Abstract
This study investigates the impacts of varying rainfall intensity, vegetation cover, soil types, catchment slope, and antecedent moisture content (AMC) of soil on surface runoff generation and sediment yield processes in a laboratory-based model catchment under simulated rainfall conditions. The controlled set of 12 experiments were conducted in the model catchment at 2 different bed slope gradients i.e., 0% and 2.5%, 2 different soil types namely silty soil and sandy loam soil, and 3 vegetation coverage’s i.e., 100%, 50%, and 0% (barren). Rainfall intensity was varied in the order of 2.5, 4, 5, 6.25, 5, 4, and 2.5 mm/min for each experiment. Multiple linear regression (MLR) was used to model cumulative runoff load (CRL) and cumulative sediment load (CSL) estimates as a function of the selected influencing variables. The results exhibited that with varying rainfall intensities and catchment characteristics, both surface runoff and sediment yield rates varied substantially. The vegetation plots (both 50% and 100% coverage) generated 10.17% to 18.57% less runoff and 31.44–57.76% less sediment yield from silty soil as compared to a barren plot. Also, when compared to sandy loam soil, silty soil had a higher runoff and sediment yield rate, ranging from 5.46 to 9.12% and 25.08 to 27.94%, respectively, on a 2.5% bed slope gradient. Additionally, the runoff and sediment yield rates were observed to be highly influenced by soil type, with higher rates on silty soil than on sandy loam. The MLR analysis revealed high retrieval accuracies for CRL and CSL models, with R2 values of 0.81 and 0.87 for calibration data and 0.71 and 0.77 for validation data, respectively, and low RMSE values. As a result, the findings of this study may have broader implications for understanding hydrological processes and associated sediment erosion responses to develop efficient water and soil conservation models.
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Data availability
The data that support the findings of this study are openly available through email: saif_said@rediffmail.com.
References
Abbott MB, Bathurst JC, Cunge JA, O’connell P, Rasmussen J (1986) An introduction to the European hydrological system— Systeme Hydrologique Europeen, “SHE”, 1: History and philosophy of a physically-based, distributed modelling system. J Hydrol 87:45–59
Almasalmeh O, Saleh AA, Mourad KA (2021) Soil erosion and sediment transport modelling using hydrological models and remote sensing techniques in Wadi Billi, Egypt. Model Earth Syst Environ 8:1215–1226. https://doi.org/10.1007/s40808-021-01144-1
Andreu V, Rubio JL, Gimeno-Garcia E, Llinares JV (1998) Testing three Mediterranean shrub species in runoff reduction and sediment transport. Soil Til Res 45(3–4):441–454. https://doi.org/10.1016/S0933-3630(97)00040-8
Ao C, Yang P, Zeng W, Chen W, Huang J (2019) Impact of raindrop diameter and polyacrylamide application on runoff, soil and nitrogen loss via raindrop splashing. Geoderma 353:372–381. https://doi.org/10.1016/j.geoderma.2019.07.026
Arnold J, Moriasi D, Gassman P, Abbaspour K, White M, Srinivasan R, Santhi C, Harmel R, Van Griensven A, Van Liew M, Kannan N, Jha M (2012) SWAT: model use, calibration, and validation. Trans ASABE 55:1491–1508
Asadi A (2013) The comparison of lumped and distributed models for estimating food hydrograph (study area: Kabkian basin). J Electron Commun Eng Res 1:7–13
Berger C, Schulze M, Rieke-Zapp D, Schlunegger F (2010) Rill development and soil erosion: a laboratory study of slope and rainfall intensity. Earth Surf Proc Landf 35(12):1456–1467
Bradford JM, Ferris JE, Remely PA (1987) Interrill soil erosion processes: effect of surface sealing on infiltration, runoff, and erosion splash detachment. Soil Sci Soc America J 51:1566–1571
Boer M, Puigdefábregas J (2005) Effects of spatially structured vegetation patterns on hillslope erosion in a semiarid Mediterranean environment: a simulation study. Earth Surf Proc Landf 30:149–167. https://doi.org/10.1002/esp.1180
Boughton W (2004) The Australian water balance model. Environ Model Softw 19:943–956. https://doi.org/10.1016/j.envsoft.2003.10.007
Cao S, Chen L, Shankman D, Wang C, Wang X, Zhang H (2011) Excessive reliance on afforestation in china’s arid and semi-arid regions: lessons in ecological restoration. Earth Sci Rev 104:240–245
Casermeiro MA, Molina JA, De La Cruz Caravaca MT, Hernando Costa J, Massanet MHI, Moreno PS (2004) Influence of scrubs on runoff and sediment loss in soils of Mediterranean climate. CATENA 57(1):91–107
Chatterjea K (1998) The impact of tropical rainstorms on sediment and runoff generation from bare and grass-covered surfaces: a plot study from Singapore. Land Degr Dev 9(2):143–157. https://doi.org/10.1002/(sici)1099-145x(199803/04)9:2%3c143::aid-ldr264%3e3.3.co;2-9
Cerdà A (1998) The influence of geomorphological position and vegetation cover on the erosional and hydrological processes on a Mediterranean hillslope. Hydrol Proc 12:661–671
Cerdà A (2000) Aggregate stability against water forces under different climates on agriculture land and scrubland in southern Bolivia. Soil Til Res 36:1–8
Croke B, Andrew F, Spate J, Cuddy S (2005) IHACRES user guide. Technical report 2005/19. Second edition. iCAM, School of resources, environment and society, The Australian National University, Canberra, Australia
Daide F, Afgane R, Lahrach A, Chaouni AA (2022) Beht watershed (Morocco) rainfall-runoff simulation with the HEC-HMS hydrological model. Ecol Eng Env Technol 1:142–155
Donjadee S, Chinnarasri C (2012) Effects of rainfall intensity and slope gradient on the application of vetiver grass mulch in soil and water conservation. Internal J Sedi Res 27:168–177
Downer CW, Ogden FL, Martin WD, Harmon RS (2002) Theory, development, and applicability of the surface water hydrologic model CASC2D. Hydrol Process 16:255–275. https://doi.org/10.1002/hyp.338
Ekwue EI, Harrilal A (2010) Effect of soil type, peat, slope, compaction effort and their interactions on infiltration, runoff and raindrop erosion of some Trinidadian soils. Biosyst Eng 105:112–118
Fang H, Sun L, Tang Z (2015) Effects of rainfall and slope on runoff, soil erosion and rill development: an experimental study using two loess soils. Hydrol Proc 29(11):2649–2658
Feng Q, Zhao W, Fu B, Ding J, Wang S (2017) Ecosystem service trade-off sand their influencing factors: a case study in the Loess Plateau of China. Sci Total Environ s607–s608:1250–1263
Ferreira AG, Singer MJ (1985) Energy dissipation for water drop impact into shallow pools. Soil Sci Soc America 49(6):1537–1542
Fiener P, Auerswald K, van Oost K (2011) Spatio-temporal patterns in land use and management affecting stremflow response of agricultural catchments-a review. Earth Sci Rev 106:92–104
Fox DM, Bryan RB (2000) The relationship of soil loss by inter rill erosion to slope gradient. CATENA 38:211–222
Fox DM, Bryan RB, Price AG (1997) The influence of slope angle on final infiltration rate for interrill conditions. Geoderma 80(1–2):181–194
Fu BJ, Wang S, Liu Y, Liu JB, Liang W, Miao CY (2017) Hydrogeomorphic ecosystem responses to natural and anthropogenic changes in the Loess Plateau of China. Ann Rev Earth Planetary Sci 45:223–243
Fu ZY, Li ZX, Cai CF, Shi ZH, Xu QX, Wang XY (2011) Soil thickness effect on hydrological and erosion characteristics under sloping lands: a hydropedological perspective. Geoderma 167–168:41–53
Gabarrón-Galeote MA, Martínez-Murillo JF, Ruiz-Sinoga JD (2012) Relevant effects of vegetal cover and litter on the soil hydrological response of two contrasting Mediterranean hill slopes at the end of the dry season (south of Spain). Hydrol Proc 26:1729–1738
Gallart F, Llorens P, Latron J, Regüés D (2002) Hydrological processes and their seasonal controls in a small Mediterranean mountain catchment in the Pyrenees. Hydrol Earth Syst Sci 6:527–537
García-Ruiz JM, Lana-Renault N, Begueria S, Lasanta T, Regüés D, Nadal-Romero E, Serrano Muela P, LopezMoreno JI, Alvera B, Martí-Bono C, Alatorre LC (2010) From plot to regional scales: interactions of slope and catchment hydrological and geomorphic processes in the Spanish Pyrenees. Geomorphology 120(3–4): 248–257. https://doi.org/10.1016/j.geomorph.2010.03.038
Greene RSB, Kinnell PIA, Wood JT (1994) Role of plant cover and stock trampling on runoff and soil erosion from semi-arid wooded rangelands. Australian Soil Res 32(5):953–973. https://doi.org/10.1071/SR9940953
Greer JD (1971) Effect of excessive rate rainstorms on erosion. J Soil Water Conserv 24:196–197
Huang R, Huang L, He BH, Zhou LJ, Wang F (2012) Effects of slope forest and grass vegetation on reducing rainfall-runoff erosivity in three gorges reservoir region. Trans Chin Soc Agric Eng 28:70–76
Hussein MH, Kariem TH, Othman AK (2007) Predicting soil erodibility in northern Iraq using natural runoff plot data. Soil Til Res 94:220–228
Jakeman AJ, Littlewood IG, Whitehead PG (1990) Computation of the instantaneous unit hydrograph and identifable component fows with application to two small upland catchments. J Hydrol 117:275–300. https://doi.org/10.1016/0022-1694(90)90097-H
Jiao JY, Zou HY, Jia YF, Wang N (2009) Research progress on the effects of soil erosion on vegetation. Acta Ecolo Sinica 29:85–91. https://doi.org/10.1016/j.chnaes.2009.05.001
Jia C, Sun B, Yu X, Yang X (2020) Analysis of runoff and sediment losses from a sloped roadbed under variable rainfall intensities and vegetation conditions. Sustainability 12(5):2077
Jiang FS, Huang YH, Wang MK, Lin JS, Zhao G, Ge HL (2014) Effects of rainfall intensity and slope gradient on steep colluvial deposit erosion in southeast China. Soil Sci Soc Am J 78(5):1741–1752
Khan MT, Shoaib M, Hammad M, Salahudin H, Ahmad F, Ahmad S (2021) Application of machine learning techniques in rainfall–runoff modelling of the Soan River Basin, Pakistan. Water 13:3528. https://doi.org/10.3390/w13243528
Knapen A, Poesen J, Govers G, De Baets S (2008) The effect of conservation tillage on runoff erosivity and soil erodibility during concentrated flow. Hydrol Proc 22:1497–1508
Leavesley GH, Restrepo PJ, Markstrom SL, Dixon M, Stannard LG (1996) The modular modeling system (MMS): User’s manual. Geological survey (U.S.) Open-File Report 96–151, Denver, Colorado
Lin J, Zhu G, Wei J, Jiang F, Wang MK, Huang Y (2018) Mulching effects on erosion from steep slopes and sediment particle size distributions of gully colluvial deposits. CATENA 160:57–67
Liu DD, She DL, Yu SE, Shao GC, Chen D (2015) Rainfall intensity and slope gradient effects on sediment losses and splash from a saline-sodic soil under coastal reclamation. CATENA 128:54–62
Liu SY, Yu XX, Xin ZB, Li QY, Li HG, Lei FY (2010) Effects of land use change on runoff-sediment relationship at watershed in the loess hilly region. Prog Geogr 29(5):565–571
Li HT, Zhao YJ, Li GR, Hu XS, Lu HJ, Zhu HL (2014) Experimental research on slope protection with vegetation under situ rainfall simulation in cold and arid environment of loess area. Res Soil Water Conserv 6:304–311
Li HL, Han X, Zhang ZD, Li JN, Jiang HC, Luo XL (2013) Research on runoff and erosion sediment under simulated rainfall conditions of black soil in northeast China. J Soil Water Conserv 27:48–49
Li XY, Contreras S, Sole-Benet A, Canton Y, Domingo F, Lazaro R, Lin H, Wesemael BV, Puigdefabregas J (2011) Controls of infiltration-runoff processes in Mediterranean karst rangelands in SE Spain. CATENA 86:98–109
Mah MGC, Douglas LA, Ringrose-Voase AJ (1992) Effects of crust development and surface slope on erosion by rainfall. Soil Sci 154:37–43
Mandal UK, Rao KV, Mishra PK (2005) Soil infiltration, runoff and sediment yield from a shallow soil with varied stone cover and intensity of rain. Eur J Soil Sci 56(4):435–443
Marques MJ, Bienes R, Jiménez L, Pérez-Rodríguez R (2007) Effect of vegetal cover on runoff and soil erosion under light intensity events Rainfall simulation over USLE plots. Sci Total Environ 378(1):161–165
Martínez-Murillo JF, Ruiz-Sinoga JD (2007) Seasonal changes in the hydrological and erosional response of a hillslope under dryMediterranean climatic conditions (Montes de Málaga, South of Spain). Geomorphology 88:69–83
Mehr AD, Nourani V, Kahya E, Hrnjica B, Sattar AMA, Yaseen ZM (2018) Genetic programming in water resources engineering: a state-of-the-art review. J Hydrol 566:643–667
Meyer LD, Harmon WC, Mcdowell LL (1980) Sediment sizes eroded from crop row side slopes. Trans of the ASAE 23:891–898. https://doi.org/10.13031/2013.34682
Mohammad AG, Adam MA (2010) The impact of vegetative cover type on runoff and soil erosion under different land uses. CATENA 81:97–103. https://doi.org/10.1016/j.catena.2010.01.008
Mohamadi MA, Kavian A (2015) Effects of rainfall patterns on runoff and soil erosion in field plots. Int Soil Water Conserv Res 3(4):273–281
Morgan RPC, Rickson RJ (1995) Slope stabilization and erosion control: a bioengineering approach. Chapman & Hall, London
Nadal-Romero E, Regüés D (2009) Detachment and infiltration variations as consequence of golith development in a Pyrenean badland system. Earth Surf Proc Landf 34:824–838
Nearing GS, Kratzert F, Sampson AK, Pelissier CS, Klotz D, Frame JM, Gupta HV (2020) What role does hydrological science play in the age of machine learning? Wat Resour Res. https://doi.org/10.1029/2020WR028091
O’Connell PE, Nash JE, Farrell JP (1970) River flow forecasting through conceptual models part II-The Brosna catchment at Ferbane. J Hydrol 10:317–329. https://doi.org/10.1016/0022-1694(70)90221-0
Onyutha C, Amollo CJ, Nyende J, Nakagiri A (2021) Suitability of averaged outputs from multiple rainfall-runoff models for hydrological extremes: a case of River Kafu catchment in East Africa. Int J Energy Water Res 5:43–56. https://doi.org/10.1007/s42108-020-00075-4
Pan C, Shangguan Z (2006) Runoff hydraulic characteristics and sediment generation in sloped grassplots under simulated rainfall conditions. J Hydrol 331(1–2):178–185
Pan CZ, Shangguan ZP (2007) Hydraulic characteristics of silt-laden flow on different gradient grassplots and its mechanism of sediment retention. Adv Water Sci 18:490–495
Parsons AJ, Stone PM (2006) Effects of intra-storm variations in rainfall intensity on interrill runoff and erosion. CATENA 67(1):68–78
Pimentel D, Harvey C, Resosudarmo P, Sinclair K, Kurz D, McNair M, Blair R (1995) Environmental and economic costs of soil erosion and conservation benefits. Science 267(5201):1117–1123. https://doi.org/10.1126/science.267.5201.1117
Qian F, Cheng D, Ding W, Huang J, Liu J (2016) Hydraulic characteristics and sediment generation on slope erosion in the three gorges reservoir area, China. J Hydrol Hydrome 64(3):237–245. https://doi.org/10.1515/johh-2016-0029
Quansah C (1981) The effect of soil type, slope, rain intensity and their interactions on splash detachment and transport. J Soil Sci 32:215–224
Ramos MC, Cots-Folch R, Martinez-Casanovas JA (2007) Effects of land terracing on soil properties in the Priorat region in Northeastern Spain: a multivariate analysis. Geoderma 142(3–4):251–261. https://doi.org/10.1016/j.geoderma.2007.08.005
Ran Q, Su D, Li P, He Z (2012) Experimental study of the impact of rainfall characteristics on runoff generation and soil erosion. J Hydrol 424:99–111
Refsgaard J, Storm B (1995) MIKE SHE. In: Singh VP (ed) Computer models of watershed hydrology. Water Resources Publications, Highlands Ranch, Colorado, USA, pp 809–846
Romkens M, Helming K, Prasad SN (2002) Soil erosion under different rainfall intensities, surface roughness, and soil water regimes. CATENA 46:103–123. https://doi.org/10.1016/S0341-8162(01)00161-8
Seeger M (2007) Uncertainty of factors determining runoff and erosion processes as quantified by rainfall simulations. CATENA 71:56–67. https://doi.org/10.1016/j.catena.2006.10.005
Shen HO, Zheng FL, Wen LL, Han Y, Hu W (2016) Impacts of rainfall intensity and slope gradient on rill erosion processess at loessial hillslope. Soil till Res 155:429–436. https://doi.org/10.1016/j.still.2015.09.011
Shi H, Shao MA (2000) Soil and water loss from the Loess Plateau in China. J of Ari Envirot 45:9–20
Somchai D, Chaiyuth C (2012) Effects of rainfall intensity and slope gradient on the application of vetiver grass mulch in soil and water conservation. Int J Sedi Res 27:168–177
Sugawara M (1995) Tank model. In: Singh VP (ed) Computer models of watershed hydrology. Water Resources Publications, Littleton, CO, USA, pp 165–214
Sun C, Hou H, Chen W (2021) Effects of vegetation cover and slope on soil erosion in the Eastern Chinese Loess Plateau under different rainfall regimes. Peer J 9:e11226. https://doi.org/10.7717/peerj.11226
Tassew BG, Belete MA, Miegel K (2019) Application of HEC-HMS model for flow simulation in the Lake Tana Basin: the case of Gilgel Abay catchment, upper Blue Nile Basin, Ethiopia. Hydrol 6:1–17. https://doi.org/10.3390/hydrology6010021
Vermang J, Demeyer V, Cornelis WM, Gabriels D (2009) Aggregate stability and erosion response to antecedent water content of a loess soil. Soil Sci Soc Am J73:718–726
Wang Y, You W, Fan J, Jin M, Wei X, Wang Q (2018) E ff ects of subsequent rainfall events with different intensities on runoff and erosion in a coarse soil. CATENA 170:100–107. https://doi.org/10.1016/j.catena.2018.06.008
Wang QJ, Zhao GX, Liu YL, Zhang PY, Cai J (2016) Effects of vegetation types on yield of surface runoff and sediment, loss of nitrogen and phosphorus along loess slope land. Trans Chin Soc Agric Eng 14:195–201
Wang LS, Cai QG, Cai CF, Sun LY (2014) Hydrodynamic characteristics of stable growth-rill flow on loess slopes. Prog Geogr 33:1117–1124
Wei W, Chen L, Fu B, Huang ZL, Wu DP, Gui LD (2007) The effect of land uses and rainfall regimes on runoff and soil erosion in the semi-arid loess hilly area, China. J Hydrol 35:247–258
Wu L, Peng M, Qiao S, Ma XY (2018) Effects of rainfall intensity and slope gradient on runoff and sediment yield characteristics of bare loess soil. Environ Sci Pollut Res 25(4):3480–3487
Wu SF, Zhang YD, Bu CF (2015) Experimental study on rill erosion processes and flow hydraulic characteristics on loess gentle slope. J Sed Res 6:72–80
Xie M, Zhang Z, Zhang P (2018) Law of nitrate transfer and loss in purple sloping farmland and its numerical simulation. Trans Chin Soc Agric Eng 34(19):147–154. https://doi.org/10.11975/j.issn.1002-6819.2018.19.019
Xu J, Liu P, Deng R, Liu D (2012) Runoff and sediment reductions in the different stages of vegetation restoration on a Loess Slope. Scientia Geographica Sinica 32(11):1391–1396
Xu JX (2005) Precipitation–vegetation coupling and its influence on erosion on the Loess Plateau, China. CATENA 64:103–116. https://doi.org/10.1016/j.catena.2005.07.004
Yao Y, Dai Q, Gao R, Gan Y, Yi X (2021) Effects of rainfall intensity on runoff and nutrient loss of gently sloping farmland in a Karst area of SW China. PLoS ONE 16(3):e0246505. https://doi.org/10.1371/journal.pone.0246505
Yaseen ZM, El-shafie A, Jaafar O (2015) Afan HA (2015) Artificial intelligence based models for stream-flow forecasting. J Hydrol 530:829–844. https://doi.org/10.1016/j.jhydrol.2015.10.038
You JY, Quan HD, Yuan YF, Peng XD, Zhao LS, Yang J (2018) Effects of rainfall intensity on runoff and sediment yields on bare slopes in a karst area, SW China. Geoderma 330:30–40
Yu GQ, Li ZB, Li P, Zhang X, Chen L, Jia LL (2010) Effects of vegetation types on hillslope runoff-erosion and sediment yield. Adv Water Sci 21:593–599
Zhang GH, Liu GB, Wang GL, Wang Y (2012) Effects of patterned Artemisia capillaris on overland flow velocity under simulated rainfall. Hydrol Process 26:3779–3787. https://doi.org/10.1002/hyp.9338
Zhang X, Yu X, Wu S, Zhang M, Li J (2007) Response of land use/coverage change to hydrological dynamics at watershed scale in the Loess Plateau of China. Acta Ecologica Sinica 27(2):414–421. https://doi.org/10.1016/S1872-2032(07)60013-4
Zhao D, Wei T, Jia Z, Feng J, Kong Y, Li Y (2022) The influence of rainfall and catchment characteristics on runoff generation in urban catchments-a case study in Hebi City of China. Environ Monit Asses 194(3):188. https://doi.org/10.1007/s10661-022-09847-3 (PMID: 35165790)
Zhao B, Zhang L, Xia Z, Xu W, Xia L, Liang Y, Xia D (2019) Effects of rainfall intensity and vegetation cover on erosion characteristics of a soil containing rock fragments slope. Adv Civ Eng (hindawi). https://doi.org/10.1155/2019/7043428
Zhao Q, Li D, Zhuo M, Guo T, Liao Y, Xie Z (2015) Effects of rainfall intensity and slope gradient on erosion characteristics of the red soil slope. Stochastic Environ Res Risk Asses 29(2):609–621
Zhou Z, Shangguan Z, Zhao D (2006) Modeling vegetation coverage and soil erosion in the Loess Plateau Area of China. Ecol Mod 198(1–2):263–268. https://doi.org/10.1016/j.ecolmodel.2006.04.019
Ziadat FM, Taimeh AY (2013) Effect of rainfall intensity, slope, land use and antecedent soil moisture on soil erosion in an arid environment. Land Degr Dev 24(6):582–590
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Nasiry, M.K., Said, S. & Ansari, S.A. Analysis of surface runoff and sediment yield under simulated rainfall. Model. Earth Syst. Environ. 9, 157–173 (2023). https://doi.org/10.1007/s40808-022-01471-x
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DOI: https://doi.org/10.1007/s40808-022-01471-x