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Relative importance of climatic and anthropogenic factors on runoff change at watershed scale

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Abstract

Climate change and anthropogenic activities, as two key important factors, cause remarkable changes in hydrological processes. Accordingly, in this study, the runoff coefficient index, a developed hydrologic regime method and the relative change approach were applied to distinguish the importance and contribution of each factor in runoff changes. Additionally, the double mass curve and Mann Kendall test were employed in the Middle Qomrood watershed located in the central part of Iran. For this purpose, the rainfall, runoff, temperature and evaporation statistics were utilized from 1990–2018. The proposed runoff coefficient indexes, MIP and MIR, with the values of 0.96 and 3.67 explain remarkable human effects in the region. Also, the developed hydrologic regime method, whose \(\sum {D}_{{N}_{\mathrm{P}}}\) and \(\sum {D}_{{N}_{\mathrm{R}}}\) values were 9.99 and 21.61, emphasized the importance of human activities. Moreover, the results of the relative change approach revealed that climate change and anthropogenic factors participation in hydrologic response during the study period were 21.25 and 78.75%, respectively. The results further specified that the contribution of direct and indirect anthropogenic factors was 70.51 and 8.24%, respectively. The Mann–Kendall test and double mass curve approach also verified that human activities caused the considerable change in runoff. The findings of this research will help decision maker for appropriate water resource management and environmental protection planning.

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References

  • Agarwal A, de los Angeles MS, Bhatia R, Chéret I, Davila-Poblete S, Falkenmark M, Villarreal FG, Jønch-Clausen T, Kadi MA, Kindler J, Rees J (2000) Integrated water resources management. Stockholm: Global water partnership.

  • Ahn KH, Merwade V (2014) Quantifying the relative impact of climate and human activities on streamflow. J Hydrol 515:257–266

    Article  Google Scholar 

  • Ashraf S, Nazemi A, AghaKouchak A (2021) Anthropogenic drought dominates groundwater depletion in Iran. Sci Rep 11(1):1–10

    Article  Google Scholar 

  • Bissenbayeva S, Abuduwaili J, Saparova A, Ahmed T (2021) Long-term variations in runoff of the Syr Darya River Basin under climate change and human activities. J Arid Land 25:1–15

    Google Scholar 

  • Blaney HF, Criddle WD (1950) Determining water needs from climatological data. USDA soil conservation service. SOS–TP. USA 3:8–9

    Google Scholar 

  • Booij MJ, Schipper TC, Marhaento H (2019) Attributing changes in streamflow to land use and climate change for 472 catchments in Australia and the United States. Water 11(5):1059

    Article  Google Scholar 

  • Burn DH, Elnur MAH (2002) Detection of hydrologic trends and variability. J Hydrol 255(1–4):107–122

    Article  Google Scholar 

  • Chen J, Brian L, Finlayson BL, Wei T, Sun Q, Webber M, Li M, Chen Z (2016) Changes in MONTHLY FLOWS IN THE Yangtze River, China- with special reference to the Three Gorges Dam. J Hydrol 536:293–301

    Article  Google Scholar 

  • Chen Y, Shi R, Shu S, Gao W (2013) Ensemble and enhanced PM 10 concentration forecast model based on stepwise regression and wavelet analysis. Atmos Environ 74:346–359

    Article  CAS  Google Scholar 

  • Chu H, Wei J, Qiu J, Li Q, Wang G (2019) Identification of the impact of climate change and human activities on rainfall-runoff relationship variation in the Three-River Headwaters region. Ecol Indic 106:105516

    Article  Google Scholar 

  • Crooks S, Davies H (2001) Assessment of land use change in the Thames catchment and its effect on the flood regime of the river. Phys Chem Earth Part B 26(7–8):583–591

    Article  Google Scholar 

  • De Roo A, Odijk M, Schmuck G, Koster E, Lucieer A (2001) Assessing the effects of land use changes on floods in the Meuse and Oder catchment. Phys Chem Earth Part B 26(7):593–599

    Article  Google Scholar 

  • Drescher SR, Law NL, Caraco DS, Cappiella KM, Schneider JA, Hirschman DJ (2011) Research and policy implications for watershed management in the Atlantic Coastal Plain. Coast Manag 39(3):242–258

    Article  Google Scholar 

  • Ebabu K, Tsunekawa A, Haregeweyn N, Adgo E, Meshesha DT, Aklog D, Masunaga T, Tsubo M, Sultan D, Fenta AA, Yibeltal M (2019) Effects of land use and sustainable land management practices on runoff and soil loss in the Upper Blue Nile basin. Ethiopia Sci Total Environ 648:1462–1475

    Article  CAS  Google Scholar 

  • Elshorbagy A, Simonovic SP, Panu US (2002) Noise reduction in chaotic hydrologic time series: facts and doubts. J Hydrol 256(3–4):147–165

    Article  Google Scholar 

  • Fathian F, Dehghan Z, Bazrkar MH, Eslamian S (2016) Trends in hydrological and climatic variables affected by four variations of the Mann-Kendall approach in Urmia Lake basin. Iran Hydrol Sci J 61(5):892–904

    Google Scholar 

  • Fekete BM, Vörösmarty CJ, Roads JO, Willmott CJ (2004) Uncertainties in precipitation and their impacts on runoff estimates. J Clim 17(2):294–304

    Article  Google Scholar 

  • Feng D, Zheng Y, Mao Y, Zhang A, Wu B, Li J, Tian Y, Wu X (2018) An integrated hydrological modeling approach for detection and attribution of climatic and human impacts on coastal water resources. J Hydrol 557:305–320

    Article  Google Scholar 

  • Fenta AA, Yasuda H, Shimizu K, Haregeweyn N (2017) Response of streamflow to climate variability and changes in human activities in the semiarid highlands of northern Ethiopia. Reg Environ Chang 17:1229–1240

    Article  Google Scholar 

  • Forootan E (2019) Analysis of trends of hydrologic and climatic variables. Soil Water Res 14(3):163–171

    Article  Google Scholar 

  • Fu GB, Charles SP, Chiew FHS (2007) A two-parameter climate elasticity of streamflow index to assess climate change effects on annual streamflow. Water Resour Res 43:87

    Article  Google Scholar 

  • Graf WL (2006) Downstream hydrologic and geomorphic effects of large dams on American rivers. Geomorphology 79(3–4):336–360

    Article  Google Scholar 

  • Hadian F, Bashari H, Jafari R, Adnani SM (2013) Investigation of land use and land cover changes in Qom province in a 33-year period using maximum probability and fuzzy methods. Res Protection Conserv Forests Rangelands Iran 11(1):46–59

    Google Scholar 

  • Haghighi AT, Darabi H, Shahedi K, Solaimani K, Kløve B (2020) A scenario-based approach for assessing the hydrological impacts of land use and climate change in the Marboreh Watershed. Iran Environ Model Assess 25(1):41–57

    Article  Google Scholar 

  • Hu D, Xu M, Kang S, Wu H (2022) Impacts of climate change and human activities on runoff changes in the Ob River Basin of the Arctic region from 1980 to 2017. Theoret Appl Climatol 148(3):1663–1674

    Article  Google Scholar 

  • Huang M, Zhang L (2004) Hydrological responses to conservation practices in a catchment of the Loess Plateau. China Hydrol Process 18(10):1885–1898

    Article  Google Scholar 

  • Jehanzaib M, Shah SA, Yoo J, Kim TW (2020) Investigating the impacts of climate change and human activities on hydrological drought using non-stationary approaches. J Hydrol 4:125052

    Article  Google Scholar 

  • Jiang S, Ren L, Yong B, Singh VP, Yang X, Yuan F (2011) Quantifying the effects of climate variability and human activities on runoff from the Laohahe basin in northern China using three different methods. Hydrol Process 25(16):2492–2505

    Article  Google Scholar 

  • Jiang Y, Zhou C, Cheng W (2007) Streamflow trends and hydrological response to climatic change in Tarim headwater basin. J Geogr Sci 17(1):51–61

    Article  Google Scholar 

  • Jones RN, Chiew FH, Boughton WC, Zhang L (2006) Estimating the sensitivity of mean annual runoff to climate change using selected hydrological models. Adv Water Resour 29(10):1419–1429

    Article  Google Scholar 

  • Jothityangkoon C, Sivapalan M, Farmer DL (2001) Process controls of water balance variability in a large semi-arid catchment: downward approach to hydrological model development. J Hydrol 254:174–198

    Article  Google Scholar 

  • Kalnay E, Cai M (2003) Impact of urbanization and land-use change on climate. Nature 423(6939):528–531

    Article  CAS  Google Scholar 

  • Kendall MG (1955) Rank correlation methods. Br J Psychol 25:86–91

    Google Scholar 

  • Kong D, Miao C, Wu J, Duan Q (2016) Impact assessment of climate change and human activities on net runoff in the Yellow River Basin from 1951 to 2012. Ecol Eng 91:566–573

    Article  Google Scholar 

  • Krishnaiah PR (1982) 37 Selection of variables under univariate regression models. Handbook Statist 2:805–820

    Article  Google Scholar 

  • Li L, Hao ZC, Wang JH, Wang ZH, Yu ZB (2008) Impact of future climate change on runoff in the head region of the Yellow River. J Hydrol Eng 13(5):347–354

    Article  Google Scholar 

  • Li Z, Li Q, Wang J, Feng Y, Shao Q (2020) Impacts of projected climate change on runoff in upper reach of Heihe River basin using climate elasticity method and GCMs. Sci Total Environ 716:137072

    Article  CAS  Google Scholar 

  • Li Z, Liu WZ, Zhang XC, Zheng FL (2009) Impacts of land use change and climate variability on hydrology in an agricultural catchment on the Loess Plateau of China. J Hydrol 377(1–2):35–42

    Article  Google Scholar 

  • Lipovetsky S (2017) Prediction of percent change in linear regression by correlated variables. J Mod Appl Stat Methods 16(2):18

    Article  Google Scholar 

  • Liu Q, Yang Z, Cui B, Sun T (2010) Temporal trends of hydro-climatic variables and runoff response to climatic variability and vegetation changes in the Yiluo River basin. China Hydrol Process 23:3030–3039

    Article  Google Scholar 

  • Liu C, Sui J, He Y, Hirshrild F (2013) Changes in runoff and sediment load from major Chinese rivers to the Pacific Ocean over the period 1955–2010. Int J Sediment Res 28:486–495

    Article  CAS  Google Scholar 

  • Liu Y, Yu K, Zhao Y, Bao J (2022) Impacts of climatic variation and human activity on runoff in Western China. Sustainability 14(2):942

    Article  CAS  Google Scholar 

  • Lorup JK, Refsgaard JC, Mazvimavi D (1998) Assessing the effect of land use change on catchment runoff by combined use of statistical tests and hydrological modelling: case studies from Zimbabwe. J Hydrol 205(3–4):147–163

    Article  Google Scholar 

  • Ma Z, Kang S, Zhang L, Tong L, Su X (2008) Analysis of impacts of climate variability and human activity on streamflow for a river basin in arid region of northwest China. J Hydrol 352:239–249

    Article  Google Scholar 

  • Mann HB (1945) Non-parametric test against trend. Econometrica 13(3):245–259

    Article  Google Scholar 

  • Milkovic M, Paruelo JM, Nosetto MD (2019) Hydrological impacts of afforestation in the semiarid Patagonia: a modelling approach. Ecohydrol 12(6):e2113

    Article  Google Scholar 

  • Najafi M, Edalatkhah D (2019) Evaluation of land cover changes and related land uses in time periods of 1999 2009 and 2019 in the northeastern part of Qom province (Qom city). Architectural Journal 2(11):1–9

    Google Scholar 

  • Niraula R, Meixner T, Norman LM (2015) Determining the importance of model calibration for forecasting absolute/relative changes in streamflow from LULC and climate changes. J Hydrol 522:439–451

    Article  Google Scholar 

  • Peng S, Liu W, Wang W, Shao Q, Jiao X, Yu Z, Xing W, Xu JZ, Zhang ZX, Luo Y (2012) Estimating the effects of climatic variability and human activities on streamflow in the Hutuo River Basin. China J Hydrol Eng 18(4):422–430

    Article  Google Scholar 

  • Pirnia A, Golshan M, Darabi H, Adamowski J, Rozbeh S (2019) Using the Mann-Kendall test and double mass curve method to explore stream flow changes in response to climate and human activities. J Water Clim Change 10(4):725–742

    Article  Google Scholar 

  • Ramteke G, Singh R, Chatterjee C (2020) Assessing impacts of conservation measures on watershed hydrology using MIKE SHE model in the face of climate change. Water Resour Manag 34(13):4233–4252

    Article  Google Scholar 

  • Rezaee Arefi M (2013) The Influence of watershed management on flood control and ground water feeding (case study: band-e-qora watershed, Shesh Taraz river of Kashmar). Scientif-Res Q Geogr Data (SEPEHR) 21(84):95–104

    Google Scholar 

  • Sadeghfam S, Mirahmadi R, Khatibi R, Mirabbasi R, Nadiri AA (2022) Investigating meteorological/groundwater droughts by copula to study anthropogenic impacts. Sci Rep 12(1):1–16

    Article  Google Scholar 

  • Sankarasubramanian A, Vogel R, Limburner JF (2001) Climate elasticity of streamflow in the United States, Water Resour. Res 37:1771–1781

    Google Scholar 

  • Saraswat C, Kumar P, Mishra BK (2016) Assessment of storm water runoff management practices and governance under climate change and urbanization: an analysis of Bangkok. Hanoi and Tokyo Environ Sci Policy 64:101–117

    Article  Google Scholar 

  • Scanlon BR, Jolly I, Sophocleous M, Zhang L (2007) Global impacts of conversions from natural to agricultural ecosystems on water resources: quantity versus quality. Water Resour Res 43:215–222

    Article  Google Scholar 

  • Department of Soil and Water Conservation Engineering. SWCE, G.B.P.U.A. and T (1997) Evaluation of soil and water conservation measures, 250.p.

  • Şen Z, Altunkaynak A (2006) A comparative fuzzy logic approach to runoff coefficient and runoff estimation. Hydrol Process 20(9):1993–2009

    Article  Google Scholar 

  • Shang X, Jiang X, Jia R, Wei C (2019) Land use and climate change effects on surface runoff variations in the upper Heihe River basin. Water 11(2):344

    Article  Google Scholar 

  • Sime CH, Demissie TA, Tufa FG (2020) Surface runoff modeling in Ketar watershed, Ethiopia. J Sediment Environ 45:1–12

    Google Scholar 

  • Singh PV, Singh JK, Kumar A (2014) Runoff forecasting using adaptive mode approach for a Himalyan watershed. Environ Ecol 32(2A):735–738

    Google Scholar 

  • Su X, Li X, Niu Z, Liang X (2021) A new complexity-based three-stage method to comprehensively quantify positive/negative contribution rates of climate change and human activities to changes in runoff in the upper Yellow River. J Clean Prod 287:125017

    Article  Google Scholar 

  • Sun Z, Lotz T, Chang NB (2017) Assessing the long-term effects of land use changes on runoff patterns and food production in a large lake watershed with policy implications. J Environ Manage 204:92–101

    Article  Google Scholar 

  • Tang J, Yin XA, Yang P, Yang ZF (2014) Assessment of contributions of climatic variation and human activities to streamflow changes in the Lancang River. China Water Resour Manag 28:2953–2966

    Article  Google Scholar 

  • Wagesho N (2014) Catchment dynamics and its impact on runoff generation: Coupling watershed modelling and statistical analysis to detect catchment responses. Int J Water Res Environ Eng 6(2):73–78

    Article  Google Scholar 

  • Wang X, He K, Dong Z (2019) Effects of climate change and human activities on runoff in the Beichuan River Basin in the northeastern Tibetan Plateau, China. CATENA 176:81–93

    Article  Google Scholar 

  • Wang J, He G, Fang H, Han Y (2020) Climate change impacts on the topography and ecological environment of the wetlands in the middle reaches of the Yarlung Zangbo-Brahmaputra River. J Hydrol 590:125419

    Article  Google Scholar 

  • Wang WG, Shao QX, Xing WQ, Yu ZB, Peng SZ (2014) Discussion of “estimating the effects of climatic variability and human activities on streamflow in the Hutuo River Basin, China” by Shizhang Peng, Wanxin Liu, Weiguang Wang, Quanxi Shao, Xiyun Jiao, Zhongbo Yu, Wanqiu Xing, Junzeng Xu, Zengxin Zhang, and Yufeng Luo. J Hydrol Eng 19:836–839

    Article  Google Scholar 

  • Wang Z, Xu M, Liu X, Singh DK, Fu X (2022) Quantifying the impact of climate change and anthropogenic activities on runoff and sediment load reduction in a typical Loess Plateau watershed. J Hydrol: Regional Stud 39:100992

    Google Scholar 

  • Wu L, Wang S, Bai X, Chen F, Li C, Ran C, Zhang S (2022) Identifying the multi-scale influences of climate factors on runoff changes in a typical karst watershed using wavelet analysis. Land 11(8):1284

    Article  Google Scholar 

  • Xu C, Chen Y, Yang Y, Hao X, Shen Y (2010) Hydrology and water resources variation and its response to regional climate change in Xinjiang. J Geogr Sci 20(4):599–612

    Article  Google Scholar 

  • Yaghmaei H, Sadeghi SH, Moradi H, Gholamalifard M (2018) Effect of Dam operation on monthly and annual trends of flow discharge in the Qom Rood Watershed. Iran J Hydrol 557:254–264

    Article  Google Scholar 

  • Yang H, Qi J, Xu X, Yang D, Lv H (2014) The regional variation in climate elasticity and climate contribution to runoff across China. J Hydrol 517:607–616

    Article  Google Scholar 

  • Yang K, Lu C (2018) Evaluation of land-use change effects on runoff and soil erosion of a hilly basin—the Yanhe River in the Chinese Loess Plateau. Land Degrad Dev 29(4):1211–1221

    Article  Google Scholar 

  • Yang W, Long D, Bai P (2019) Impacts of future land cover and climate changes on runoff in the mostly afforested river basin in north China. J Hydrol 570:201–219

    Article  Google Scholar 

  • Yang Y, Weng B, Man Z, Yu Z, Zhao J (2020) Analyzing the contributions of climate change and human activities on runoff in the Northeast Tibet Plateau. J Hydrol: Regional Stud 27:100639

    Google Scholar 

  • Ye B, Yang D, Kane DL (2003) Changes in Lena River streamflow hydrology: human impacts versus natural variations. Water Resour Res 39(7):1–13

    Article  Google Scholar 

  • Zhang H, Wang B, Li Liu D, Zhang M, Leslie LM, Yu Q (2020) Using an improved SWAT model to simulate hydrological responses to land use change: a case study of a catchment in tropical Australia. J Hydrol 25:124822

    Article  Google Scholar 

  • Zhang L, Nan Z, Yu W, Zhao Y, Xu Y (2018) Comparison of baseline period choices for separating climate and land use/land cover change impacts on watershed hydrology using distributed hydrological models. Sci Total Environ 622:1016–1028

    Article  Google Scholar 

  • Zhang Q, Liu J, Singh VP, Shi P, Sun P (2017) Hydrological responses to climatic changes in the Yellow River basin, China: climatic elasticity and streamflow prediction. J Hydrol 554:635–645

    Article  Google Scholar 

  • Zhang S, Hua D, Meng X, Zhang Y (2011) Climate change and its driving effect on the runoff in the “Three-River Headwaters” region. J Geogr Sci 21(6):963

    Article  Google Scholar 

  • Zhang S, Lu XX (2009) Hydrological responses to precipitation variation and diverse human activities in a mountainous tributary of the lower Xijiang, China. CATENA 77:130–142

    Article  Google Scholar 

  • Zhang XP, Lu Z, Jing Z, Rustomji P, Hairsine P (2008) Responses of streamflow to changes in climate and land use/cover in the Loess Plateau. China Water Resour Res 44:2183–2188

    Google Scholar 

  • Zhao F, Zhang L, Xu Z, Scott DF (2010) Evaluation of methods for estimating the effects of vegetation change and climate variability on streamflow. Water Resour Res 46:742–750

    Article  Google Scholar 

  • Zhao GJ, Tian P, Mu XM, Jiao JY, Wang F (2014) Gao P (2014) Quantifying the impact of climate variability and human activities on streamflow in the middle reaches of the Yellow River basin. China J Hydrol 519:387–398

    Article  Google Scholar 

  • Zheng H, Zhang L, Zhu R, Liu C, Sato Y, Fukushima Y (2009) Responses of streamflow to climate and land surface change in the headwaters of the Yellow River Basin. Water Resour Res 45(7):641–648

    Article  Google Scholar 

  • Zhou D, Huang R (2012) Response of water budget to recent climatic changes in the source region of the Yellow River. Chin Sci Bull 57(17):2155–2162

    Article  Google Scholar 

  • Zhou Y, Lai C, Wang Z, Chen X, Zeng Z, Chen J, Bai X (2018) Quantitative evaluation of the impact of climate change and human activity on runoff change in the Dongjiang River Basin. China Water 10(5):571

    Article  Google Scholar 

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I would like to thank Qom Regional Water Company for the data provided for the research.

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Forootan, E., Sadeghi, S. Relative importance of climatic and anthropogenic factors on runoff change at watershed scale. Int. J. Environ. Sci. Technol. 20, 3059–3070 (2023). https://doi.org/10.1007/s13762-023-04759-2

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