Abstract
In the absence of natural rain, a rainfall simulator offers an excellent opportunity to characterize and correlate the raindrop parameters, which are essential in studying the soil erosivity potential. However, their estimation requires precise instrumentation, which is seldom available. The technique of physically based modeling through empirical and conceptual relationships helps to correlate these rain parameters. The present study engaged six nozzles of different capacities and laser precipitation monitor (LPM) in obtaining the empirical relationships between different erosivity parameters. The simulator was calibrated to simulate natural rainfall conditions in the laboratory, and the performance was evaluated based on rain granulometry, drop size distribution, terminal velocity, and kinetic energy of raindrops. Different linear and non-linear regression relationships were developed and tested statistically to correlate the pressure, median volume drop diameters (D50) of rain, the kinetic energy of raindrop per unit area per unit time (KEtime,), and kinetic energy expended per unit rain quantity (KEvol) with the rain intensity (I). The estimated KEtime and KEvol ranged from 10.384 to 572.273 Jm−2 h−1 and 0.57 to 17.51 Jm−2 mm−1, respectively, comparable to the natural rain at specified rain intensities. The present study also developed a generalized exponential equation to correlate D50–I and a power law-based equation for erosivity and rainfall depth. The adequacy of the developed relationships was verified with MAE, MSE, and RMSE indicating the significance of the relationship. The developed correlations shall be helpful in the estimation of various rainfall parameters with the simple measurement of the most common parameters such as rain intensity and depth. The results of the present study will enable researchers to develop events-scale physically based models on soil erosion.
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Data availability
Some or all data, models, or codes that support the findings of this study are available with the corresponding author and can be made available upon reasonable request. The data available with us include: nozzle-wise simulated rainfall data recorded by LPM; record of observed data for estimation of uniformity coefficients and DSD; raindrop parameters viz., rainfall amount, rainfall intensity, DSD, drop velocity, rainfall depth, event-wise cumulative rainfall, etc.); minute-to-minute simulated rainfall data during experimentation registered by tipping bucket rain gauge and LPM and all supporting data related to the graphical representations from the present study.
References
Abd Elbasit MA, Yasuda H, Salmi A, Anyoji H (2010) Characterization of rainfall generated by dripper-type rainfall simulator using piezoelectric transducers and its impact on splash soil erosion. Earth Surf Proc Land 35(4):466–475. https://doi.org/10.1002/esp.1935
Abd Elbasit MA, Ojha CSP, Ahmed Z, Yasuda H, Salmi A, Ahmed F (2015) Rain microstructure and erosivity relationships under pressurized rainfall simulator. J of Hydrol Engg 20(6):C6015001. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001140
Abudi I, Carmi G, Berliner P (2012) Rainfall simulator for field runoff studies. J Hydrol 454:76–81. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001140
Aksoy H, Kavvas ML (2005) A review of hillslope and watershed scale erosion and sediment transport models. CATENA 64(2–3):247–271. https://doi.org/10.1016/j.catena.2005.08.008
Aksoy H, Unal NE, Cokgor S, Gedikli A, Yoon J, Koca K, Boran IS, Eris E (2012) A rainfall simulator for laboratory-scale assessment of rainfall-runoff-sediment transport processes over a two-dimensional flume. CATENA 98:63–72. https://doi.org/10.1016/j.catena.2012.06.009
Aksoy H, Eris E, Tayfur G (2017) Empirical sediment transport models based on indoor rainfall simulator and erosion flume experimental data. Land Degrad Dev 28(4):1320–1328. https://doi.org/10.1002/ldr.2555
Angulo-Martínez M, Beguería S, Kyselý J (2016) Use of disdrometer data to evaluate the relationship of rainfall kinetic energy and intensity (KE-I). Sci Total Environ 568:83–94. https://doi.org/10.1016/j.scitotenv.2016.05.223
Atlas D (1953) Optical extinction by rainfall. J of Atmos Sci 10(6):486–488. https://doi.org/10.1175/1520-0469(1953)010%3c0486:OEBR%3e2.0.CO;2
Atlas D, Ulbrich, CW (1977) Path-and area-integrated rainfall measurement by microwave attenuation in the 1–3 cm band. J Appl Meteorol Climatol 16(12):1322–1331. https://doi.org/10.1175/1520-0450(1977)016<1322:PAAIRM>2.0.CO;2
Bisaro A, Kirk M, Zdruli P, Zimmermann W (2014) Global drivers setting desertification research priorities: insights from a stakeholder consultation forum. Land Degrad Dev 25(1):5–16. https://doi.org/10.1002/ldr.2220
Blanchard DC (1953) Raindrop size distribution in Hawaiian rains. J Atmos Sci 10(6):457–473. https://doi.org/10.1175/1520-0469(1953)010%3C0457:RSDIHR%3E2.0.CO;2
Brown LC, Foster GR (1987) Storm erosivity using idealized intensity distributions. Trans ASAE 30(2):379–0386
Cerdà A, Ibáñez S, Calvo A (1997) Design and operation of a small and portable rainfall simulator for rugged terrain. Soil Tech 11(2):163–170. https://doi.org/10.1016/S0933-3630(96)00135-3
Cerro C, Bech J, Codina B, Lorente J (1998) Modeling rain erosivity using disdrometric techniques. Soil Sci Soc Amer J 62(3):731–735. https://doi.org/10.2136/sssaj1998.03615995006200030027x
Christiansen JE (1941) The uniformity of application of water by sprinkler systems. Agric Eng 22(3):89–92
Coutinho MA, Tomás PP (1995) Characterization of raindrop size distributions at the Vale Formoso Experimental Erosion Center. CATENA 25(1):187–197
Dunkerley D (2021) The case for increased validation of rainfall simulation as a tool for researching runoff, soil erosion, and related processes. CATENA 202:105283. https://doi.org/10.1016/j.catena.2021.105283
Erpul G, Gabriels D, Janssens D (1998) Assessing the drop size distribution of simulated rainfall in a wind tunnel. Soil till Res 45(3–4):455–463. https://doi.org/10.1016/S0933-3630(97)00030-5
Erpul G, Gabriels D, Norton LD, Flanagan DC, Huang CH, Visser SM (2013) Mechanics of interrill erosion with wind-driven rain. Earth Surf Proc Land 38(2):160–168. https://doi.org/10.1002/esp.3280
Esteves M, Planchon O, Lapetite JM, Silvera N, Cadet P (2000) The “EMIRE” large rainfall simulator: design and field testing. Earth Surf Proc Land 25(7):681–690. https://doi.org/10.1002/1096-9837(200007)25:7%3c681::AID-ESP124%3e3.0.CO;2-8
Fornis RL, Vermeulen HR, Nieuwenhuis JD (2005) Kinetic energy–rainfall intensity relationship for Central Cebu, Philippines for soil erosion studies. J of Hydrol 300(1–4):20–32. https://doi.org/10.1016/j.jhydrol.2004.04.027
Gunn R, Kinzer GD (1949) The terminal velocity of fall for water droplets in stagnant air. J Meteorol 6(4):243–248. https://doi.org/10.1175/1520-0469(1949)006%3C0243:TTVOFF%3E2.0.CO;2
Hassan FK (2011) Application of rainfall intensity–kinetic energy relationship for soil loss prediction. Mesopot J of Agri. 39(2):40–49
Hudson NW (1963) Raindrop size distribution in high-intensity storms. Rhodesian J of Agric Res 1(1):6–11
Hudson NW (1971) A textbook of soil conservation. BT Batsford Limited 50(52):58–60
Humphry JB, Daniel TC, Edwards DR, Sharpley AN (2002) A Portable rainfall simulator for plot scale studies. Trans of the ASAE. 18(2):199–204
Iserloh T, Fister W, Seeger M, Willger H, Ries JB (2012) A small portable rainfall simulator for reproducible experiments on soil erosion. Soil Tillage Res 124:131–137. https://doi.org/10.1016/j.still.2012.05.016
Iserloh T, Ries JB, Arnáez J, Boix-Fayos C, Butzen V, Cerdà A et al (2013) European small portable rainfall simulators: a comparison of rainfall characteristics. CATENA 110:100–112. https://doi.org/10.1016/j.catena.2013.05.013
Jose J, Gires A, Schertzer D, Roustan Y, Ruas A, Tchiguirinskaia I (2020) Variability in rainfall and kinetic energy across scales of measurement: evaluation using disdrometers in paris region. EGU General Assembly Confer Abstract 994:7765
Keesstra S, Pereira P, Novara A, Brevik EC, Azorin-Molina C, Parras-Alcántara L, Jordan A, Cerdà A (2016) Effects of soil management techniques on soil water erosion in apricot orchards. Sci Total Environ 551:357–366. https://doi.org/10.1016/j.scitotenv.2016.01.182
Kim H, Ko T, Jeong H, Ye S (2018) The development of a methodology for calibrating a large-scale laboratory rainfall simulator. Atmosphere 9(11):427. https://doi.org/10.3390/atmos9110427
King BA, Winward TW, Bjorneberg DL (2010) Laser precipitation monitor for measurement of drop size and velocity of moving spray-plate sprinklers. Appl Engg Agric. 26(2):263–271
Kinnell PIA (1981) Rainfall intensity-kinetic energy relationships for soil loss prediction. Soil Sci Soc America J 45(1):153–155. https://doi.org/10.2136/sssaj1981.03615995004500010033x
Lassu T, Seeger M, Peters P, Keesstra SD (2015) The Wageningen rainfall simulator: Set-up and calibration of an indoor nozzle-type rainfall simulator for soil erosion studies. Land Degrad Dev 26(6):604–612. https://doi.org/10.1002/ldr.2360
Laws JO, Parsons DA (1943) The relation of raindrop size to intensity. Eos 24(2):452–460. https://doi.org/10.1029/TR024i002p00452
Lee G, Yu W, Jung K (2013) Catchment-scale soil erosion and sediment yield simulation using a spatially distributed erosion model. Environ Earth Sci 70(1):33–47. https://doi.org/10.1007/s12665-012-2101-5
Lim JS, Kim JK, Kim JW, Park BI, Kim MS (2015) Analysis of the relationship between the kinetic energy and intensity of rainfall in Daejeon, Korea. Quat Int 384:107–117. https://doi.org/10.1016/j.quaint.2015.03.021
Lima JD, Torfs PJJF (1994) Effect of wind on simulated rainfall and overland flow under single full-cone nozzle sprays. In Proceedings of the Second European Conference on Advances in Water Resources Tech and Management (pp. 443–450). http://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=6346359
Marshall JS, Palmer WMK (1948) The distribution of raindrops with size. J of Meteorol 5(4):165–166
Mendes TA, Pereira SADS, Rebolledo JFR, Gitirana GDFN, Melo MTDS, Luz MPD (2021) Development of a rainfall and runoff simulator for performing hydrological and geotechnical tests. Sustainability 13(6):3060. https://doi.org/10.3390/su13063060
Meshesha DT, Tsunekawa A, Tsubo M, Haregeweyn N, Adgo E (2014) Drop size distribution and kinetic energy load of rainfall events in the highlands of the Central Rift Valley. Ethiopia Hydrol Sci J 59(12):2203–2215. https://doi.org/10.1080/02626667.2013.86503
Meshesha DT, Tsunekawa A, Tsubo M, Haregeweyn N, Tegegne F (2016) Evaluation of kinetic energy and erosivity potential of simulated rainfall using Laser Precipitation Monitor. CATENA 137:237–243. https://doi.org/10.1016/j.catena.2015.09.017
Mhaske SN, Pathak K, Basak A (2019) A comprehensive design of rainfall simulator for the assessment of soil erosion in the laboratory. CATENA 172:408–420. https://doi.org/10.1016/j.catena.2018.08.039
Moazed H, Bavi A, Boroomand-Nasab S, Naseri A, Albaji M (2010) Effects of climatic and hydraulic parameters on water uniformity coefficient in solid set systems. J of Appl Sci 10(16):1792–1796
Morgan RPC (2005) Soil Erosion and Conversation, 3rd edn. Blackwell Publishing, Australia
Munka C, Cruz G, Caffera RM (2007) Long term variation in rainfall erosivity in Uruguay: a preliminary Fournier approach. GeoJounal 70(4):257–262. https://doi.org/10.1007/s10708-008-9139-7
Nanda A, Sen S, Jirwan V, Sharma A, Kumar V (2018) Understanding plot-scale hydrology of Lesser Himalayan watershed-A field study and HYDRUS-2D modeling approach. Hydrol Proc 32(9):1254–1266. https://doi.org/10.1002/hyp.11499
Neff EL (1979) Why rainfall simulation? Proc. Rainfall Simul Work. 10:3–7
Ngezahayo E, Burrow M, Ghataora G (2021) Calibration of the simple rainfall simulator for investigating soil erodibility in unpaved roads. Inter J Civil Infrast. 4:144–156
Nguyen VL, Le XH, Nguyen GV, Yeon M, Do TTM, Lee G (2022) Comprehensive relationships between kinetic energy and rainfall intensity based on precipitation measurements from an OTT Parsivel optical disdrometer. Frontiers Environ Sci. https://doi.org/10.3389/fenvs.2022.985516
Ni SM, Zhang DQ, Cai CF, Wilson GV, Zhang JH, Wang JG (2021) Exploring rainfall kinetic energy induced erosion behavior and sediment sorting for a coarse-textured granite derived soil of south China. Soil and Tillage Res. 208:104915
Oduro-Afriyie K (1996) Rainfall erosivity map for Ghana. Geoderma 74(1–2):161–166. https://doi.org/10.1016/S0016-7061(96)00054-7
Pall R, Dickinson WT, Beals D, McGirr R (1983) Development and calibration of a rainfall simulator. Canadian Agric Engg 25(2):181–187
Pedersen HS, Hasholt B (1995) Influence of wind speed on rain splash erosion. CATENA 24(1):39–54. https://doi.org/10.1016/0341-8162(94)00024-9
Petan S, Rusjan S, Vidmar A, Mikoš M (2010) The rainfall kinetic energy-intensity relationship for rainfall erosivity estimation in the Mediterranean part of Slovenia. J Hydrol 391:314–321. https://doi.org/10.1016/j.jhydrol.2010.07.031
Renard KG (1997) Predicting soil erosion by water: a guide to conservation planning with the Revised Universal Soil Loss Equation (RUSLE). United States Gov Print. 39:314
Renard KG, Freimund JR (1994) Using monthly precipitation data to estimate the R-factor in the revised USLE. J of Hydrol 157(1–4):287–306. https://doi.org/10.1016/0022-1694(94)90110-4
Ries JB, Seeger M, Iserloh T, Wistorf S, Fister W (2009) Calibration of simulated rainfall characteristics for the study of soil erosion on agricultural land. Soil and Tillage Res 106(1):109–116. https://doi.org/10.1016/j.still.2009.07.005
Rosewell CJ (1986) Rainfall kinetic energy in eastern Australia. J of Climate and Appl Meteorol 25(11):1695–1701. https://doi.org/10.1175/1520-0450(1986)025%3C1695:RKEIEA%3E2.0.CO;2
Salem HM, Meselhy AA (2021) A portable rainfall simulator to evaluate the factors affecting soil erosion in the northwestern coastal zone of Egypt. Nat Hazards 105(3):2937–2955. https://doi.org/10.1007/s11069-020-04432-8
Salles C, Poesen J, Borselli L (1999) Measurement of simulated drop size distribution with an optical spectro pluviometer: sample size considerations. Earth Surf Proces Land 24(6):545–556. https://doi.org/10.1016/S0022-1694(01)00555-8
Salles C, Poesen J, Sempere-Torres D (2002) Kinetic energy of rain and its functional relationship with intensity. J of Hydrol 257(1–4):256–270. https://doi.org/10.1016/S0022-1694(01)00555-8
Sánchez-Moreno JF, Mannaerts CM, Jetten V, Löffler-Mang M (2012) Rainfall kinetic energy–intensity and rainfall momentum–intensity relationships for Cape Verde. J Hydrol 454–455:131–140. https://doi.org/10.1016/j.jhydrol.2012.06.007
Sempere-Torres D, Porrà JM, Creutin JD (1998) Experimental evidence of a general description for raindrop size distribution properties. J of Geophys Res. 103:1785–1797
Shelton CH, Von Bernuth RD, Rajbhandari SP (1985) A continuous-application rainfall simulator. Trans of the ASAE 28(4):1115–1119
Stocking MA, Elwell HA (1973) Prediction of subtropical storm soil losses from field plot studies. Agric Meteorol 12:193–201. https://doi.org/10.1016/0002-1571(73)90019-8
Te Chow V, Harbaugh TE (1965) Raindrop production for laboratory watershed experimentation. J of Geophys Res 70(24):6111–6119. https://doi.org/10.1029/JZ070i024p06111
Torres DS, Salles C, Creutin JD, Delrieu G (1992) Quantification of soil detachment by raindrop impact: performance of classical formulae of kinetic energy in Mediterranean storms. IAHS Publ 210:115–124
Trujillo-González JM, Torres-Mora MA, Keesstra S, Brevik EC, Jiménez-Ballesta R (2016) Heavy metal accumulation related to population density in road dust samples taken from urban sites under different land uses. Sci Total Environ 553:636–642. https://doi.org/10.1016/j.scitotenv.2016.02.101
Van Dijk AIJM, Bruijnzeel LA, Rosewell CJ (2002) Rainfall intensity–kinetic energy relationships: a critical literature appraisal. J of Hydrol 261(1–4):1–23. https://doi.org/10.1016/S0022-1694(02)00020-3
Van LN, Le XH, Nguyen GV, Yeon M, Do MTT, Lee G (2023) Evaluation of numerous kinetic energy-rainfall intensity equations using disdrometer data. Remot Sens 15(1):156. https://doi.org/10.3390/rs15010156
Wang PK, Pruppacher HR (1977) Acceleration to terminal velocity of cloud and raindrops. J of Appl Meteorol 16(3):275–280
Wilcox C, Aly C, Vischel T, Panthou G, Blanchet J, Quantin G, Lebel T (2021) Stochastorm: A stochastic rainfall simulator for convective storms. J Hydrometeorol 22(2):387–404. https://doi.org/10.1175/JHM-D-20-0017.1
Wischmeier WH, Smith DD (1958) Rainfall energy and its relationship to soil loss. Eos, Trans Ameri Geophysical Union 39(2):285–291. https://doi.org/10.1029/TR039i002p00285
Wischmeier WH, Smith DD (1978) Predicting rainfall erosion losses a guide to conservation planning. Depart Agri. 53:665
Xu L, Coop MR, Zhang M, Wang G (2018) The mechanics of a saturated silty loess and implications for landslides. Engg Geol 236:29–42. https://doi.org/10.1016/j.enggeo.2017.02.021
Yonter G, Houndonougbo MH (2022) Comparison of different fulljet nozzles used in laboratory type rain simulator in terms of some rainfall characteristics. Ege Univ. Ziraat Fak. Derg. 59(1):33–41
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The authors are thankful to the Department of Water Resources Development and Management, IIT Roorkee, for providing the required facilities to carry out this experimental work. The authors acknowledge the helpful comments received from the anonymous reviewer.
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Jadhao, V.G., Pandey, A. & Mishra, S.K. Modeling of rain erosivity employing simulated rainfall and laser precipitation monitor. Model. Earth Syst. Environ. 9, 4477–4492 (2023). https://doi.org/10.1007/s40808-023-01727-0
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DOI: https://doi.org/10.1007/s40808-023-01727-0