SE) | |
Constant (intercept) | 16,450 (30) *** | 7743 (14) *** | 6454 (20) *** | 2710 (20) *** |
Site (restoration area) | ||||
LiDea 1 | 41 (17) * | |||
Kirby | ||||
LiDea 2 | −44 (24) ** | |||
Restoration treatment | ||||
Mounding & Planting | 300 (67) ** | 34 (24) | 271 (37) *** | N/A |
Ripping & Planting | N/A | N/A | N/A | 731 (38) *** |
Seismic line location | ||||
Seismic line plot | −70 (52) ** | −16 (20) | −55 (32) ** | −63 (30) *** |
Model statistics | ||||
n | 16 | 102 | 66 | 70 |
R2 (within) | 0.52 | 0.04 | 0.17 | 0.51 |
R2 (between) | 0.29 | 0.12 | 0.44 | 0.21 |
R2 (overall) | 0.41 | 0.08 | 0.31 | 0.32 |
Wald χ2 | 9.82 | 8.30 | 27.53 | 43.72 |
p-value | 0.007 | 0.040 | <0.001 | <0.001 |
Tree Density (stems/ha) on Seismic Line Only | Bog | Poor Fen | Rich Fen | Poor Mesic |
---|---|---|---|---|
β (SE) | β (SE) | β (SE) | β (SE) | |
Constant (intercept) | 5024 (45) *** | 13,012 (22) *** | 534 (80) *** | 1224 (32) *** |
Restoration treatment | ||||
Mounding & Planting | 70 (26) * | 206 (49) ** | N/A | |
Ripping & Planting | N/A | N/A | N/A | 540 (44) *** |
Line characteristics | ||||
Bearing | 477 (84) * | |||
Stand variables | ||||
Stand height (m) | 19 (8) * | |||
Ground Cover (%) | ||||
Lichen | −5 (3) * | |||
Graminoid | −5 (1) *** | |||
Model statistics | ||||
n | 8 | 51 | 33 | 35 |
R2 | 0.58 | 0.30 | 0.39 | 0.44 |
Prob > F | 0.028 | <0.001 | <0.001 | <0.001 |
RMSE | 0.36 | 0.35 | 0.48 | 0.46 |
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Filicetti, A.T.; Cody, M.; Nielsen, S.E. Caribou Conservation: Restoring Trees on Seismic Lines in Alberta, Canada. Forests 2019, 10, 185. https://doi.org/10.3390/f10020185
Filicetti AT, Cody M, Nielsen SE. Caribou Conservation: Restoring Trees on Seismic Lines in Alberta, Canada. Forests. 2019; 10(2):185. https://doi.org/10.3390/f10020185
Chicago/Turabian StyleFilicetti, Angelo T., Michael Cody, and Scott E. Nielsen. 2019. "Caribou Conservation: Restoring Trees on Seismic Lines in Alberta, Canada" Forests 10, no. 2: 185. https://doi.org/10.3390/f10020185