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Soil moisture variations in remotely sensed and reanalysis datasets during weak monsoon conditions over central India and central Myanmar

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Abstract

Variation of soil moisture during active and weak phases of summer monsoon JJAS (June, July, August, and September) is very important for sustenance of the crop and subsequent crop yield. As in situ observations of soil moisture are few or not available, researchers use data derived from remote sensing satellites or global reanalysis. This study documents the intercomparison of soil moisture from remotely sensed and reanalyses during dry spells within monsoon seasons in central India and central Myanmar. Soil moisture data from the European Space Agency (ESA)—Climate Change Initiative (CCI) has been treated as observed data and was compared against soil moisture data from the ECMWF reanalysis-Interim (ERA-I) and the climate forecast system reanalysis (CFSR) for the period of 2002–2011. The ESA soil moisture correlates rather well with observed gridded rainfall. The ESA data indicates that soil moisture increases over India from west to east and from north to south during monsoon season. The ERA-I overestimates the soil moisture over India, while the CFSR soil moisture agrees well with the remotely sensed observation (ESA). Over Myanmar, both the reanalysis overestimate soil moisture values and the ERA-I soil moisture does not show much variability from year to year. Day-to-day variations of soil moisture in central India and central Myanmar during weak monsoon conditions indicate that, because of the rainfall deficiency, the observed (ESA) and the CFSR soil moisture values are reduced up to 0.1 m3/m3 compared to climatological values of more than 0.35 m3/m3. This reduction is not seen in the ERA-I data. Therefore, soil moisture from the CFSR is closer to the ESA observed soil moisture than that from the ERA-I during weak phases of monsoon in the study region.

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References

  • Bartalis Z, Wagner W, Naeimi V, Hasenauer S, Scipal K, Bonekamp H, Figa J, Anderson C (2007) Initial soil moisture retrievals from the METOP-A Advanced Scatterometer (ASCAT). Geophys. Res. Let. 34:L20401. doi:10.1029/2007GL031088

    Article  Google Scholar 

  • Christopher RH, Crow WT, Mecikalski JR, Anderson MC, Holmes T (2011) An inter comparison of available soil moisture estimates from thermal infrared and passive microwave remote sensing and land surface modelling. J Geophys Res 116:D15107. doi:10.1029/2011JD015633

    Article  Google Scholar 

  • Dee DP, SM Uppala, AJ Simmons, P Berrisford, P Poli, S Kobayashi, U Andrae, MA Balmaseda, G Balsamo, P Bauer, P Bechtold, ACM Beljaars, L van de Berg, J Bidlot, N Bormann, C Delsol, Q, M Fuentes, AJ Geer, L Haimberger, SB Healy, H Hersbach, EV Hólm, L Isaksen, P Kållberg, M Köhler, M Matricardi, AP McNally, BM Monge-Sanz, JJ Morcrette, B.K. Park, C. Peubey, P. de Rosnay, C. Tavolato, J.-N. Thépaut1 and F Vitart, 2011: The ERA-Interim reanalysis: configuration and performance of the data assimilation system. 137, 656, 553–597

  • Dutta SK, Das S, Kar SC, Mohanty UC, Joshi PC (2009) Impact of vegetation on the simulation of seasonal monsoon rainfall over the Indian subcontinent using a regional model. J Earth Syst Sci 118(5):413–440

    Article  Google Scholar 

  • Ford TW, Quiring SM (2014) In situ soil moisture coupled with extreme temperatures: a study based on the Oklahoma Mesonet. Geophys Res Lett 41:4727–4734. doi:10.1002/2014GL060949

    Article  Google Scholar 

  • Guhathakurta P (2003) Drought in districts of India during the recent all India normal monsoon years and its probability of occurrence. Mausam 54:542–545

    Google Scholar 

  • Kar SC, Ramanathan N (1990) One dimensional sensitivity studies with vegetation canopy. Mausam 41(1):81–88

    Google Scholar 

  • Kar SC, Sugi M, Sato N (1997) Tropical intra-seasonal oscillation (30-60 day) during NH summer in the JMA model simulations. J Meteorol Soc Jpn 75(5):975–994

    Article  Google Scholar 

  • Kar SC, Mali P, Routray A (2014) Impact of land surface processes on the South Asian monsoon simulations using WRF modeling system. Pure Appl Geophys 171(9):2461–2484

    Article  Google Scholar 

  • Kerr JM (1996) Sustainable development of rainfed agriculture in India. EPTD discussion paper no. 20.

  • Koster RD, Suarez MJ (2001) Soil moisture memory in climate models. J Hydrometeorol 2:558–570

    Article  Google Scholar 

  • Krishnamurthy V, Shukla J (2000) Intraseasonal and interannual variability of rainfall over India. J Clim 13:4366–4377

    Article  Google Scholar 

  • Liu YY, Parinussa RM, Dorigo WA, de Jeu RAM, Wagner W, van Dijk AIJM, McCabe MF, Evans JP (2011) Developing an improved soil moisture dataset by blending passive and active microwave satellite based retrievals. Hydrol Earth Syst Sci 15:425–436

    Article  Google Scholar 

  • Liu YY, Dorigo WA, Parinussa RM, de Jeu RAM, Wagner W, McCabe MF, Evans JP, van Dijk AIJM (2012) Trend-preserving blending of passive and active microwave soil moisture retrievals. Remote Sens Environ 123:280–297. doi:10.1016/j.rse.2012.03.014

    Article  Google Scholar 

  • Loew A, Stacke T, Dorigo W, de Jeu R, Hagemann S (2013) Potential and limitations of multidecadal satellite soil moisture observations for selected climate model evaluation studies. Hydrol Earth Syst Sci 17:3523–3542. doi:10.5194/hess-17-3523-2013

    Article  Google Scholar 

  • Mecklenburg S, Drusch M, Kerr YH, Font J, Martin-Neira M, Delwart S, Buenadicha G, Reul N, Daganzo-Eusebio E, Oliva R, Crapolicchio R (2012) ESA’s soil moisture and ocean salinity mission: mission performance and operations. IEEE T Geosci Remote 50:1354–1366

    Article  Google Scholar 

  • Miralles DG, van den Berg MJ, Teuling AJ, de Jeu RAM (2012) Soil moisture-temperature coupling: a multiscale observational analysis. Geophys Res Lett 39:L21707. doi:10.1029/2012GL053703

    Article  Google Scholar 

  • Mishra V, Pantina P, Chan SC, Di Napoli S (2012) A comparative study of the Indian summer monsoon hydroclimate and its variations in three reanalyses. ClimDyn. doi:10.1007/s00382-012-1319-y

    Google Scholar 

  • Mitra K, Ashis I, Momin M, Rajagopal EN, Basu S, Rajeevan MN, Krishnamurty TN (2013) Gridded daily Indian monsoon rainfall for 14 seasons: merged TRMM and IMD gauge analyzed values. J Earth Syst Sci 122(5):1173–1182

    Article  Google Scholar 

  • Njoku E, Jackson T, Lakshmi V, Chan T, Nghiem S (2003) Soil moisture retrieval from AMSR-E. IEEE T. Geosci. Remote 41:215–229

    Article  Google Scholar 

  • Ottl C, Vidal-Madjar D (1994) Assimilation of soil moisture inferred from infrared remote sensing in a hydrological model over the HAPEX-MOBILHY region, J. Hydrol 158:241–264

    Article  Google Scholar 

  • Parinussa RM, Holmes TRH, de Jeu RAM (2012) Soil moisture retrievals from the WindSat space borne polarimetric microwave radiometer. IEEE T Geosci Remote 50:2683–2694

    Article  Google Scholar 

  • Roxy SM, Sumithranand VB, Renuka G (2010) Variability of soil moisture and its relationship with surface albedo and soil thermal diffusivity at astronomical observatory, Thiruvananthapuram, South Kerala. J. Earth Syst. Sci. 119. No 4:507–517

    Google Scholar 

  • Saha S, Moorthi S, Pan H-L, Wu X, Wang J, SudhirNadiga PT, Kistler R, Woollen J, Behringer D, Liu H, Stokes D, Grumbine R, Gayno G, Wang J, Hou Y-T, Chuang H-Y, Juang H-MH, Sela J, Iredell M, Treiadon R, Kleist D, Van Delst P, Keyser D, Derber J, Ek M, Meng J, Wei H, Yang R, Lord S, Van Den Dool H, Kumar A, Wang W, Long C, Muthuvel Chelliah YX, Huang B, Schemm J-K, Ebisuzaki W, Lin R, PingpingXie MC, Zhou S, Higgins W, Cheng-ZhiZou QL, Chen Y, Han Y, Cucurull L, Reynolds RW, Rutledge G, Goldberg M (2010) The NCEP climate forecast system reanalysis. Bull Amer Meteor Soc 91:1015–1057

    Article  Google Scholar 

  • Schreider SY, Jakeman AJ, Pittoc AB, Whetton PH (1996) Estimation of possible climate change impacts on water availability, extreme flow events and soil moisture in the Goulburn and Ovens Basins, Victoria. Clim Chang 34(3–4):513–546. doi:10.1007/BF00139304

    Article  Google Scholar 

  • Singh RP, Mishra DR, Sahoo AK, Dey S (2005) Spatial and temporal variability of soil moisture over India using IRS P4 MSMR data. Int J Remote Sens 26(10):2241–2247

    Article  Google Scholar 

  • Smith RA, Kummerow CD (2013) A comparison of in situ, reanalysis, and satellite water budgets over the Upper Colorado River basin. J Hydrometeorol 14:888–905

    Article  Google Scholar 

  • Sun C, Li W, Zhang Z, He J (2005) Distribution and variation feature sof soil humidity anomaly in Huaihe river basin and its relationship with climatic anomaly. J Appl Meteorol Sci 16:129–138

    Google Scholar 

  • Wagner W, Dorigo W, de Jeu R, Fernandez D, Benveniste J, Haas E, Ertl M (2012) Fusion of active and passive microwave observations to create an essential climate variable data record on soil moisture, ISPRS annals of the photogrammetry, remote sensing and spatial information sciences (ISPRS Annals), Volume I-7, XXII ISPRS Congress, Melbourne, Australia, 25 August-1 September 2012, 315–321

  • Wuttichai G, Kosittrakun M, Righetti TL, Weerathaworn P, Prabpan M (2011) Normalized difference vegetation index relationships with rainfall patterns and yield in small plantings of rain-fed sugarcane. Ajcs 5(13):1845–1851

    Google Scholar 

  • Yi T, Hla WM, Htun AK (2013) Drought conditions and management strategies in Myanmar. Report of the Department of Meteorology and Hydrology, Myanmar, 9 pp

  • Zhang R, Zuo Z (2011) Impact of spring soil moisture on surface energy balance and summer monsoon circulation over East Asia and precipitation in East China. J Clim 24:3309–3322

    Article  Google Scholar 

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Acknowledgments

This study is carried out as a part of the activities of the BIMSTEC Centre for Weather and Climate at National Centre for Medium Range Weather Forecasting, Noida (UP), India.

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Authors and Affiliations

  1. National Centre for Medium Range Weather Forecasting, A-50, Sector-62, Noida, 201309, India

    Sourabh Shrivastava & Sarat C. Kar

  2. Teri University, New Delhi, India

    Sourabh Shrivastava & Anu Rani Sharma

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  1. Sourabh Shrivastava
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  2. Sarat C. Kar
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Correspondence to Sarat C. Kar.

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Shrivastava, S., Kar, S.C. & Sharma, A.R. Soil moisture variations in remotely sensed and reanalysis datasets during weak monsoon conditions over central India and central Myanmar. Theor Appl Climatol 129, 305–320 (2017). https://doi.org/10.1007/s00704-016-1792-z

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