Influence of Soil Hydrological Processes on Different Forms of Nitrogen Output in Red Soil Slope Farmland
Abstract
1. Introduction
2. Materials and Methods
2.1. Area of Study
2.2. The Rainfall Characteristics of Study Area in 2016 and 2017
2.3. Experimental Design and Treatments
2.4. Plots and Equipment
2.5. Statistical Analysis
3. Results
3.1. The Out-Flow Components on Red Soil Sloping Farmland
3.2. Nitrogen Transport at Different Soil Layers on Red Soil Slope Farmland
3.2.1. Changes in Different Forms of N Concentrations During a Single Rainfall Event
3.2.2. Characteristics of N Concentration Stratification Output with Different Forms of Runoff Components
3.2.3. N Loss with Different Runoff Components
3.3. The Correlation Analysis Between Soil Hydrological Processes and Stratified Transport of N
3.3.1. Correlation Between Soil Water, Rainfall, Runoff, and Different Forms of N Transport
3.3.2. Correlation Between Soil Water and Different Forms of N Transport
3.3.3. The Impact of Hydrological Processes on N Transport
4. Discussion
4.1. The Impact of Vegetation Cover on Water Loss Process
4.2. The Impact of Vegetation Cover on the N Transport Process
4.2.1. The Changes in N Concentrations in the Out-Flow Components Under Natural Rainfall
4.2.2. The Impact of Vegetation Cover on Stratified Transport of N
4.3. Characteristics of N Loss in the Out-Flow Components
4.4. The Influence of Soil Hydrological Processes on the Stratified Transport of N
4.4.1. The Correlation Between Rainfall, Runoff, Soil Water and Different Forms of N
4.4.2. The Main Factors of the Stratified Transport of N
5. Conclusions
- (1)
- The order of water loss volume for each component in the BL treatment is deep percolation > runoff > interflow, and in FC, it is deep percolation > interflow > runoff. The proportions of interflow and deep percolation in the total water loss under FC is much higher than that of BL. Grass mulching can significantly reduce the generation of surface runoff and increase water infiltration, consequently reducing the generation of surface runoff.
- (2)
- In both BL and FC treatments, the ranking of different forms of N concentrations of each layer was NO3−-N > ON > NH4+-N, and the concentration of each form of N showed a trend of deep percolation > interflow > runoff. Compared with BL, TN and NO3−-N concentrations under the FC treatment in deep percolation were significantly higher.
- (3)
- The main pathway for N loss on red soil slope farmland is deep percolation. Grass mulching can significantly reduce the loss of N in surface runoff. The findings of this study suggest that rainfall was the primary factor affecting N transport on red soil slope farmland.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| BL | without anything covered |
| FC | mulching dry Bahia grass with 100% coverage |
| TN | total nitrogen |
| AN | ammoniacal nitrogen |
| NN | nitrate nitrogen |
| NH4+-N | ammoniacal nitrogen |
| NO3−-N | nitrate nitrogen |
| ON | organic nitrogen |
| SMC | soil moisture content |
| T0 | the concentration of TN of runoff |
| T30 | the concentration of TN of interflow (30 cm) |
| T60 | the concentration of TN of interflow (60 cm) |
| T105 | the concentration of TN of deep percolation |
| N0 | the concentration of NO3−-N of runoff |
| N30 | the concentration of NO3−-N of interflow (30 cm) |
| N60 | the concentration of NO3−-N of interflow (60 cm) |
| N105 | the concentration of NO3−-N of deep percolation |
| A0 | the concentration of NH4+-N of runoff |
| A30 | the concentration of NH4+-N of interflow (30 cm) |
| A60 | the concentration of NH4+-N of interflow (60 cm) |
| A105 | the concentration of NH4+-N of deep percolation |
| O0 | the concentration of ON of runoff |
| O30 | the concentration of ON of interflow (30 cm) |
| O60 | the concentration of ON of interflow (60 cm) |
| O105 | the concentration of ON of deep percolation |
References
- Mo, M.M.; Liu, Z.; Yang, J.; Song, Y.; Tu, A.G.; Liao, K.; Zhang, J. Water and sediment runoff and soil moisture response to grass cover in sloping citrus land, Southern China. Soil Water Res. 2019, 14, 10–21. [Google Scholar] [CrossRef]
- Grzebisz, W.; Diatta, J.; Barłóg, P.; Biber, M.; Potarzycki, J.; Łukowiak, R.; Przygocka-Cyna, K.; Szczepaniak, W. Soil Fertility Clock—Crop Rotation as a Paradigm in Nitrogen Fertilizer Productivity Control. Plants 2022, 11, 2841. [Google Scholar] [CrossRef]
- Xie, G.; Su, Z.; Fu, Y.; Li, J.; Mao, D.; Wang, S. Distribution of Subsurface Nitrogen and Phosphorus from Different Irrigation Methods in a Maize Field. Hydrology 2024, 11, 171. [Google Scholar] [CrossRef]
- Sitterson, J.; Knightes, C.; Parmar, R.; Wolfe, K.; Avant, B.; Muche, M. An overview of rainfall-runoff model types. In Proceedings of the 9th International Congress on Environmental Modelling and Software, Ft. Collins, CO, USA, 24–28 June 2018. [Google Scholar]
- Smith, K.A.; Jackson, D.R.; Pepper, T.J. Nutrient losses by surface run-off following the application of organic manures to arable land. 1. Nitrogen. Environ. Pollut. 2001, 112, 41–51. [Google Scholar] [CrossRef] [PubMed]
- Wang, T.; Zhu, B. Nitrate loss via overland flow and interflow from a sloped farmland in the hilly area of purple soil, China. Nutr. Cycl. Agroecosyst. 2011, 90, 309–319. [Google Scholar] [CrossRef]
- Wang, Y.; Gao, L.; Peng, X. Hydrologic separation and their contributions to N loss in an agricultural catchment in hilly red soil region. Sci. China Earth Sci. 2019, 62, 1730–1743. [Google Scholar] [CrossRef]
- Bu, H.; Ren, X.; Lu, J.; Chen, Z.Y.; Liu, X.W.; Wang, G.; Li, L.S. Nitrogen loss on red soil in south China under artificial rainfall conditions. Environ. Sci. Technol. 2016, 39, 27–34. [Google Scholar]
- Wang, Y.; Lin, J.; Wang, F.; Tian, Q.; Zheng, Y.; Chen, N. Hydrological connectivity affects nitrogen migration and retention in the land–river continuum. J. Environ. Manag. 2023, 326, 116816. [Google Scholar] [CrossRef]
- Lei, M.; Long, Y.; Li, T.; Ma, Y.; Zhang, G.; Peng, B.; Li, Z.; Liu, Y. Nitrogen dynamic transport processes shaped by watershed hydrological functional connectivity. J. Hydrol. 2024, 645, 132218. [Google Scholar] [CrossRef]
- Liu, X.; Zhang, Y.; Xiao, T.; Li, P.; Zhang, L.; Liu, Y.; Deng, W. Runoff velocity controls soil nitrogen leaching in subtropical restored forest in southern China. For. Ecol. Manag. 2023, 548, 121412. [Google Scholar] [CrossRef]
- Wang, C.; Miao, Q.; Wei, Z.; Guo, Y.; Li, J.; Fan, Z.; Hu, Y.; Zhang, H.; Sun, J.; Cui, Z. Nutrient runoff and leaching under various fertilizer treatments and pedogeographic conditions: A case study in tobacco (Nicotiana tabacum L.) fields of the Erhai Lake basin, China. Eur. J. Agron. 2024, 156, 127170. [Google Scholar] [CrossRef]
- Luo, Y.; Wu, X.; Xiao, H.; Toan, N.-S.; Liao, B.; Wu, X.; Hu, R. Leaching is the main pathway of nitrogen loss from a citrus orchard in Central China. Agric. Ecosyst. Environ. 2023, 356, 108559. [Google Scholar] [CrossRef]
- Wang, T.; Xiao, W.; Huang, Z.; Zeng, L. Interflow pattern govern nitrogen loss from tea orchard slopes in response to rainfall pattern in Three Gorges Reservoir Area. Agric. Water Manag. 2022, 269, 107684. [Google Scholar] [CrossRef]
- Li, R.; Li, Q.; Pan, L. Review of organic mulching effects on soil and water loss. Arch. Agron. Soil Sci. 2021, 67, 136–151. [Google Scholar] [CrossRef]
- El-Beltagi, H.S.; Basit, A.; Mohamed, H.I.; Ali, I.; Ullah, S.; Kamel, E.A.R.; Shalaby, T.A.; Ramadan, K.M.A.; Alkhateeb, A.A.; Ghazzawy, H.S. Mulching as a sustainable water and soil saving practice in agriculture: A review. Agronomy 2022, 12, 1881. [Google Scholar] [CrossRef]
- Yang, Y.; Yu, K.; Feng, H. Effects of straw mulching and plastic film mulching on improving soil organic carbon and nitrogen fractions, crop yield and water use efficiency in the Loess Plateau, China. Agric. Water Manag. 2018, 201, 133–143. [Google Scholar] [CrossRef]
- Akhtar, K.; Wang, W.; Khan, A.; Ren, G.; Zaheer, S.; Sial, T.A.; Yang, G. Straw mulching with fertilizer nitrogen: An approach for improving crop yield, soil nutrients and enzyme activities. Soil Use Manag. 2019, 35, 526–535. [Google Scholar] [CrossRef]
- Cantalice, J.R.B.; Silveira, F.P.M.; Singh, V.P.; Silva, Y.J.A.B.; Cavalcante, D.M.; Gomes, C. Interrill erosion and roughness parameters of vegetation in rangelands. Catena 2017, 148, 111–116. [Google Scholar] [CrossRef]
- Yang, L.; Duan, J.; Peng, L.; Zhang, X.; Guo, X.; Yang, J. Effects of straw mulching on near-surface hydrological process and soil loss in slope farmland of red Soil. Water 2022, 14, 3388. [Google Scholar] [CrossRef]
- Adekalu, K.O.; Olorunfemi, I.A.; Osunbitan, J.A. Grass mulching effect on infiltration, surface runoff and soil loss of three agricultural soils in Nigeria. Bioresour. Technol. 2007, 98, 912–917. [Google Scholar] [CrossRef]
- Hood, E.W.; Williams, M.W.; Caine, N. Landscape controls on organic and inorganic nitrogen leaching across an alpine/subalpine ecotone, Green Lakes Valley. Ecosystems 2003, 6, 31–45. [Google Scholar] [CrossRef]
- Babalola, O.; Oshunsanya, S.O.; Are, K. Effects of vetiver grass (Vetiveria nigritana) strips, vetiver grass mulch and an organomineral fertilizer on soil, water and nutrient losses and maize (Zea mays L.) yields. Soil Tillage Res. 2007, 96, 6–18. [Google Scholar] [CrossRef]
- Jin, K.; Cornelis, W.M.; Gabriels, D.; Schiettecatte, W.; De Neve, S.; Lu, J.; Harmann, R. Soil management effects on runoff and soil loss from field rainfall simulation. Catena 2008, 75, 191–199. [Google Scholar] [CrossRef]
- Zhou, X.; Li, H.; Wang, A.; Gurmesa, G.A.; Wang, X.; Chen, X.; Fang, Y. Transformation mechanisms of ammonium and nitrate in subsurface wastewater infiltration system: Implication for reducing greenhouse gas emissions. Water Res. 2024, 250, 121031. [Google Scholar] [CrossRef]
- Wang, Z.H.; Li, S.X. Nitrate N loss by leaching and surface runoff in agricultural land: A global issue (a review). Adv. Agron. 2019, 156, 159–217. [Google Scholar]
- Schuman, G.E.; Burwell, R.E.; Piest, R.F.; Spomer, R.G. Nitrogen losses in surface runoff from agricultural watersheds on Missouri Valley loess American Society of Agronomy, Crop Science Society of America, and Soil Science Society of America. J. Environ. Qual. 1973, 2, 299–302. [Google Scholar] [CrossRef]
- Delgado, J.A. Quantifying the loss mechanisms of nitrogen. J. Soil Water Conserv. 2002, 57, 389–398. [Google Scholar] [CrossRef]
- Su, F.; Wu, J.; Wang, D.; Zhao, H.; Wang, Y.; He, X. Moisture movement, soil salt migration, and nitrogen transformation under different irrigation conditions: Field experimental research. Chemosphere 2022, 300, 134569. [Google Scholar] [CrossRef] [PubMed]
- Wang, R.; Min, J.; Kronzucker, H.J.; Li, Y.; Shi, W. N and P runoff losses in China’s vegetable production systems: Loss characteristics, impact, and management practices. Sci. Total Environ. 2019, 663, 971–979. [Google Scholar] [CrossRef]
- Xin-Hu, L.; Zhang, Z.Y.; Yang, J.; Zhang, G.H.; Wang, B. Effects of Bahia grass cover and mulch on runoff and sediment yield of sloping red soil in southern China. Pedosphere 2011, 21, 238–243. [Google Scholar] [CrossRef]
- Jie, Y.; Haijin, Z.; Xiaoan, C.; Le, S. Effects of tillage practices on nutrient loss and soybean growth in red-soil slope farmland. Int. Soil Water Conserv. Res. 2013, 1, 49–55. [Google Scholar] [CrossRef]
- Jing, X.; Li, L.; Chen, S.; Shi, Y.; Xu, M.; Zhang, Q. Straw returning on sloping farmland reduces the soil and water loss via surface flow but increases the nitrogen loss via interflow. Agric. Ecosyst. Environ. 2022, 339, 108154. [Google Scholar] [CrossRef]
- Deng, K.; Liu, Z.; Han, X.; Zhu, Y.; Sun, G.; Mo, M. Effects of ridge tillage and peanut growth on the surface–subsurface runoff generation and soil loss in the red soil sloping farmland of southern China. J. Soils Sediments 2024, 24, 1431–1446. [Google Scholar] [CrossRef]
- Shi, P.; Li, P.; Li, Z.; Sun, J.; Wang, D.; Min, Z. Effects of grass vegetation coverage and position on runoff and sediment yields on the slope of Loess Plateau, China. Agric. Water Manag. 2022, 259, 107231. [Google Scholar] [CrossRef]
- Liu, Z.; Zhao, C.; Zhang, P.; Jia, Z. Long-term effects of plastic mulching on soil structure, organic carbon and yield of rainfed maize. Agric. Water Manag. 2023, 287, 108447. [Google Scholar] [CrossRef]
- Guzha, A.C.; Rufino, M.C.; Okoth, S.; Jacobs, S.; Nóbrega, R.L. Impacts of land use and land cover change on surface runoff, discharge and low flows: Evidence from East Africa. J. Hydrol. Reg. Stud. 2018, 15, 49–67. [Google Scholar] [CrossRef]
- Jordán, A.; Zavala, L.M.; Gil, J. Effects of mulching on soil physical properties and runoff under semi-arid conditions in southern Spain. Catena 2010, 81, 77–85. [Google Scholar] [CrossRef]
- Pu, X.; Wang, T.; Cai, K.; Li, Z.; Wang, X.; Lu, L.; Xue, Y.; Zhang, Y. Characterization and source apportionment of rainfall-driven nitrate export from dryland crop systems with agricultural practices at mid-high latitudes. Agric. Ecosyst. Environ. 2024, 375, 109218. [Google Scholar] [CrossRef]
- Wang, X.; Wang, H.; Hao, M.; Li, J. Effects of straw covering methods on runoff and soil erosion in summer maize field on the Loess Plateau of China. Plant Soil Environ. 2015, 61, 176–181. [Google Scholar] [CrossRef]
- Liu, R.; Wang, J.; Shi, J.; Chen, Y.; Sun, C.; Zhang, P.; Shen, Z. Runoff characteristics and nutrient loss mechanism from plain farmland under simulated rainfall conditions. Sci. Total Environ. 2014, 468, 1069–1077. [Google Scholar] [CrossRef]
- Song, X.; Gao, Y.; Green, S.M.; Dungait, J.A.; Peng, T.; Quine, T.A.; He, N. Nitrogen loss from karst area in China in recent 50 years: An in-situ simulated rainfall experiment’s assessment. Ecol. Evol. 2017, 7, 10131–10142. [Google Scholar] [CrossRef]
- Zhang, R. Study on Environmental Effects of Different Covering Measures on Spring Maize Planting in the Loess Plateau. In IOP Conf. Ser. Earth Environ. Sci. 2019, 384, 012158. [Google Scholar] [CrossRef]
- Ogden, F.L.; Crouch, T.D.; Stallard, R.F.; Hall, J.S. Effect of land cover and use on dry season river runoff, runoff efficiency, and peak storm runoff in the seasonal tropics of Central Panama. Water Resour. Res. 2013, 49, 8443–8462. [Google Scholar] [CrossRef]
- Xing, W.; Yang, P.; Ren, S.; Ao, C.; Li, X.; Gao, W. Slope length effects on processes of total nitrogen loss under simulated rainfall. Catena 2016, 139, 73–81. [Google Scholar] [CrossRef]
- Zhao, Q.; Li, D.; Zhuo, M.; Guo, T.; Liao, Y.; Xie, Z. Effects of rainfall intensity and slope gradient on erosion characteristics of the red soil slope. Stoch. Environ. Res. Risk Assess. 2015, 29, 609–621. [Google Scholar] [CrossRef]
- Kleinman, P.J.; Srinivasan, M.S.; Dell, C.J.; Schmidt, J.P.; Sharpley, A.N.; Bryant, R.B. Role of rainfall intensity and hydrology in nutrient transport via surface runoff. J. Environ. Qual. 2006, 35, 1248–1259. [Google Scholar] [CrossRef] [PubMed]
- Chen, X.; Yang, J.; Tang, C.; Zheng, T.; Li, L. Effects of rainfall intensity and slope on surface and subsurface runoff in red soil slope farmland. Trans. Chin. Soc. Agric. Eng. 2017, 33, 141–146. [Google Scholar]
- Zhang, Q.; Liu, D.; Cheng, S.; Huang, X. Combined effects of runoff and soil erodibility on available nitrogen losses from sloping farmland affected by agricultural practices. Agric. Water Manag. 2016, 176, 1–8. [Google Scholar] [CrossRef]
- Wang, F.L.; Alva, A.K. Ammonium adsorption and desorption in sandy soils. Soil Sci. Soc. Am. J. 2000, 64, 1669–1674. [Google Scholar] [CrossRef]
- Paul, K.I.; Polglase, P.J.; O’connell, A.M.; Carlyle, J.C.; Smethurst, P.J.; Khanna, P.K. Defining the relation between soil water content and net nitrogen mineralization. Eur. J. Soil Sci. 2003, 54, 39–48. [Google Scholar] [CrossRef]
- Chen, R.; Chen, X.; Li, H.; Wang, J.; Guo, X. Evaluating soil water and nitrogen transport, nitrate leaching and soil nitrogen concentration uniformity under sprinkler irrigation and fertigation using numerical simulation. J. Hydrol. 2025, 647, 132345. [Google Scholar] [CrossRef]
- Huang, X.; Zhu, Y.; Lin, H.; She, D.; Li, P.; Lang, M.; Xia, Y. High-frequency monitoring during rainstorm events reveals nitrogen sources and transport in a rural catchment. J. Environ. Manag. 2024, 362, 121308. [Google Scholar] [CrossRef] [PubMed]
- Zhang, Y.; Wu, H.; Yao, M.; Zhou, J.; Wu, K.; Hu, M.; Chen, D. Estimation of nitrogen runoff loss from croplands in the Yangtze River Basin: A meta-analysis. Environ. Pollut. 2021, 272, 116001. [Google Scholar] [CrossRef] [PubMed]








| Year | Total Number of Rainfall Events | Total Rainfall (mm) | Total Duration (min) | Average Rain Intensity (mm/h) |
|---|---|---|---|---|
| 2016 | 136 | 1797 | 61,225 | 2.05 |
| 2017 | 124 | 1839 | 67,770 | 2.35 |
| Average of 2001–2017 period | 145 | 1443 | 51,167 | 2.09 |
| Date | Total Rainfall (mm) | Total Duration (min) | Average Rain Intensity (mm/h) |
|---|---|---|---|
| 4 May 2016 | 8 | 385 | 1.2 |
| 15 May 2016 | 448 | 605 | 4.4 |
| 19 May 2016 | 11 | 380 | 1.7 |
| 20 May 2016 | 13 | 1205 | 0.6 |
| 1 June 2017 | 20 | 800 | 1.5 |
| 4 June 2017 | 65 | 1930 | 2.0 |
| 23 June 2017 | 163 | 3630 | 2.7 |
| Depth (cm) | TN (g/kg) | Alkaline-N (mg/kg) | Maximum Water Holding Capacity (%) | Field Capacity (%) | Soil Bulk Density (g·cm−3) | Soil Porosity (%) | Ks (cm/d) |
|---|---|---|---|---|---|---|---|
| 0 | 0.44 | 80.44 | 34.55 | 19.14 | 1.35 | 46.64 | - |
| 30 | 0.69 | 62.99 | 29.5 | ||||
| 60 | 0.57 | 58.76 | 5.8 | ||||
| 105 | 0.60 | 68.53 | 5.0 |
| R | BL | FC | ||||||
|---|---|---|---|---|---|---|---|---|
| 0 cm | 30 cm | 60 cm | 105 cm | 0 cm | 30 cm | 60 cm | 105 cm | |
| 1 | 0 | 2.3 | 4.6 | 484.0 | 0 | 31.2 | 8.2 | 553.4 |
| 2 | 128.1 | 19.4 | 19.4 | 2207.7 | 30.2 | 162.4 | 64.8 | 2761.7 |
| 3 | 12.2 | 15.4 | 8.0 | 807.8 | 3.5 | 87.8 | 18.7 | 1386.7 |
| 4 | 20.4 | 1.1 | 0.0 | 1320.1 | 9.8 | 28.9 | 9.9 | 1620.1 |
| 5 | 1038.6 | 38.3 | 29.1 | 2649.5 | 55.4 | 898.6 | 77.1 | 2924.8 |
| 6 | 880.1 | 248.9 | 318.3 | 5680.1 | 213 | 490.6 | 207.2 | 7534.5 |
| 7 | 1160.3 | 96.5 | 65.0 | 11,368.8 | 370.5 | 127.1 | 89.3 | 14,627.7 |
| Average | 462.8 | 60.3 | 63.5 | 3502.6 | 97.5 | 260.7 | 67.9 | 4487.0 |
| Treatment | N Forms | N Loss with Different Water Loss Components | |||
|---|---|---|---|---|---|
| Runoff | 30 cm Interflow | 60 cm Interflow | Deep Percolation | ||
| BL | TN | 14.48 | 5.27 | 3.77 | 185.03 |
| NO3−-N | 3.92 | 1.95 | 3.23 | 146.99 | |
| NH4+-N | 0.54 | 0.30 | 0.06 | 1.82 | |
| ON | 10.02 | 3.02 | 0.49 | 36.23 | |
| FC | TN | 0.30 | 22.12 | 5.18 | 390.01 |
| NO3−-N | 0.18 | 13.55 | 3.95 | 301.96 | |
| NH4+-N | 0.03 | 0.27 | 0.08 | 4.08 | |
| ON | 0.09 | 8.30 | 1.15 | 83.97 | |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Zeng, F.; Liu, Z.; Mo, M.; Tu, A.; Wang, J. Influence of Soil Hydrological Processes on Different Forms of Nitrogen Output in Red Soil Slope Farmland. Sustainability 2025, 17, 10976. https://doi.org/10.3390/su172410976
Zeng F, Liu Z, Mo M, Tu A, Wang J. Influence of Soil Hydrological Processes on Different Forms of Nitrogen Output in Red Soil Slope Farmland. Sustainability. 2025; 17(24):10976. https://doi.org/10.3390/su172410976
Chicago/Turabian StyleZeng, Fanpeng, Zhao Liu, Minghao Mo, Anguo Tu, and Jia Wang. 2025. "Influence of Soil Hydrological Processes on Different Forms of Nitrogen Output in Red Soil Slope Farmland" Sustainability 17, no. 24: 10976. https://doi.org/10.3390/su172410976
APA StyleZeng, F., Liu, Z., Mo, M., Tu, A., & Wang, J. (2025). Influence of Soil Hydrological Processes on Different Forms of Nitrogen Output in Red Soil Slope Farmland. Sustainability, 17(24), 10976. https://doi.org/10.3390/su172410976
