Skip to main content

Advertisement

Log in

Characterization and assessment of hydrological droughts using GloFAS streamflow data for the Narmada River Basin, India

  • Resilient and Sustainable Water Management in Agriculture
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

Hydrological droughts severely affect the demand of water for domestic water supply, irrigation, hydropower generation, and several other purposes. The pervasiveness and consequences of hydrological droughts necessitate a thorough investigation of their characteristics, which is hindered due to unavailability of continuous streamflow records at desirable resolutions. This study aims to assess the hydrological drought characteristics and their spatial distribution using high-resolution Global Flood Awareness System (GloFAS) v3.1 streamflow data for the period 1980 to 2020. Streamflow Drought Index (SDI) was used to characterize droughts at 3-, 6-, 9-, and 12-monthly timescales starting from June, i.e., the start of water year in India. GloFAS is found to capture the spatial distribution of streamflow and its seasonal characteristics. The number of hydrological drought years over the basin varied from 5 to 11 during the study duration, implying that the basin is prone to frequent abnormal water deficits. Interestingly, the hydrological droughts are more frequent in the eastern portion of the basin, i.e., the Upper Narmada Basin. The trend analysis of multi-scalar SDI series using non-parametric Spearman’s Rho test exhibited increasing drying trends in the easternmost portions. The results were not similar for the middle and western portions of the basin, which may be due to presence of a large number of reservoirs in these regions and their systematic operations. This study highlights the importance of open-access global products that can be used for monitoring hydrological droughts, especially over ungauged catchments.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

(Source: https://www.globalfloods.eu/)

Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

Data availability

The present study has used the recent version of GloFAS, i.e., GloFAS v3.1 dataset, which is launched on May 26, 2021. This is a global dataset and is freely accessible at the following link. https://cds.climate.copernicus.eu/cdsapp#!/dataset/cems-glofas-historical?tab=overview

Code availability

The Python codes are available from the corresponding author upon reasonable request.

References

  • Abbas S, Kousar S (2021) Spatial analysis of drought severity and magnitude using the standardized precipitation index and streamflow drought index over the Upper Indus Basin, Pakistan. Environ Dev Sustain. https://doi.org/10.1007/s10668-021-01299-y

  • Abbas S, Nichol JE, Qamer FM, Xu J (2014) Characterization of drought development through remote sensing: a case study in Central Yunnan. China Remote Sens 6(6):4998–5018

    Article  Google Scholar 

  • Abbas HA, Bond WJ, Midgley JJ (2019) The worst drought in 50 years in a South African savannah: limited impact on vegetation. Afr J Ecol 57(4):490–499

    Article  Google Scholar 

  • Aghelpour P, Bahrami-Pichaghchi H, Varshavian V (2021) Hydrological drought forecasting using multi-scalar streamflow drought index, stochastic models and machine learning approaches, in northern Iran. Stoch Env Res Risk Assess. https://doi.org/10.1007/s00477-020-01949-z

    Article  Google Scholar 

  • Ahmad I, Tang D, Wang T, Wang M, Wagan B (2015) Precipitation trends over time using Mann-Kendall and Spearman’s Rho tests in swat river basin, Pakistan. Adv Meteorol 2015:1–15

    Article  Google Scholar 

  • Alfieri L, Lorini V, Hirpa FA, Harrigan S, Zsoter E, Prudhomme C, Salamon P (2020) A global streamflow reanalysis for 1980–2018. J Hydrol X 6:100049

    Google Scholar 

  • Alhama I, García-Ros G, Alhama F (2020) Integrated water resources management in the basin of the Segura river (southeast Spain); an example of adaptation to drought periods. Environ Earth Sci 79:7

    Article  Google Scholar 

  • Amrit K, Pandey RP, Mishra SK (2018) Assessment of meteorological drought characteristics over Central India. Sustain Water Resour Manag 4(4):999–1010

    Article  Google Scholar 

  • Amrit K, Mishra SK, Pandey RP, Himanshu SK, Singh S (2019) Standardized precipitation index-based approach to predict environmental flow condition. Ecohydrology 12(7):e2127

    Article  Google Scholar 

  • Belal AA, El-Ramady HR, Mohamed ES, Saleh AM (2014) Drought risk assessment using remote sensing and GIS techniques. Arab J Geosci 7(1):35–53

    Article  Google Scholar 

  • Ben-Zvi A (1987) Indices of hydrological drought in Israel. J Hydrol 92(1–2):179–191

    Article  Google Scholar 

  • Chakraborty B, Bera B, Roy S, Adhikary PP, Sengupta D, Shit PK (2021a) Assessment of non-carcinogenic health risk of heavy metal pollution: evidences from coal mining region of eastern India. Environ Sci Pollut Res 28(34):47275–47293

    Article  CAS  Google Scholar 

  • Chakraborty B, Roy S, Bera A, Adhikary PP, Bera B, Sengupta D, Bhunia GS, Shit PK (2021b) Eco-restoration of river water quality during COVID-19 lockdown in the industrial belt of eastern India. Environ Sci Pollut Res 28(20):25514–25528

    Article  CAS  Google Scholar 

  • Das S, Bhunia GS, Bera B, Shit PK (2022) Evaluation of wetland ecosystem health using geospatial technology: evidence from the lower Gangetic flood plain in India. Environ Sci Pollut Res 29(2):1858–1874

    Article  CAS  Google Scholar 

  • Dayal D, Gupta PK, Pandey A (2021) Streamflow estimation using satellite-retrieved water fluxes and machine learning technique over monsoon-dominated catchments of India. Hydrol Sci J 66(4):656–671

    Article  Google Scholar 

  • Djellouli F, Bouanani A, Baba-Hamed K (2016) Efficiency of some meteorological drought indices in different time scales, case study: Wadi Louza basin (NW-Algeria). J Water Land Dev 31(1):33–41

    Article  Google Scholar 

  • Dracup JA, Lee KS, Paulson EG Jr (1980) On the definition of droughts. Water Resour Res 16(2):297–302

    Article  Google Scholar 

  • Emiru T, Naqvi HR, Athick MA (2018) Anthropogenic impact on land use land cover: influence on weather and vegetation in Bambasi Wereda. Ethiopia Spatial Inf Res 26(4):427–436

    Article  Google Scholar 

  • Fleig AK, Tallaksen LM, Hisdal H, Stahl K, Hannah DM (2010) Intercomparison of weather and circulation type classifications for hydrological drought development. Phys Chem Earth 35(9–12):507–515

    Article  Google Scholar 

  • Fleig AK, Tallaksen LM, Hisdal H, Hannah DM (2011) Regional hydrological drought in north-western Europe: linking a new Regional Drought Area Index with weather types. Hydrol Process 25(7):1163–1179

    Article  Google Scholar 

  • Garrote L (2017) Managing water resources to adapt to climate change: facing uncertainty and scarcity in a changing context. Water Resour Manage 31(10):2951–2963

    Article  Google Scholar 

  • Gosain AK, Rao S, Basuray D (2006) Climate change impact assessment on hydrology of Indian river basins. Curr Sci 90(3):346–353

    Google Scholar 

  • Gosain AK, Rao S, Arora A (2011) Climate change impact assessment of water resources of India. Curr Sci 101(3):356–371

    Google Scholar 

  • Gumbel EJ (1963) Statistical forecast of droughts. Int Assoc Sci Hydrol Bull 8(1):5–23

    Article  Google Scholar 

  • Gupta RK (2001) River basin management: a case study of Narmada valley development with special reference to the Sardar Sarovar Project in Gujarat. India Int J Water Resour Dev 17(1):55–78

    Article  Google Scholar 

  • Gupta H, Chakrapani GJ (2005) Temporal and spatial variations in water flow and sediment load in Narmada River Basin, India: natural and man-made factors. Environ Geol 48(4–5):579–589

    Article  Google Scholar 

  • Gupta A, Himanshu SK, Gupta S, Singh R (2020a) Evaluation of the SWAT model for analysing the water balance components for the upper Sabarmati Basin. InAdvances in Water Resources Engineering and Management, Lecture Notes in Civil Engineering, 39 141–151, Springer Singapore.

  • Gupta S, Gupta A, Himanshu SK, Singh R (2020b) Analysis of the extreme rainfall events over upper catchment of Sabarmati River basin in Western India using extreme precipitation indices. In Advances in Water Resources Engineering and Management, Lecture Notes in Civil Engineering, 39 103–111, Springer Singapore

  • Guptha GC, Swain S, Al-Ansari N, Taloor AK, Dayal D (2021) Evaluation of an urban drainage system and its resilience using remote sensing and GIS. Remote Sens Appl Soc Environ 23:100601

    Google Scholar 

  • Guptha GC, Swain S, Al-Ansari N, Taloor AK, Dayal D (2022) Assessing the role of SuDS in resilience enhancement of urban drainage system: a case study of Gurugram City. India Urban Climate 41:101075

    Article  Google Scholar 

  • Habersack H, Haspel D, Kondolf M (2014) Large rivers in the Anthropocene: insights and tools for understanding climatic, land use, and reservoir influences. Water Resour Res 50(5):3641–3646

    Article  Google Scholar 

  • Harrigan S, Zsoter E, Alfieri L, Prudhomme C, Salamon P, Wetterhall F, Barnard C, Cloke H, Pappenberger F (2020) GloFAS-ERA5 operational global river discharge reanalysis 1979–present. Earth Syst Sci Data 12(3):2043–2060

    Article  Google Scholar 

  • Hasan HH, Mohd Razali SF, Muhammad NS, Ahmad A (2021) Hydrological drought across Peninsular Malaysia: implication of drought index. Nat Hazards Earth Syst Sci Dis. https://doi.org/10.5194/nhess-2021-176

    Article  Google Scholar 

  • Hasanuzzaman M, Mandal MH, Hasnine M, Shit PK (2022) Groundwater potential mapping using multi-criteria decision, bivariate statistic and machine learning algorithms: evidence from Chota Nagpur Plateau. India Appl Water Sci 12(4):58

    Article  Google Scholar 

  • Heena RSC (2020) Sustainable water resource management in Chhotanagpur plateau. India Sustain Water Resour Manag 6:90

    Article  Google Scholar 

  • Heim RR Jr (2002) A review of twentieth-century drought indices used in the United States. Bull Am Meteor Soc 83(8):1149–1166

    Article  Google Scholar 

  • Himanshu SK, Pandey A, Patil A (2018) Hydrologic evaluation of the TMPA-3B42V7 precipitation data set over an agricultural watershed using the SWAT model. J Hydrol Eng 23(4):05018003

    Article  Google Scholar 

  • Himanshu SK, Pandey A, Madolli MJ, Palmate SS, Kumar A, Patidar N, Yadav B (2023) An ensemble hydrologic modeling system for runoff and evapotranspiration evaluation over an agricultural watershed. J Indian Soc Remote Sens 51:177–196

    Article  Google Scholar 

  • Hirpa FA, Salamon P, Beck HE, Lorini V, Alfieri L, Zsoter E, Dadson SJ (2018) Calibration of the Global Flood Awareness System (GloFAS) using daily streamflow data. J Hydrol 566:595–606

    Article  Google Scholar 

  • Jacobi J, Perrone D, Duncan LL, Hornberger G (2013) A tool for calculating the Palmer drought indices. Water Resour Res 49(9):6086–6089

    Article  Google Scholar 

  • Jahangir MH, Yarahmadi Y (2020) Hydrological drought analyzing and monitoring by using Streamflow Drought Index (SDI) (case study: Lorestan, Iran). Arab J Geosci 13:110

    Article  Google Scholar 

  • Kundu S, Khare D, Mondal A, Mishra PK (2015) Analysis of spatial and temporal variation in rainfall trend of Madhya Pradesh, India (1901–2011). Environ Earth Sci 73(12):8197–8216

    Article  Google Scholar 

  • Kundu S, Khare D, Mondal A (2017) Past, present and future land use changes and their impact on water balance. J Environ Manage 197:582–596

    Article  Google Scholar 

  • Li P, Tian R, Xue C, Wu J (2017) Progress, opportunities, and key fields for groundwater quality research under the impacts of human activities in China with a special focus on western China. Environ Sci Pollut Res 24(15):13224–13234

    Article  Google Scholar 

  • Loucks DP (2000) Sustainable water resources management. Water Int 25(1):3–10

    Article  Google Scholar 

  • Lutz AF, ter Maat HW, Wijngaard RR, Biemans H, Syed A, Shrestha AB, Wester P, Immerzeel WW (2019) South Asian river basins in a 1.5 °C warmer world. Reg Environ Change 19(3):833–847

    Article  Google Scholar 

  • Mahammad S, Islam A, Shit PK (2022) Geospatial assessment of groundwater quality using entropy-based irrigation water quality index and heavy metal pollution indices. Environ Sci Pollut Res

  • Madolli MJ, Himanshu SK, Patro ER, De Michele C (2022) Past, present and future perspectives of seasonal prediction of Indian summer monsoon rainfall: a review. Asia-Pac J Atmos Sci 58(4):591–615

    Article  Google Scholar 

  • McKee TB, Doesken NJ, Kleist J (1993) The relationship of drought frequency and duration to time scales. In proceedings of the 8th conference on applied climatology, 17–22 January 1993, CA

  • Mishra AK, Singh VP (2010) A review of drought concepts. J Hydrol 391(1–2):202–216

    Article  Google Scholar 

  • Mishra AK, Sivakumar B, Singh VP (2015) Drought processes, modeling, and mitigation. J Hydrol 526:1–2

    Article  Google Scholar 

  • Nalbantis I, Tsakiris G (2009) Assessment of hydrological drought revisited. Water Resour Manage 23:881–897

    Article  Google Scholar 

  • Nandi S, Swain S (2022) Analysis of heatwave characteristics under climate change over three highly populated cities of South India: a CMIP6-based assessment. Environ Sci Pollut Res

  • Ouarda TB, Charron C, St-Hilaire A (2008) Statistical models and the estimation of low flows. Can Water Resour J 33(2):195–206

    Article  Google Scholar 

  • Palmer WC (1965) Meteorologic drought. U.S. Weather Bureau, Res. Pap. No. 45, Washington, DC

  • Pandey BK, Khare D (2017) Analyzing and modeling of a large river basin dynamics applying integrated cellular automata and Markov model. Environ Earth Sci 76(22):1–12

    Article  Google Scholar 

  • Pandey BK, Khare D (2018) Identification of trend in long term precipitation and reference evapotranspiration over Narmada river basin (India). Global Planet Change 161:172–182

    Article  Google Scholar 

  • Pandey RP, Mishra SK, Singh R, Ramasastri KS (2008) Streamflow drought severity analysis of Betwa River System (India). Water Resour Manage 22:1127–1141

    Article  Google Scholar 

  • Pashardes P, Swanson T, Xepapadeas A (2002) Current issues in the economics of water resource management. Economy and Environment Series. Springer Verlag New York LLC, New York

    Google Scholar 

  • Patel P, Thakur PK, Aggarwal SP, Garg V, Dhote PR, Nikam BR, Swain S, Al-Ansari N (2022) Revisiting 2013 Uttarakhand flash floods through hydrological evaluation of precipitation data sources and morphometric prioritization. Geomat Nat Haz Risk 13(1):646–666

    Article  Google Scholar 

  • Pouya S, Turkoglu H (2020) Evaluation of the water resource plans in Turkey based on sustainable water management principles. Sustain Water Resour Manag 6:91

    Article  Google Scholar 

  • Prajapati VK, Khanna M, Singh M, Kaur R, Sahoo RN, Singh DK (2021) Evaluation of time scale of meteorological, hydrological and agricultural drought indices. Nat Hazards. https://doi.org/10.1007/s11069-021-04827-1

    Article  Google Scholar 

  • Qiao X, Nelson EJ, Ames DP, Li Z, David CH, Williams GP, Roberts W, Lozano JL, Edwards C, Souffront M, Matin MA (2019) A systems approach to routing global gridded runoff through local high-resolution stream networks for flood early warning systems. Environ Model Softw 120:104501

    Article  Google Scholar 

  • Ray LK, Goel NK (2019) Flood frequency analysis of Narmada River Basin in India under nonstationary condition. J Hydrol Eng 24(8):05019018

    Article  Google Scholar 

  • Rickards N, Thomas T, Kaelin A, Houghton-Carr H, Jain SK, Mishra PK, Nema MK, Dixon H, Rahman MM, Horan R, Jenkins A (2020) Understanding future water challenges in a highly regulated Indian river basin—modelling the impact of climate change on the hydrology of the Upper Narmada. Water 12(6):1762

    Article  Google Scholar 

  • Rossi G, Benedini M, Tsakiris G, Giakoumakis S (1992) On regional drought estimation and analysis. Water Resour Manage 6(4):249–277

    Article  Google Scholar 

  • Sahoo S, Swain S, Goswami A, Sharma R, Pateriya B (2021) Assessment of trends and multi-decadal changes in groundwater level in parts of the Malwa region, Punjab. India Groundwater Sustain Dev 14:100644

    Article  Google Scholar 

  • Sahoo S, Majumder A, Swain S, Pateriya B, Al-Ansari N (2022) Analysis of decadal land use changes and its impacts on urban heat island (UHI) using remote sensing-based approach: a smart city perspective. Sustainability 14(19):11892

    Article  Google Scholar 

  • Sanctuary M, Tropp H, Haller L (2007) Making water a part of economic development: the economic benefits of improved water management and services. Stockholm International Water Institute (SIWI): Stockholm, Sweden

  • Shafer BA, Dezman LE (1982) Development of a Surface Water Supply Index (SWSI) to assess the severity of drought conditions in snowpack runoff areas. In: Proceedings of the 50th annual western snow conference. Colorado State University, Fort Collins 164–175

  • Sharma TC, Panu US (2010) Analytical procedures for weekly hydrological droughts: a case of Canadian rivers. Hydrol Sci J 55(1):79–92

    Article  CAS  Google Scholar 

  • Shukla SH, Wood AW (2008) Use of a standardized runoff index for characterizing hydrologic drought. Geophys Res Lett 35(2):41–46

    Article  Google Scholar 

  • Singh D, Ghosh S, Roxy MK, McDermid S (2019) Indian summer monsoon: extreme events, historical changes, and role of anthropogenic forcings. Wiley Interdiscip Rev Climate Change 10(2):e571

    Article  Google Scholar 

  • Smakhtin VU (2001) Low flow hydrology: a review. J Hydrol 240(3–4):147–186

    Article  Google Scholar 

  • Stahl K (2001) Hydrological drought—a study across Europe. Doctoral dissertation, Geowissenschaftlichen Fakultät, Albert-Ludwigs Universität Freiburg, Freiburg, Germany

  • Staudinger M, Stahl K, Seibert J (2014) A drought index accounting for snow. Water Resour Res 50(10):7861–7872

    Article  Google Scholar 

  • Swain S, Mishra SK, Pandey A (2020) Assessment of meteorological droughts over Hoshangabad district, India. In: IOP Conference Series Earth and Environmental Science, 491, 012012. IOP Publishing

  • Swain S, Mishra SK, Pandey A (2021) A detailed assessment of meteorological drought characteristics using simplified rainfall index over Narmada River Basin. India Environ Earth Sci 80:221

    Article  Google Scholar 

  • Swain S, Mishra SK, Pandey A (2022a) Assessing spatiotemporal variation in drought characteristics and their dependence on timescales over Vidarbha Region. India Geocarto Int 37(27):17971–17993

    Article  Google Scholar 

  • Swain S, Mishra SK, Pandey A, Dayal D (2022b) Assessment of drought trends and variabilities over the agriculture-dominated Marathwada Region. India Environ Monit Assess 194(12):883

    Article  CAS  Google Scholar 

  • Swain S, Mishra SK, Pandey A, Dayal D (2022c) Spatiotemporal assessment of precipitation variability, seasonality, and extreme characteristics over a Himalayan catchment. Theoret Appl Climatol 147:817–833

    Article  Google Scholar 

  • Swain S, Mishra SK, Pandey A, Dayal D, Srivastava PK (2022d) Appraisal of historical trends in maximum and minimum temperature using multiple non-parametric techniques over the agriculture-dominated Narmada Basin. India Environ Monit Assess 194(12):893

    Article  Google Scholar 

  • Swain S, Mishra SK, Pandey A, Kalura P (2022e) Inclusion of groundwater and socio-economic factors for assessing comprehensive drought vulnerability over Narmada River Basin, India: a geospatial approach. Appl Water Sci 12(2):14

    Article  Google Scholar 

  • Swain S, Sahoo S, Taloor AK, Mishra SK, Pandey A (2022f) Exploring recent groundwater level changes using Innovative Trend Analysis (ITA) technique over three districts of Jharkhand. India Groundwater Sustain Dev 18:100783

    Article  Google Scholar 

  • Swain S, Taloor AK, Dhal L, Sahoo S, Al-Ansari N (2022g) Impact of climate change on groundwater hydrology: a comprehensive review and current status of the Indian hydrogeology. Appl Water Sci 12(6):120

    Article  Google Scholar 

  • Tabari H, Nikbakht J, Talaee PH (2013) Hydrological drought assessment in Northwestern Iran based on streamflow drought index (SDI). Water Resour Manage 27(1):137–151

    Article  Google Scholar 

  • Tahroudi MN, Ramezani Y, De Michele C, Mirabbasi R (2020) A new method for joint frequency analysis of modified precipitation anomaly percentage and streamflow drought index based on the conditional density of copula functions. Water Resour Manage 34(13):4217–4231

    Article  Google Scholar 

  • Tallaksen LM, van Lanen HAJ (eds) (2004) Hydrological drought - processes and estimation methods for streamflow and groundwater. Developments in Water Sciences 48. Elsevier B.V., The Netherlands

  • Tate EL, Gustard A (2000) Drought definition: a hydrological perspective. In: Voght JV, Somma F (eds) Drought and drought mitigation in Europe. Kluwer Academic Publishers, Dordrecht, pp 23–48

    Chapter  Google Scholar 

  • Thomas T, Nayak PC, Ghosh NC (2015) Spatiotemporal analysis of drought characteristics in the Bundelkhand region of central india using the standardized precipitation index. J Hydrol Eng 20(11):05015004

    Article  Google Scholar 

  • Tigkas D, Vangelis H, Tsakiris G (2012) Drought and climatic change impact on streamflow in small watersheds. Sci Total Environ 440:33–41

    Article  CAS  Google Scholar 

  • Towner J, Cloke HL, Zsoter E, Flamig Z, Hoch JM, Bazo J, Coughlan de Perez E, Stephens EM (2019) Assessing the performance of global hydrological models for capturing peak river flows in the Amazon basin. Hydrol Earth Syst Sci 23(7):3057–3080

    Article  Google Scholar 

  • Tsakiris G, Vangelis H (2004) Towards a drought watch system based on spatial SPI. Water Resour Manage 18(1):1–12

    Article  Google Scholar 

  • Tsakiris G, Nalbantis I, Vangelis H, Verbeiren B, Huysmans M, Tychon B, Jacquemin I, Canters F, Vanderhaegen S, Engelen G, Poelmans L (2013) A system-based paradigm of drought analysis for operational management. Water Resour Manage 27(15):5281–5297

    Article  Google Scholar 

  • Vasiliades L, Loukas A, Liberis N (2011) A water balance derived drought index for Pinios River Basin, Greece. Water Resour Manage 25:1087–1101

    Article  Google Scholar 

  • Vicente-Serrano SM (2006) Differences in spatial patterns of drought on different time scales: an analysis of the Iberian Peninsula. Water Resour Manage 20(1):37–60

    Article  Google Scholar 

  • Vicente-Serrano SM, López-Moreno JI, Beguería S, Lorenzo-Lacruz J, Azorin-Molina C, Morán-Tejeda E (2012) Accurate computation of a Streamflow Drought Index. J Hydrol Engin 17(2):318–332

    Article  Google Scholar 

  • Weghorst KM (1996) The Reclamation Drought Index: guidelines and practical applications. Bureau of Reclamation, Denver, CO

  • Wilhite DA, Glantz MH (1985) Understanding the drought phenomenon: the role of definitions. Water Int 10(3):111–120

    Article  Google Scholar 

  • Wilhite DA, Svoboda MD, Hayes MJ (2007) Understanding the complex impacts of drought: a key to enhancing drought mitigation and preparedness. Water Resour Manage 21(5):763–774

    Article  Google Scholar 

  • Wilhite DA, Sivakumar MV, Pulwarty R (2014) Managing drought risk in a changing climate: the role of national drought policy. Weather Clim Extr 3:4–13

    Article  Google Scholar 

  • Wu H, Soh LK, Samal A, Chen XH (2008) Trend analysis of streamflow drought events in Nebraska. Water Resour Manage 22(2):145–164

    Article  Google Scholar 

  • Wu J, Qian H, Li P, Song Y (2014) A system-theory-based model for monthly river runoff forecasting: model calibration and optimization. J Hydrol Hydromech 62(1):82–88

    Article  Google Scholar 

  • Yuan Z, Yan DH, Yang ZY, Yin J, Yuan Y (2015) Temporal and spatial variability of drought in Huang-huai-hai river basin. China Theoret Appl Climatol 122(3–4):755–769

    Article  Google Scholar 

  • Yue S, Pilon P, Cavadias G (2002) Power of the Mann-Kendall and Spearman’s Rho tests for detecting monotonic trends in hydrological series. J Hydrol 259(1–4):254–271

    Article  Google Scholar 

  • Zargar A, Sadiq R, Naser B, Khan FI (2011) A review of drought indices. Environ Rev 19:333–349

    Article  Google Scholar 

  • Zhou Z, Shi H, Fu Q, Ding Y, Li T, Wang Y, Liu S (2021) Characteristics of propagation from meteorological drought to hydrological drought in the Pearl River Basin. J Geophys Res Atmos 126(4):e2020JD033959

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Contributions

Sabyasachi Swain: conceptualization, data curation, formal analysis, visualization, and writing (original draft); Surendra Kumar Mishra: supervision, and writing (review and editing); Ashish Pandey: supervision, and writing (review and editing); Prashant Kumar Srivastava: supervision, and writing (review and editing); Saswata Nandi: data curation, and writing (review and editing).

Corresponding author

Correspondence to Sabyasachi Swain.

Ethics declarations

Ethics approval

Not applicable.

Consent to participate

Not applicable.

Consent for publication

Not applicable.

Conflict of interest

The authors declare no competing interests.

Additional information

Responsible Editor: Philippe Garrigues

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Swain, S., Mishra, S.K., Pandey, A. et al. Characterization and assessment of hydrological droughts using GloFAS streamflow data for the Narmada River Basin, India. Environ Sci Pollut Res (2023). https://doi.org/10.1007/s11356-023-27036-8

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s11356-023-27036-8

Keywords

Navigation