Submitted:
02 January 2024
Posted:
03 January 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Data Collection
2.3. RUSLE Model
2.4. R Factor
2.5. K Factor
2.6. L and S Factors
2.7. C Factor
2.8. P Factor
2.9. Soil Erosion Classification
3. Results
3.1. Land Use Changes from 1990 to 2020
3.2. Spatio-Temporal Changes of Soil Erosion
3.2.1. Temporal Variation of Soil Erosion
3.2.2. Spatial Variation of Soil Erosion
3.3. Soil Erosion Characteristics of Different Land Use Types and Their Variability
3.3.1. Soil Erosion Characteristics of Different Land Use Types
3.3.2. Soil Erosion Characteristics of Land Use Changes
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Gradation of Soil Erosion | Tolerable | Slight | Moderate | Severe | Very Severe | Destructive |
|---|---|---|---|---|---|---|
| thresholds | (0, 500] | (500, 2500] | (2500, 5000] | (5000, 8000] | (8000, 15000] | >150000 |
| Land use types | 1990 | 2000 | 2010 | 2020 | ||||
|---|---|---|---|---|---|---|---|---|
| Area(km2) | Proportion(%) | Area(km2) | Proportion(%) | Area(km2) | Proportion(%) | Area(km2) | Proportion(%) | |
| Cropland | 84.60 | 0.48 | 84.51 | 0.48 | 166.47 | 0.94 | 206.51 | 1.16 |
| Forest | 5,621.13 | 31.61 | 5,620.26 | 31.60 | 4,886.64 | 27.48 | 4,861.62 | 27.34 |
| Grassland | 6,097.91 | 34.29 | 6,098.53 | 34.29 | 7,145.87 | 40.18 | 7,140.03 | 40.15 |
| Water | 946.87 | 5.32 | 946.82 | 5.32 | 531.88 | 2.99 | 523.87 | 2.95 |
| Construction land | 4.87 | 0.03 | 4.86 | 0.03 | 10.88 | 0.06 | 29.57 | 0.17 |
| Unused land | 5,027.79 | 28.27 | 5,028.20 | 28.28 | 5,041.44 | 28.35 | 5,021.59 | 28.24 |
| Types | 1990 | 2000 | 2010 | 2020 |
|---|---|---|---|---|
| Minimum | 0.00 | 0.00 | 0.00 | 0.00 |
| Maximum | 327,727 | 232,783.16 | 238,581.47 | 110,343.13 |
| Mean | 1,625.46 | 1,254.99 | 1,375.03 | 961.03 |
| Gradation of Soil Erosion | 1990 | 2000 | 2010 | 2020 | ||||
|---|---|---|---|---|---|---|---|---|
| Area(km2) | Proportion (%) |
Area(km2) | Proportion (%) |
Area(km2) | Proportion (%) |
Area(km2) | Proportion (%) |
|
| Tolerable | 8,253.65 | 47.24 | 8,082.02 | 46.24 | 7,769.40 | 44.47 | 9,253.75 | 53.35 |
| Slight | 6,211.61 | 35.55 | 7,574.83 | 43.34 | 7,652.67 | 43.80 | 6,825.89 | 39.35 |
| Moderate | 2,114.54 | 12.10 | 1,242.01 | 7.11 | 1,406.97 | 8.05 | 857.33 | 4.94 |
| Severe | 458.83 | 2.63 | 287.12 | 1.64 | 305.43 | 1.75 | 223.69 | 1.29 |
| Very Severe | 283.38 | 1.62 | 201.93 | 1.16 | 236.24 | 1.35 | 141.05 | 0.81 |
| Destructive | 150.99 | 0.86 | 88.88 | 0.51 | 102.34 | 0.59 | 42.87 | 0.25 |
| Types of Change | 1990-2000 | 2000-2010 | 2010-2020 |
|---|---|---|---|
| weakened | 10.96 | 2.39 | 11.83 |
| unchanged | 86.25 | 92.74 | 85.93 |
| enhanced | 1.98 | 4.87 | 2.24 |
| Gradation of Soil Erosion | Grassland | Cropland | Construction land | Forest | Water | Unused land |
|---|---|---|---|---|---|---|
| Tolerable | 50.40 | 72.76 | 100 | 70.14 | 100 | 38.46 |
| Slight | 42.64 | 23.09 | 0.00 | 23.87 | 0.00 | 52.24 |
| Moderate | 4.60 | 2.18 | 0.00 | 3.67 | 0.00 | 6.87 |
| Severe | 1.34 | 1.49 | 0.00 | 1.07 | 0.00 | 1.41 |
| Very Severe | 0.72 | 0.48 | 0.00 | 0.96 | 0.00 | 0.87 |
| Destructive | 0.30 | 0.00 | 0.00 | 0.29 | 0.00 | 0.15 |
| The total | 100 | 100 | 100 | 100 | 100 | 100 |
| Land Use Types | Tolerable | Slight | Moderate | Severe | Very Severe | Destructive |
|---|---|---|---|---|---|---|
| Grassland | 37.85 | 43.48 | 37.53 | 41.97 | 35.19 | 49.51 |
| Cropland | 1.60 | 0.69 | 0.52 | 1.36 | 0.68 | 0.00 |
| Construction land | 0.27 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| Forest | 36.88 | 18.04 | 20.91 | 23.30 | 33.18 | 31.47 |
| Water | 3.42 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| Unused land | 19.98 | 37.79 | 41.04 | 33.37 | 30.95 | 19.02 |
| The total | 100 | 100 | 100 | 100 | 100 | 100 |
| Land Use Types | 1990 | 2000 | 2010 | 2020 | ||||
|---|---|---|---|---|---|---|---|---|
| Amount (Mt) |
Proportion (%) |
Amount (Mt) |
Proportion (%) |
Amount (Mt) |
Proportion (%) |
Amount (Mt) |
Proportion (%) |
|
| Grassland | 9.91 | 36.09 | 7.91 | 36.32 | 9.66 | 40.07 | 9.63 | 43.80 |
| Cropland | 0.01 | 0.04 | 0.04 | 0.20 | 0.14 | 0.57 | 0.16 | 0.71 |
| Forest | 10.01 | 36.43 | 8.26 | 37.94 | 8.21 | 34.04 | 6.83 | 31.06 |
| Unused land | 7.53 | 27.43 | 5.56 | 25.53 | 6.10 | 25.32 | 5.37 | 24.44 |
| Land Use Change Types | 1990-2000 | 2000-2010 | 2010-2020 | |||
|---|---|---|---|---|---|---|
| weakened | enhanced | weakened | enhanced | weakened | enhanced | |
| Unchanged grassland | 35.37 | 28.17 | 29.83 | 31.84 | 40.97 | 44.93 |
| Unchanged forest | 34.88 | 68.08 | 57.96 | 42.57 | 48.37 | 28.83 |
| Unchanged unused land | 29.51 | 3.13 | 11.56 | 24.42 | 9.26 | 18.20 |
| Unchanged cropland | 0.23 | 0.61 | 0.65 | 1.17 | 1.04 | 5.13 |
| Grassland to cropland | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.52 |
| Cropland to grassland | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.18 |
| Cropland to forest | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.00 |
| Forest to grassland | 0.00 | 0.00 | 0.00 | 0.00 | 0.19 | 0.21 |
| Forest to cropland | 0.00 | 0.00 | 0.00 | 0.00 | 0.08 | 0.35 |
| Water to cropland | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.51 |
| Water to forest | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 |
| Unused land to cropland | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.14 |
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