Observations of Live Individuals and Predicted Suitable Habitat for Chinese Pangolin (Manis pentadactyla) in Guangdong, China
Abstract
:1. Introduction
2. Methods
2.1. Study Area
2.2. Collection, Screening and Processing of Chinese Pangolin Observations
2.3. Collection, Screening and Processing of Environmental Data
2.4. Habitat Prediction and Suitability Analysis
2.5. Habitat Fragmentation Analysis
3. Results
3.1. Live Chinese Pangolin Observations
3.2. Distribution of Suitable Habitat
3.3. Environmental Characteristics of Suitable Habitat
3.4. Field Validation of Habitat Suitability
3.5. Land Cover in Guangdong Province over a 40-Year Period
3.6. Fragmentation in Suitable Habitat
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Collecting Method | Workload | Whole Site | Effective Site | |
---|---|---|---|---|
Individual | Burrow | |||
Literature | 62 sources | 34 | 41 | 75 |
Interview | 199 interviewees | 119 | 11 | 32 |
Field work | 83 routes, total length 162.3 km | 3 | 116 | 118 |
Infrared camera | 163 infrared cameras, total of 550,000 deployed days | 47 | / | 47 |
Total | / | 371 | 272 |
No | Environment Data | Recourse |
---|---|---|
1 | Mean diurnal range (Bio2) | http://www.worldclim.org/ (accessed on 20 August 2024) |
2 | Temperature annual range (Bio7) | http://www.worldclim.org/ (accessed on 20 August 2024) |
3 | Mean temperature of coldest quarter (Bio11) | http://www.worldclim.org/ (accessed on 20 August 2024) |
4 | Precipitation of wettest month (Bio13) | http://www.worldclim.org/ (accessed on 20 August 2024) |
5 | Precipitation seasonality (Bio15) | http://www.worldclim.org/ (accessed on 20 August 2024) |
6 | Elevation | http://www.geodata.cn/ (accessed on 20 August 2024) |
7 | Slope | http://www.geodata.cn/ (accessed on 20 August 2024) |
8 | Aspect | http://www.geodata.cn/ (accessed on 20 August 2024) |
9 | Forest vegetation | http://www.geodata.cn/ (accessed on 20 August 2024) |
10 | Land cover | http://www.resdc.cn/ (accessed on 20 August 2024) |
11 | Vegetation index | http://www.resdc.cn/ (accessed on 20 August 2024) |
12 | Distance to roads | http://www.resdc.cn/ (accessed on 20 August 2024) |
Habitat Suitability Level | Area/km2 | Percentage |
---|---|---|
High Suitability | 11,721 | 17.56% |
Medium Suitability | 19,257 | 28.86% |
Inferior Suitability | 35,752 | 53.58% |
Total | 66,730 | 100.00% |
Environmental Factors | Factor Contribution/% | High Range | Medium Range | Inferior Range | |||
---|---|---|---|---|---|---|---|
Range | Mean | Range | Mean | Range | Mean | ||
Elevation/m | 36.9 | 0–900 | 459 | 344–1563 | 961 | 567–1765 | 1233 |
Mean diurnal range (Bio2)/°C | 14.0 | 5.0–9.0 | 7.48 | 4.9–9.2 | 7.9 | 5.1–9.6 | 8.2 |
Temperature annual Range (Bio7)/°C | 13.2 | 17.6–28.0 | 22.9 | 17.6–29.4 | 23.9 | 17.8–30.0 | 25.1 |
Slope/° | 11.2 | 0.0–49.4 | 18.0 | 0.1–56.4 | 15.7 | 0.1–53.6 | 12.2 |
Mean temperature of coldest quarter (Bio11)/°C | 5.6 | 4.7–16.1 | 11.9 | 4.6–16.4 | 12.6 | 3.5–17.6 | 13.3 |
Precipitation seasonality (Bio15)/mm | 3.2 | 57.3–78.2 | 66 | 56.9–78.2 | 66.6 | 56.3–78.5 | 67.0 |
Distance to road/km | 3.1 | 0.01–0.14 | 0.02 | 0.01–0.13 | 0.02 | 0.01–0.14 | 0.01 |
Vegetation index | 3.0 | 2767–9965 | 8554 | 3153–9965 | 8322 | 154–9887 | 7984 |
Precipitation of wettest month (Bio13)/mm | 2.9 | 219–378 | 300 | 218–384 | 299 | 218–388 | 298 |
2020 | |||||||
---|---|---|---|---|---|---|---|
1980 | Cropland | Forest | Grassland | Water | Urban/Built-Up | Barren | Total |
Cropland | 26,221.27 | 11,679.04 | 1351.07 | 2650.79 | 6595.39 | 27.22 | 48,525 |
Forest | 10,455.29 | 92,117.56 | 2668.96 | 1266.00 | 2538.69 | 20.01 | 109,067 |
Grassland | 1259.04 | 3381.65 | 3632.76 | 169.64 | 357.75 | 11.47 | 8812 |
Water | 1498.05 | 1039.93 | 140.60 | 2919.87 | 959.15 | 6.77 | 6564 |
Urban/built-up | 2157.65 | 898.77 | 117.72 | 338.28 | 3066.46 | 4.77 | 6584 |
Barren | 30.61 | 26.11 | 15.22 | 15.66 | 30.08 | 30.70 | 148 |
Total | 41,622 | 109,143 | 7926 | 7360 | 13,548 | 101 | 179,700 |
Landscape Indices | Historical | Now | Change |
---|---|---|---|
CA | 68,255 | 65,510 | −2745 |
NP | 1172 | 1214 | 42 |
PD | 0.007 | 0.007 | - |
MPS | 58.24 | 53.96 | −4.28 |
PLAND | 39.34 | 37.84 | −1.50 |
AI | 85.29 | 85.91 | 0.62 |
COHESION | 99.11 | 99.01 | −0.10 |
LSI | 39.26 | 36.93 | −2.33 |
Suitable Habitat PLAND X1 | Suitable Habitat PD X2 | Suitable Habitat MPS X3 | Urban/Built-Up PLAND X4 | Urban/Built-Up PD X5 | Urban/Built-Up MPS X6 | ||
---|---|---|---|---|---|---|---|
Historical | X1 | 1.00 | −0.19 | 0.918 ** | −0.437 * | −0.644 ** | −0.10 |
X2 | 1.00 | −0.39 | 0.21 | 0.14 | 0.23 | ||
X3 | 1.00 | −0.535 * | −0.635 ** | −0.27 | |||
X4 | 1.00 | 0.864 ** | 0.832 ** | ||||
X5 | 1.00 | 0.465 * | |||||
X6 | 1.00 | ||||||
Present | X1 | 1.00 | −0.19 | 0.857 ** | −0.448 * | −0.622 ** | −0.25 |
X2 | 1.00 | −0.40 | 0.37 | 0.05 | 0.26 | ||
X3 | 1.00 | −0.444 * | −0.38 | −0.30 | |||
X4 | 1.00 | −0.01 | 0.903 ** | ||||
X5 | 1.00 | −0.29 | |||||
X6 | 1.00 |
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Zhang, B.; Cen, P.; Wang, W.; Liu, Z.; Zhang, F.; Lei, C.; Li, Y.; Zhang, J.; Chen, P.; Wu, S. Observations of Live Individuals and Predicted Suitable Habitat for Chinese Pangolin (Manis pentadactyla) in Guangdong, China. Sustainability 2024, 16, 7209. https://doi.org/10.3390/su16167209
Zhang B, Cen P, Wang W, Liu Z, Zhang F, Lei C, Li Y, Zhang J, Chen P, Wu S. Observations of Live Individuals and Predicted Suitable Habitat for Chinese Pangolin (Manis pentadactyla) in Guangdong, China. Sustainability. 2024; 16(16):7209. https://doi.org/10.3390/su16167209
Chicago/Turabian StyleZhang, Beixi, Peng Cen, Wenhua Wang, Zhicheng Liu, Fuhua Zhang, Chen Lei, Yuchi Li, Jingyi Zhang, Peiqi Chen, and Shibao Wu. 2024. "Observations of Live Individuals and Predicted Suitable Habitat for Chinese Pangolin (Manis pentadactyla) in Guangdong, China" Sustainability 16, no. 16: 7209. https://doi.org/10.3390/su16167209
APA StyleZhang, B., Cen, P., Wang, W., Liu, Z., Zhang, F., Lei, C., Li, Y., Zhang, J., Chen, P., & Wu, S. (2024). Observations of Live Individuals and Predicted Suitable Habitat for Chinese Pangolin (Manis pentadactyla) in Guangdong, China. Sustainability, 16(16), 7209. https://doi.org/10.3390/su16167209