Abstract
For the period 2001–2020, the interannual variability of the normalized difference vegetation index (NDVI) is investigated in connection to Indian summer monsoon rainfall (ISMR). According to Moderate Resolution Imaging Spectroradiometer (MODIS) NDVI data, the ISMR and the vegetative activity of the Indo-Gangetic plain (IGP) in the month of January show a significant negative association. We hypothesized that the January vegetation state affects the ISMR via a delayed hydrological response, in which the wet soil moisture anomaly formed throughout the winter to accommodate the water needs of intensive farming influences the ISMR. The soil moisture anomalies developed in the winter, particularly in the root zone, persisted throughout the summer. Evaporative cooling triggered by increasing soil moisture lowers the summer surface temperature across the IGP. The weakening of monsoon circulation as a result of the reduced intensity of land-sea temperature contrast led in rainfall suppression. Further investigation shows that moisture transport has increased significantly over the past two decades as a result of increasing westerly over the Arabian Sea, promoting rainfall over India. Agriculture activities, on the other hand, have resulted in greater vegetation in India’s northwest and IGP during the last two decades, which has a detrimental impact on rainfall processes. Rainfall appears to have been trendless during the last two decades as a result of these competing influences. With a lead time of 5 months, this association between January’s vegetation and ISMR could be one of the potential predictors of seasonal rainfall variability.
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References
Choudhury I, Bhattacharya BK (2021) A baseline estimate of regional agriculture water demand from GEO-LEO satellite observations. Geo-carto Int 1–25. 10.1080/ 10106049.2020.18561198
Chen C, Park T, Wang X et al (2019) China and India lead in greening of the world through land-use management. Nat Sustain 2:122–129. https://doi.org/10.1038/s41893-019-0220-7
Chou C, Ryu D, Lo MH, Wey HW, Malano HM (2018) Irrigation-induced land–atmosphere feedbacks and their impacts on Indian summer monsoon. J Clim 31(21):8785–8801
Cui X, Gao Y, Sun J et al (2014) Role of natural external forcing factors in modulating the Indian summer monsoon rainfall, the winter North Atlantic Oscillation and their relationship on inter-decadal timescale. ClimDyn 43:2283–2295. https://doi.org/10.1007/s00382-014-2053-4
Didan K, Munoz AB, Solano R, Huete A (2015) MODIS vegetation index user’s guide (MOD13 series). University of Arizona: Vegetation Index and Phenology Lab
Douglas E, Niyogi D, Frolking S, Yeluripati JB, PielkeSr RA, Niyogi N, Vo ̈ro ̈smarty CJ, Mohanty UC (2006) Changes inmoisture and energy fluxes due to agricultural land use and irrigation inthe Indian Monsoon belt,Geophys. Res Lett 33:L14403. doi:https://doi.org/10.1029/2006GL026550
Eltahir EAB (1998) A soil moisture-rainfall feedback mechanism: 1. Theory and observations. Water Resour Res 34:765–776. https://doi.org/10.1029/97wr03499
Fasullo J (2004) A stratified diagnosis of the Indian monsoon-Eurasian snow cover relationship. J Clim 17:1110–1122
Feddema JJ, Oleson KW, Bonan GB, Mearns LO, Buja LE, Meehl GA, Washington WM (2005) The importance of land-coverchange in simulating future climates,Science. 310:1674–1678. https://doi.org/10.1126/science.1118160
Fensholt R, Proud SR (2012) Evaluation of earth observation based global long term vegetation trends—Comparing GIMMS and MODIS global NDVI time series. Remote Sens Environ 119:131–147
Fensholt R, Rasmussen K, Nielsen TT, Mbow C (2009) Evaluation of earth observation based long term vegetation trends—Intercomparing NDVI time series trend analysis consistency of Sahel from AVHRR GIMMS, Terra MODIS and SPOT VGT data. Remote Sens Environ 113(9):1886–1898
Ford TW, Quiring SM, Thakur B, Jogineedi R, Houston A, Yuan S, Kalra A, Lock N (2018) Evaluating Soil Moisture–Precipitation Interactions Using Remote Sensing: A Sensitivity Analysis. J Hydrometeorol 19(8):1237–1253
Ghosh S, Luniya V, Gupta A (2009) Trend analysis of Indian summer monsoon rainfall at different spatial scales. Atmospheric Sci Lett 10(4):285–290
Goswami BN, Venugopal V, Sengupta D, Madhusoodanan MS, Xavier PK (2006) Increasing trend of extreme rain events over India in a warming environment. Science 314(5804):1442–1445
Guhathakurta P, Rajeevan M (2006) Trends in the rainfall pattern over India. NCC Res Report 2:1–23
Guhathakurta P, Rajeevan M (2008) Trends in the rainfall pattern over India. Int J Climatology: J Royal Meteorological Soc 28(11):1453–1469
Guimberteau M, Laval K, Perrier A, Polcher J (2012) Globaleffect of irrigation and its impact on the onset of the Indiansummer monsoon. Clim Dyn 39:1329–1348. https://doi.org/10.1007/s00382-011-1252-5
Halder S, Dirmeyer PA (2017) Relation of Eurasian snow cover and Indian summer monsoon rainfall: Importance of the delayedhydrological effect. J Clim 30:1273–1289. https://doi.org/10.1175/jcli-d-16-0033.1
Hersbach H et al (2020) “The ERA5 global reanalysis”. Q J R Meteorol Soc 146(730):1999–2049
Huang X, Zhou T, Turner A, Dai A, Chen X, Clark R, Zou L (2020) The Recent decline and recovery of Indian summer monsoon rainfall: Relative roles of external forcing and internal variability. J Clim 33(12):5035–5060
Joseph PV, Sijikumar S (2004) Intraseasonal variability of the low-level jet stream of the Asian summer monsoon. J Clim 17(7):1449–1458
Kantharao B, Rakesh V (2018) Observational evidence for the relationship between spring soil moisture and June rainfall over the Indian region. Theoret Appl Climatol 132(3):835–849
Kantharao B, Rakesh V, Prasad KR, Mohapatra GN (2020) Identification of vegetation responses to soil moisture, rainfall, and LULC over different meteorological subdivisions in India using remote sensing data. Theoret Appl Climatol 142(3):987–1001
Kishtawal CM, Niyogi D, Tewari M, PielkeSr RA, Shepherd JM (2010) Urbanization signature in the observed heavy rainfall climatology over India. Int J Climatol 30(13):1908–1916
Kottayil A, Xavier A, Xavier P, Prajwal K, Mohanakumar K (2022) Evolution of Large-Scale Factors Influencing Extreme Rainfall over South Western Coast of India. Int J Climatol 42(8): 4164-4178
Lee E, Chase TN, Rajagopalan B, Barry RG, Biggs TW, Lawrence PJ (2009) Effects of irrigation and vegetation activity on early Indian summer monsoon variability. Int J Climatology: J Royal Meteorological Soc 29(4):573–581
Lohar D, Pal B (1995) “The Effect of Irrigation on Premonsoon Season Precipitation over South West Bengal, India.”Journal of Climate. 8:2567–2570no. 10, American Meteorological Societyhttp://www.jstor.org/stable/26200077
Mathur R, AchutaRao K (2020) A modelling exploration of the sensitivity of the India’s climate to irrigation. ClimDyn 54:1851–1872. https://doi.org/10.1007/s00382-019-05090-8
Mohapatra GN, Rakesh V, Purwar S, Dimri AP (2021) Spatio-temporal rainfall variability over different meteorological subdivisions in India: analysis using different machine learning techniques. Theoretical and Applied Climatology, 145(1), 673–686
Niyogi D, Xue Y, Raman S (2002a) Hydrological land surfaceresponse in a tropical regime and a midlatitudinalregime, J.Hydrome-teorol, 3,39–56, https://doi.org/10.1175/15257541(2002)003 <0039:HLSRIA>2.0.CO;2.
Niyogi D, Chang H, Chen F, Gu L, Kumar A, Menon S, Pielke Sr RA (2007) Potential impacts of aerosol-land-atmosphere interac-tion on the indian monsoonal rainfall characteristics,Nat. Hazards 42:345–359. doi:https://doi.org/10.1007/s11069-006-9085-y
Niyogi D, Kishtawal C, Tripathi S, Govindaraju RS (2010) Observational evidence that agricultural intensification and land use change may be reducing the Indian summer monsoon rainfall.Water Resources Research, 46(3)
Pai DS, Rajeevan M, Sreejith OP, Mukhopadhyay B, Satbha NS (2014) Development of a new high spatial resolution (0.25× 0.25) long period (1901–2010) daily gridded rainfall data set over India and its comparison with existing data sets over the region. Mausam 65(1):1–18
Pei L, Moore N, Zhong S, Kendall AD, Gao Z, Hyndman DW (2016) Effects of irrigation on summer precipitation over the United States. J Clim 29(10):3541–3558
Pielke Sr RA, Marland G, Betts RA, Chase TN, Eastman JL, Niles JO, Niyogi D, Running S (2002) The influence of land-usechange and landscape dynamics on the climate system: Relevance toclimate change policy beyond the radiative effect of greenhouse gases,Philos. Trans. R. Soc. London, Ser. A.,360(special issue), 1705–1719
Pielke Sr RA, Adegoke J, Beltran-Przekurat A, Hiemstra CA, Lin J, Nair US, Niyogi D, Nobis TE (2007) An overview of regionalland use and land cover impacts on rainfall,Tellus. Ser B 59:587–601. doi:https://doi.org/10.1111/j.1600-0889.2007.00251.x
Praveen B, Talukdar S, Shahfahad et al (2020) Analyzing trend and forecasting of rainfall changes in India using non-parametrical and machine learning approaches. Sci Rep 10:10342. https://doi.org/10.1038/s41598-020-67228-7
Ramanathan V, Crutzen PJ, Kiehl JT, Rosenfeld D (2001) Aero-sols, climate, and the hydrological cycle,Science,294, 2119–2124,doi:https://doi.org/10.1126/science.1064034
Roxy MK, Ritika K, Terray P, Murtugudde R, Ashok K, Goswami BN (2015) Drying of Indian subcontinent by rapid Indian Ocean warming and a weakening land-sea thermal gradient.Nature communications. 6:1–101
Roxy MK, Ghosh S, Pathak A, Athulya R, Mujumdar M, Murtugudde R, Terray P, Rajeevan M (2017) A threefold rise in widespread extreme rain events over central India. Nat Commun 8:708. https://doi.org/10.1038/s41467-017-00744-9
Roy SS, Mahmood R, Niyogi D, Lei M, Foster SA, Hubbard KG, Douglas E, Pielke Sr R (2007) Impacts of the agricultural greenrevolution-induced land use changes on air temperatures in India. J Geophys Res 112:D21108. doi:https://doi.org/10.1029/2007JD008834
Roy SS, Mahmood R, Quintanar AI, Gonzalez A (2011) Impact of irrigation on dry season precipitation in India. Theoret Appl Climatol 104(1):193–207
Saeed F, Hagemann S, Jacob D (2009) Impact of irrigationon the South Asian summer monsoon. Geophys Res Lett 36:L20711. doi:https://doi.org/10.1029/2009GL040625
Sandeep S, Ajayamohan RS (2015) Poleward shift in Indian summer monsoon low level jetstream under global warming. Clim Dyn 45:337–351
Sandeep S, Ajayamohan RS, Boos WR, Sabin TP, Praveen V (2018) Decline and poleward shift in Indian summer monsoon synoptic activity in a warming climate. Proceedings of the National Academy of Sciences, 115(11), 2681–2686
Sabeerali CT, Ajayamohan RS, Bangalath HK, Chen N (2019) Atlantic Zonal Mose: an emerging source of Indian summer monsoon variability in a warming world. Geophys Res Lett 46:4460–4464
Seetha CJ, Varikoden H, Babu CA, Kuttippurath J (2020) Significant changes in the ENSO-monsoon relationship and associated circulation features on multidecadal timescale. Clim Dyn 54(3):1491–1506
Shukla SP, Puma MJ, Cook BI (2014) The response of the South Asian Summer Monsoon circulation to intensified irrigation in global climate model simulations. ClimDyn 42:21–36. https://doi.org/10.1007/s00382-013-1786-9
Shukla RP, Haung B (2016) Interannual variability of the Indian summer monsoon associated with the air-sea feedback in the northern. Indian Ocean ClimDyn 46:1977–1990
Singh RP, Oza SR, Pandya MR (2006) Observing long-term changes in rice phenology using NOAA–AVHRR and DMSP–SSM/I satellite sensor measurements in Punjab, India, Current Science, Vol. 91, No. 9 (10 November 2006), pp. 1217–1221
Singh R, Kishtawal CM, Singh C (2021) The Strengthening Association Between Siberian Snow and Indian Summer Monsoon Rainfall.Journal of Geophysical Research: Atmospheres, 126(9), e2020JD033779
Shweta BBK, Krishna AK (2018) A baseline regional evapotranspiration (ET) and change hotspots over Indian sub-tropics using satellite remote sensing data. Agric Water Manage 208:284–298
Trenberth KE, Branstator GW, Karoly D, Kumar A, Lau N-C, Ropelewski C (1998) Progress during TOGA in understanding and modeling global teleconnections associated with tropical sea surface temperatures. J Phys Res 103:14291–14324. https://doi.org/10.1029/97jc01444
Turner AG, Annamalai H (2012) Climate change and the South Asian summer monsoon. Nat Clim Change 2(8):587–595
Tuinenburg OA, Hutjes RWA, Stacke T, Wiltshire A, Lucas-Picher P (2014) Effects of irrigation in India on the atmospheric water budget. J Hydrometeorol 15(3):1028–1050
Varikoden H, Revadekar JV, Kuttippurath J, Babu CA (2019) Contrasting trends in southwest monsoon rainfall over the Western Ghats region of India. Clim Dyn 52(7):4557–4566
Vishnu S, Francis PA, Shenoi SC, Ramakrishna SSVS (2018) On the relationship between the Pacific Decadal Oscillation and monsoon depressions over the Bay of Bengal.Atmospheric Science Letters, 19(7), e825
Webster PJ, Yang S (1992) Monsoon and ENSO: Selectively interactive systems. Q J Royal MeteorologicalSociety 118:877–926. https://doi.org/10.1002/qj.49711850705
Wilson ShinuSheela PV, Joseph K, Mohanakumar, Ola M, Johannessen (2018) Interannual and long term variability of low level jetstream of the Asian summer monsoon. Tellus A: Dynamic Meteorology and Oceanography 70(1):1–9. DOI: https://doi.org/10.1080/16000870.2018.1445380
Yasunari T (2006) Land-atmosphere interaction. The Asian Monsoon. Springer, Berlin, Heidelberg, pp 459–478
Yun KS, TimmermannA (2018) Decadal monsoon-ENSO relationships reexamined. Geophys Res Lett https://doi.org/10.1002/2017GL07691
Acknowledgements
We thank the India Meteorological Department (IMD) for the rainfall data, the ECMWF for the ERA5 reanalysis, and the USGS Earth Resources Observation and Science (EROS) Center for the MODIS data. The LBM used in this study is obtained from http://ccsr.aori.u-tokyo.ac.jp/~lbm/sub/lbm.html. Dr. B K Bhattacharya, Group Director, BPSG/EPSA, Space Applications Centre (SAC), ISRO, is thanked for his valuable feedback, which improved the manuscript’s quality. Dr. Rashmi Sharma, Group Director, AOSG/EPSA, Dr. I. M. Bahuguna, Deputy Director, EPSA/SAC, and N M Desai, Director, Space Applications Centre (SAC), ISRO, and Head, CSIR 4PI, provided support and encouragement to the authors.
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This work was not supported any funding other than institutional support from Space Applications Centre (SAC), ISRO and CSIR, INDIA.
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Randhir Singh (RS) designed the research, conducted the analysis, carried out the numerical experiments, and composed the paper. V Rakesh (VR) assisted in the implementation of the different experiments, the creation of plots, and the drafting of the manuscript. AK Varma (AKM) contributed with manuscript editing and supervised the entire research activities that resulted to the publication.
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Singh, R., Rakesh, V. & Varma, A.K. Association of winter vegetation activity across the indo-gangetic plain with the subsequent Indian summer monsoon rainfall. Clim Dyn 60, 2245–2259 (2023). https://doi.org/10.1007/s00382-022-06426-7
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DOI: https://doi.org/10.1007/s00382-022-06426-7