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Climate Dynamics

, Volume 50, Issue 7–8, pp 3009–3030 | Cite as

Assessment of CORDEX-South Asia experiments for monsoonal precipitation over Himalayan region for future climate

  • A. Choudhary
  • A. P. Dimri
Article

Abstract

Precipitation is one of the important climatic indicators in the global climate system. Probable changes in monsoonal (June, July, August and September; hereafter JJAS) mean precipitation in the Himalayan region for three different greenhouse gas emission scenarios (i.e. representative concentration pathways or RCPs) and two future time slices (near and far) are estimated from a set of regional climate simulations performed under Coordinated Regional Climate Downscaling Experiment-South Asia (CORDEX-SA) project. For each of the CORDEX-SA simulations and their ensemble, projections of near future (2020–2049) and far future (2070–2099) precipitation climatology with respect to corresponding present climate (1970–2005) over Himalayan region are presented. The variability existing over each of the future time slices is compared with the present climate variability to determine the future changes in inter annual fluctuations of monsoonal mean precipitation. The long-term (1970–2099) trend (mm/day/year) of monsoonal mean precipitation spatially distributed as well as averaged over Himalayan region is analyzed to detect any change across twenty-first century as well as to assess model uncertainty in simulating the precipitation changes over this period. The altitudinal distribution of difference in trend of future precipitation from present climate existing over each of the time slices is also studied to understand any elevation dependency of change in precipitation pattern. Except for a part of the Hindu-Kush area in western Himalayan region which shows drier condition, the CORDEX-SA experiments project in general wetter/drier conditions in near future for western/eastern Himalayan region, a scenario which gets further intensified in far future. Although, a gradually increasing precipitation trend is seen throughout the twenty-first century in carbon intensive scenarios, the distribution of trend with elevation presents a very complex picture with lower elevations showing a greater trend in far-future under RCP8.5 when compared with higher elevations.

Keywords

Monsoonal Precipitation RCPs Himalayan region CORDEX-SA Precipitation change Projections Climatology Trend Uncertainty 

Notes

Acknowledgements

This work is partially funded by the junior research fellowship provided to A. Choudhary by University Grants Commission, India. The authors thank the World Climate Research Program’s Working Group on Regional Climate, the Working Group on Coupled Modelling which formerly coordinated CORDEX. Authors are grateful to the climate modeling groups (listed in Table 1) for producing and making available their model output. The authors also thank the Earth System Grid Federation (ESGF) infrastructure and the Climate Data Portal at Center for Climate Change Research (CCCR), Indian Institute of Tropical Meteorology, India for provision of CORDEX-SA data. Also, we thank Ministry of the Environment, Japan for APHRODITE water resources project, supported by the Environment Research and Technology Development Fund. The authors are grateful to two anonymous reviewers for making important comments and suggestions in improving the manuscript. Computational and graphical analyses presented in this study are done with the softwares CDO and GrADS on a LINUX platform. Authors thank support of MoEF&CC under NMHS program.

Supplementary material

382_2017_3789_MOESM1_ESM.docx (223 kb)
Frequency distribution of JJAS mean precipitation (mm/day) (as fitted gamma curve) spatially distributed over Himalayan region in different CORDEX-SA experiments (a-j) for different periods and RCPs. same is shown for APHRODITE for period 1970-2005. (DOCX 223 KB)

References

  1. Ali S, Li D, Congbin F, Khan F (2015) Twenty first century climatic and hydrological changes over Upper Indus Basin of Himalayan region of Pakistan. Environ Res Lett 10(1):014007CrossRefGoogle Scholar
  2. Andermann C, Bonnet S, Gloaguen R (2011) Evaluation of precipitation data sets along the Himalayan front. Geochem Geophys Geosyst 12(7):1–16CrossRefGoogle Scholar
  3. Annamalai H, Hamilton K, Sperber KR (2007) The South Asian summer monsoon and its relationship with ENSO in the IPCC AR4 simulations. J Clim 20(6):1071–1092CrossRefGoogle Scholar
  4. Arakawa O, Kitoh A (2012) Elevation dependency of summertime precipitation and its change by global warming over the Tibetan Plateau and the surroundings simulated by a 60-km-mesh atmospheric general circulation model. 気象集誌. 第 2 輯 90(0):151–165Google Scholar
  5. Archer DR, Fowler HJ (2004) Spatial and temporal variations in precipitation in the Upper Indus Basin, global teleconnections and hydrological implications. Hydrol Earth Syst Sci Discuss 8(1):47–61CrossRefGoogle Scholar
  6. Arora M, Singh P, Goel NK, Singh RD (2006) Spatial distribution and seasonal variability of rainfall in a mountainous basin in the Himalayan region. Water Resour Manag 20(4):489–508CrossRefGoogle Scholar
  7. Barros AP, Lettenmaier DP (1993) Dynamic modeling of the spatial distribution of precipitation in mountainous areas. Mon Weather Rev 121(4):1195–1214CrossRefGoogle Scholar
  8. Basistha A, Arya DS, Goel NK (2009) Analysis of historical changes in rainfall in the Indian Himalayas. Int J Climatol 29(4):555–572CrossRefGoogle Scholar
  9. Beniston M (2003) Climatic change in mountain regions: a review of possible impacts. In Climate variability and change in high elevation regions: past, present and future. Springer, Netherlands, pp. 5–31CrossRefGoogle Scholar
  10. Bhutiyani MR, Kale VS, Pawar NJ (2010) Climate change and the precipitation variations in the northwestern Himalaya: 1866–2006. Int J Climatol 30(4):535–548Google Scholar
  11. Bookhagen B, Burbank DW (2006) Topography, relief, and TRMM-derived rainfall variations along the Himalaya. Geophys Res Lett 33(8):1–5CrossRefGoogle Scholar
  12. Bookhagen B, Burbank DW (2010) Toward a complete Himalayan hydrological budget: Spatiotemporal distribution of snowmelt and rainfall and their impact on river discharge. J Geophys Res 115(F3):1–25CrossRefGoogle Scholar
  13. Chan RY, Vuille M, Hardy DR, Bradley RS (2008) Intraseasonal precipitation variability on Kilimanjaro and the East African region and its relationship to the large-scale circulation. Theor Appl Climatol 93(3–4), 149–165.CrossRefGoogle Scholar
  14. Clarke L, Edmonds J, Jacoby H, Pitcher H, Reilly J, Richels R (2007) Scenarios of greenhouse gas emissions and atmospheric concentrations. US Department of Energy Publications, University of Nebraska-Lincoln, USAGoogle Scholar
  15. Clayton HL (1982) Distribution and stochastic generation of annual and monthly precipitation on a mountainous watershed in southwest Idaho. Jawra J Am Water Resour Assoc 18(5):875–883CrossRefGoogle Scholar
  16. Cleveland WS (1979) Robust locally weighted regression and smoothing scatterplots. J Am Stat Assoc 74(368):829–836CrossRefGoogle Scholar
  17. Dash SK, Mishra SK, Pattnayak KC, Mamgain A, Mariotti L, Coppola E, Giorgi F, Giuliani G (2015) Projected seasonal mean summer monsoon over India and adjoining regions for the twenty-first century. Theor Appl Climatol 122(3–4):581–593CrossRefGoogle Scholar
  18. Dhar ON, Mandal BN, Kulkarni AK (2000) Review of precipitation studies carried out for high Himalaya in recent years. In: Pangtey YPS (ed) High Altitudes of the Himalaya—II (biodiversity, ecology and environment), vol 2, pp 509–521Google Scholar
  19. Dimri AP, Dash SK (2012) Wintertime climatic trends in the western Himalayas. Clim Change 111(3–4):775–800CrossRefGoogle Scholar
  20. Dimri AP, Yasunari T, Wiltshire A, Kumar P, Mathison C, Ridley J, Jacob D (2013) Application of regional climate models to the Indian winter monsoon over the western Himalayas. Sci Total Environ 468:S36–S47CrossRefGoogle Scholar
  21. Dobler A, Ahrens B (2008) Precipitation by a regional climate model and bias correction in Europe and South Asia. Meteorol Z 17(4):499–509CrossRefGoogle Scholar
  22. Dobler A, Ahrens B (2011) Four climate change scenarios for the Indian summer monsoon by the regional climate model COSMO-CLM. J Geophys Res 116(D24):1–13CrossRefGoogle Scholar
  23. Fan F, Bradley RS, Rawlins MA (2014) Climate change in the northeastern US: regional climate model validation and climate change projections. Clim Dyn 43(1–2):145–161CrossRefGoogle Scholar
  24. Fowler HJ, Archer DR (2006) Conflicting signals of climatic change in the Upper Indus Basin. J Clim 19(17):4276–4293CrossRefGoogle Scholar
  25. Fujino J, Nair R, Kainuma M, Masui T, Matsuoka Y (2006) Multi-gas mitigation analysis on stabilization scenarios using AIM global model. Energy J 27:343–353Google Scholar
  26. Gautam MR, Timilsina GR, Acharya K (2013) Climate change in the Himalayas: current state of knowledge. World Bank Policy Research Working Paper, (6516)Google Scholar
  27. Ghimire S, Choudhary A, Dimri AP (2015) Assessment of the performance of CORDEX-South Asia experiments for monsoonal precipitation over the Himalayan region during present climate: part I. Clim Dyn. doi: 10.1007/s00382-015-2747-2 Google Scholar
  28. Giorgetta MA, Jungclaus J, Reick CH, Legutke S, Bader J, Böttinger M, Brovkin V, Crueger T, Esch M, Fieg K, Glushak K, Gayler V, Haak H, Hollweg H-D, Ilyina T, Kinne S, Kornblueh L, Matei D, Mauritsen T, Mikolajewicz U, Mueller W, Notz D, Pithan F, Raddatz T, Rast S, Redler R, Roeckner E, Schmidt H, Schnur R, Segschneider J, Six KD, Stockhause M, Timmreck C, Wegner J, Widmann H, Wieners K-H, Claussen M, Marotzke J, Stevens B (2013) Climate and carbon cycle changes from 1850 to 2100 in MPI-ESM simulations for the Coupled Model Intercomparison Project phase 5. J Adv Model Earth Syst 5(3):572–597CrossRefGoogle Scholar
  29. Giorgi F, Mearns LO (1999) Introduction to special section: regional climate modeling revisited. J Geophys Res Atmos (1984–2012) 104(D6):6335–6352CrossRefGoogle Scholar
  30. Giorgi F, Hurrell JW, Marinucci MR, Beniston M (1997) Elevation dependency of the surface climate change signal: a model study. J Clim 10(2):288–296CrossRefGoogle Scholar
  31. Giorgi F, Jones C, Asrar GR (2009) Addressing climate information needs at the regional level: the CORDEX framework. World Meteorol Organ (WMO) Bull 58(3):175Google Scholar
  32. Giorgi F, Coppola E, Solmon F, Mariotti L et al (2012) RegCM4: model description and preliminary tests over multiple CORDEX domains. Clim Res 52:7–29. doi: 10.3354/cr01018 CrossRefGoogle Scholar
  33. Gocic M, Trajkovic S (2013) Analysis of changes in meteorological variables using Mann–Kendall and Sen’s slope estimator statistical tests in Serbia. Global Planet Change 100:172–182CrossRefGoogle Scholar
  34. Hazeleger W, Wang X, Severijns C, Ştefănescu S, Bintanja R, Sterl A, Wyser K, Semmler T, Yang S, van den Hurk B, van Noije T, van der Linden E, van der Wiel K (2012) EC-Earth V2. 2: description and validation of a new seamless earth system prediction model. Clim Dyn 39(11):2611–2629CrossRefGoogle Scholar
  35. Hewitt K (2005) The Karakoram anomaly? Glacier expansion and the ‘elevation effect’, Karakoram Himalaya. Mt Res Dev 25(4), 332–340.CrossRefGoogle Scholar
  36. Hijioka Y, Matsuoka Y, Nishimoto H, Masui T, Kainuma M (2008) Global GHG emission scenarios under GHG concentration stabilization targets. J Global Environ Eng 13:97–108Google Scholar
  37. Immerzeel WW, Bierkens MF, Van Beek LP (2009) Hydrological response of climate change in a glaciated catchment in the Himalayas. In AGU Fall Meeting Abstracts 1, 08Google Scholar
  38. Immerzeel WW, Van Beek LP, Bierkens MF (2010) Climate change will affect the Asian water towers. Science 328(5984):1382–1385CrossRefGoogle Scholar
  39. Jayasankar CB, Surendran S, Rajendran K (2015) Robust signals of future projections of Indian summer monsoon rainfall by IPCC AR5 climate models: role of seasonal cycle and interannual variability. Geophys Res Lett 42(9):3513–3520CrossRefGoogle Scholar
  40. Kendall MG (1938) A new measure of rank correlation. Biometrika, 81–93Google Scholar
  41. Krishnan R, Kumar V, Sugi M, Yoshimura J (2009) Internal feedbacks from monsoon–midlatitude interactions during droughts in the Indian summer monsoon. J Atmos Sci 66(3):553–578CrossRefGoogle Scholar
  42. Kucharski F, Bracco A, Yoo JH, Tompkins AM, Feudale L, Ruti P, Dell’Aquila A (2009) A Gill–Matsuno-type mechanism explains the tropical Atlantic influence on African Indian monsoon rainfall. Q J R Meteorol Soc 135(640):569–579CrossRefGoogle Scholar
  43. Kulkarni A, Patwardhan S, Kumar KK, Ashok K, Krishnan R (2013) Projected climate change in the Hindu Kush-Himalayan region by using the high-resolution regional climate model PRECIS. Mt Res Dev 33(2):142–151CrossRefGoogle Scholar
  44. Kumar V, Jain SK (2010) Trends in seasonal and annual rainfall and rainy days in Kashmir Valley in the last century. Quatern Int 212(1):64–69CrossRefGoogle Scholar
  45. Kumar P, Wiltshire A, Mathison C, Asharaf S, Ahrens B, Lucas-Picher P, Jacob D (2013) Downscaled climate change projections with uncertainty assessment over India using a high resolution multi-model approach. Sci Total Environ 468:S18–S30CrossRefGoogle Scholar
  46. Liu X, Chen B (2000) Climatic warming in the Tibetan Plateau during recent decades. Int J Climatol 20(14):1729–1742CrossRefGoogle Scholar
  47. Lobell DB, Burke MB, Tebaldi C, Mastrandrea MD, Falcon WP, Naylor RL (2008) Prioritizing climate change adaptation needs for food security in 2030. Science 319(5863):607–610CrossRefGoogle Scholar
  48. Loukas A, Quick MC (1994) Precipitation Distribution in Coastal British Columbia. JAWRA J Am Water Resour Assoc 30:705–727CrossRefGoogle Scholar
  49. Lucas-Picher P, Christensen JH, Saeed F, Kumar P, Asharaf S, Ahrens B, Wiltshire AJ, Jacob D, Hagemann S (2011) Can regional climate models represent the Indian monsoon? J Hydrometeorol 12(5):849–868CrossRefGoogle Scholar
  50. Marquínez J, Lastra J, García P (2003) Estimation models for precipitation in mountainous regions: the use of GIS and multivariate analysis. J Hydrol 270(1):1–11CrossRefGoogle Scholar
  51. Masson D, Frei C (2016) Long-term variations and trends of mesoscale precipitation in the Alps: recalculation and update for 1901–2008. Int J Climatol 36(1):492–500CrossRefGoogle Scholar
  52. Mathison C, Wiltshire A, Dimri AP, Falloon P, Jacob D, Kumar P, Yasunari T (2013) Regional projections of North Indian climate for adaptation studies. Sci Total Environ 468:S4–S17CrossRefGoogle Scholar
  53. Mcgregor JL, Dix MR (2001) The CSIRO conformal-cubic atmospheric GCM. In IUTAM Symposium on Advances in Mathematical Modelling of Atmosphere and Ocean Dynamics (pp. 197–202). Springer NetherlandsGoogle Scholar
  54. Medina S, Houze RA, Kumar A, Niyogi D (2010) Summer monsoon convection in the Himalayan region: terrain and land cover effects. Q J R Meteorol Soc 136(648):593–616Google Scholar
  55. Meehl GA, Arblaster JM (2003) Mechanisms for projected future changes in south Asian monsoon precipitation. Clim Dyn 21(7–8):659–675CrossRefGoogle Scholar
  56. Mishra V (2015) Climatic uncertainty in Himalayan water towers. J Geophys Res Atmos 120(7):2689–2705CrossRefGoogle Scholar
  57. Mondal A, Kundu S, Mukhopadhyay A (2012) Rainfall trend analysis by Mann–Kendall test: a case study of North-Eastern part of Cuttack district, Orissa. Int J Geol Earth Environ Sci 2(1):70–78Google Scholar
  58. Moss RH, Edmonds JA, Hibbard KA, Manning MR, Rose SK, Van Vuuren DP, Meehl GA (2010) The next generation of scenarios for climate change research and assessment. Nature 463(7282):747–756CrossRefGoogle Scholar
  59. Mote P, Brekke L, Duffy PB, Maurer E (2011) Guidelines for constructing climate scenarios. Eos Trans Am Geophys Union 92(31):257–258.CrossRefGoogle Scholar
  60. Nengker T, Choudhary A, Dimri AP (2017) Assessment of the performance of CORDEX-SA experiments in simulating seasonal mean temperature over the Himalayan region for the present climate: part I. Clim Dyn. doi: 10.1007/s00382-017-3597-x Google Scholar
  61. Oh SG, Park JH, Lee SH, Suh MS (2014) Assessment of the RegCM4 over East Asia and future precipitation change adapted to the RCP scenarios. J Geophys Res Atmos 119(6):2913–2927CrossRefGoogle Scholar
  62. Palazzi E, Hardenberg J, Provenzale A (2013) Precipitation in the Hindu-Kush Karakoram Himalaya: observations and future scenarios. J Geophys Res Atmos 118(1):85–100CrossRefGoogle Scholar
  63. Palazzi E, von Hardenberg J, Terzago S, Provenzale A (2015) Precipitation in the Karakoram-Himalaya: a CMIP5 view. Clim Dyn 45(1–2):21–45CrossRefGoogle Scholar
  64. Panday PK, Thibeault J, Frey KE (2015) Changing temperature and precipitation extremes in the Hindu Kush-Himalayan region: an analysis of CMIP3 and CMIP5 simulations and projections. Int J Climatol 35(10):3058–3077CrossRefGoogle Scholar
  65. Pervez MS, Henebry GM (2014) Projections of the Ganges–Brahmaputra precipitation—downscaled from GCM predictors. J Hydrol 517:120–134CrossRefGoogle Scholar
  66. Pranuthi G, Dubey SK, Tripathi SK, Chandniha SK (2014) Trend and change point detection of precipitation in urbanizing Districts of Uttarakhand in India. Indian J Sci Technol 7(10):1573–1582Google Scholar
  67. Rajbhandari R, Shrestha AB, Kulkarni A, Patwardhan SK, Bajracharya SR (2015) Projected changes in climate over the Indus river basin using a high resolution regional climate model (PRECIS). Clim Dyn 44(1–2):339–357CrossRefGoogle Scholar
  68. Raman CRV, Rao YP (1981) Blocking highs over Asia and monsoon droughts over India. Nature 289:271–273CrossRefGoogle Scholar
  69. Ramaswamy C (1962) Breaks in the Indian summer monsoon as a phenomenon of interaction between the easterly and the sub-tropical westerly jet streams 1. Tellus 14(3):337–349CrossRefGoogle Scholar
  70. Rasmussen R, Baker B, Kochendorfer J, Meyers T, Landolt S, Fischer AP, Black J, Thériault JM, Kucera P, Gochis D, Smith C, Nitu R, Hall M, Ikeda K, Gutmann E (2012) How well are we measuring snow: The NOAA/FAA/NCAR winter precipitation test bed. Bull Am Meteorol Soc 93(6):811–829CrossRefGoogle Scholar
  71. Revadekar JV, Patwardhan SK, Rupa Kumar K (2011) Characteristic features of precipitation extremes over India in the warming scenarios. Adv Meteorol 2011:1–12CrossRefGoogle Scholar
  72. Riahi K, Grübler A, Nakicenovic N (2007) Scenarios of long-term socio-economic and environmental development under climate stabilization. Technol Forecast Soc Chang 74(7):887–935CrossRefGoogle Scholar
  73. Riahi K, Rao S, Krey V, Cho C, Chirkov V, Fischer G, Kindermann G, Nakicenovic N, Rafaj P (2011) RCP8.5—a scenario of comparatively high greenhouse gas emissions. Clim Change 109(1–2):33–57CrossRefGoogle Scholar
  74. Rupa Kumar K, Sahai AK, Kumar KK, Patwardhan SK, Mishra PK, Revadekar JV, Kamala K, Pant GB (2006) High-resolution climate change scenarios for India for the 21st century. Curr Sci 90(3):334–345Google Scholar
  75. Saeed F, Hagemann S, Jacob D (2012) A framework for the evaluation of the South Asian summer monsoon in a regional climate model applied to MPI-ESM-LR_REMO2009. Int J Climatol 32(3):430–440CrossRefGoogle Scholar
  76. Samuelsson P, Jones CG, Willén U, Ullerstig A, Gollvik S, Hansson ULF, Jansson C, Kjellström E, Nikulin G, Wyser K (2011) The Rossby Centre Regional Climate model RCA3: model description and performance. Tellus A 63(1):4–23CrossRefGoogle Scholar
  77. Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 63(324):1379–1389CrossRefGoogle Scholar
  78. Şen Z, Habib Z (2000) Spatial precipitation assessment with elevation by using point cumulative semivariogram technique. Water Resour Manag 14(4):311–325CrossRefGoogle Scholar
  79. Sengupta A, Rajeevan M (2013) Uncertainty quantification and reliability analysis of CMIP5 projections for the Indian summer monsoon. Curr Sci 105(12):1692Google Scholar
  80. Shadmani M, Marofi S, Roknian M (2012) Trend analysis in reference evapotranspiration using Mann–Kendall and Spearman’s Rho tests in arid regions of Iran. Water Resour Manag 26(1):211–224CrossRefGoogle Scholar
  81. Sharma KP, Moore Iii B, Vorosmarty CJ (2000) Anthropogenic, climatic, and hydrologic trends in the Kosi Basin, Himalaya. Clim Change 47(1–2):141–165CrossRefGoogle Scholar
  82. Shashikanth K, Salvi K, Ghosh S, Rajendran K (2014) Do CMIP5 simulations of Indian summer monsoon rainfall differ from those of CMIP3? Atmos Sci Lett 15(2):79–85CrossRefGoogle Scholar
  83. Shrestha AB, Wake CP, Mayewski PA, Dibb JE (1999) Maximum temperature trends in the Himalaya and its vicinity: an analysis based on temperature records from Nepal for the period 1971–94. J Clim 12(9):2775–2786CrossRefGoogle Scholar
  84. Shrestha AB, Wake CP, Dibb JE, Mayewski PA (2000) Precipitation fluctuations in the Nepal Himalaya and its vicinity and relationship with some large scale climatological parameters. Int J Climatol 20(3):317–327CrossRefGoogle Scholar
  85. Singh P, Kumar N (1997) Effect of orography on precipitation in the western Himalayan region. J Hydrol 199(1):183–206CrossRefGoogle Scholar
  86. Singh P, Ramasastri KS, Naresh K (1995) Topographical influence on precipitation distribution in different ranges of western Himalayas. Nord Hydrol 26(4–5):259–284Google Scholar
  87. Smith SJ, Wigley TML (2006) Multi-gas forcing stabilization with Minicam. Energy J 27:373–391Google Scholar
  88. Syed FS, Iqbal W, Syed AAB, Rasul G (2014) Uncertainties in the regional climate models simulations of South-Asian summer monsoon and climate change. Clim Dyn 42(7–8):2079–2097CrossRefGoogle Scholar
  89. Taylor KE, Stouffer RJ, Meehl GA (2012) An overview of CMIP5 and the experiment design. Bull Am Meteorol Soc 93(4):485–498CrossRefGoogle Scholar
  90. Tebaldi C, Knutti R (2007) The use of the multi-model ensemble in probabilistic climate projections. Philos Trans R Soc Lond A Math Phys Eng Sci 365(1857):2053–2075CrossRefGoogle Scholar
  91. Thomson AM, Calvin KV, Smith SJ, Kyle GP, Volke A, Patel P, Delgado-Arias S, Bond-Lamberty B, Wise MA, Clarke LE, Edmonds JA (2011) RCP4. 5: a pathway for stabilization of radiative forcing by 2100. Clim Change 109(1–2):77–94CrossRefGoogle Scholar
  92. Ueda H, Iwai A, Kuwako K, Hori ME (2006) Impact of anthropogenic forcing on the Asian summer monsoon as simulated by eight GCMs. Geophys Res Lett 33(6):1–4CrossRefGoogle Scholar
  93. Van Vuuren DP, Edmonds J, Kainuma M, Riahi K, Thomson A, Hibbard K, Hurtt GC, Kram T, Krey V, Lamarque JF, Masui T (2011a) The representative concentration pathways: an overview. Clim Change 109:5–31CrossRefGoogle Scholar
  94. Van Vuuren DP, Stehfest E, den Elzen MG, Kram T, van Vliet J, Deetman S, Isaac M, Goldewijk KK, Hof A, Beltran AM, Oostenrijk R (2011b) RCP2. 6: exploring the possibility to keep global mean temperature increase below 2 degree celsius. Clim Change 109(1–2):95–116CrossRefGoogle Scholar
  95. Venable NB, Fassnacht SR, Hendricks AD (2015) Spatial changes in climate across Mongolia. In: Proceedings of the trans-disciplinary research conference: Building resilience of Mongolian Rangelands, Ulaanbaatar, Mongolia, 9–10 June 2015Google Scholar
  96. Viviroli D, Dürr HH, Messerli B, Meybeck M, Weingartner R (2007) Mountains of the world, water towers for humanity: Typology, mapping, and global significance. Water Resour Res 43(7):1–13CrossRefGoogle Scholar
  97. Vuille M, Werner M, Bradley RS, Chan RY, Keimig F (2005) Stable isotopes in East African precipitation record Indian Ocean zonal mode. Geophys Res Lett 32(21):1–5CrossRefGoogle Scholar
  98. Wan H, Zhang X, Zwiers FW, Shiogama H (2013) Effect of data coverage on the estimation of mean and variability of precipitation at global and regional scales. J Geophys Res Atmos 118(2):534–546CrossRefGoogle Scholar
  99. Wilks DS (2011) Statistical methods in the atmospheric sciences, Vol 100. Academic press, San Diego, USAGoogle Scholar
  100. Winiger MGHY, Gumpert M, Yamout H (2005) Karakorum–Hindukush–western Himalaya: assessing high-altitude water resources. Hydrol Process 19(12):2329–2338CrossRefGoogle Scholar
  101. Wu Y, Wu SY, Wen J, Xu M, Tan J (2016) Changing characteristics of precipitation in China during 1960–2012. Int J Climatol 36(3):1387–1402CrossRefGoogle Scholar
  102. Xu B, Cao J, Hansen J, Yao T, Joswia DR, Wang N, Wu G, Wang M, Zhao H, Yang W, Liu X (2009) Black soot and the survival of Tibetan glaciers. Proc Natl Acad Sci 106(52):22114–22118CrossRefGoogle Scholar
  103. Yadav RK (2009) Changes in the large-scale features associated with the Indian summer monsoon in the recent decades. Int J Climatol 29(1):117–133CrossRefGoogle Scholar
  104. Yadav RK (2016) On the relationship between Iran surface temperature and northwest India summer monsoon rainfall. Int J Climatol 36:4425–4438. doi: 10.1002/joc.4648 CrossRefGoogle Scholar
  105. Yadav RK (2017) On the relationship between east equatorial Atlantic SST and ISM through Eurasian wave. Clim Dyn 48(1–2):281–295CrossRefGoogle Scholar
  106. Yatagai A, Arakawa O, Kamiguchi K, Kawamoto H, Nodzu MI, Hamada A (2009) A 44-year daily gridded precipitation dataset for Asia based on a dense network of rain gauges. Sola 5:137–140CrossRefGoogle Scholar
  107. Yatagai A, Kamiguchi K, Arakawa O, Hamada A, Yasutomi N, Kitoh A (2012) Aphrodite: Constructing a long-term daily gridded pecipitation dataset of Asia based on a dense network of rain gauges. Am Meteorol Soc 93:1401–1415CrossRefGoogle Scholar
  108. Yue S, Hashino M (2003) Long term trends of annual and monthly precipitation in Japan. JAWRA J Am Water Resour Assoc 39(3):587–596CrossRefGoogle Scholar
  109. Zhang X, Vincent LA, Hogg WD, Niitsoo A (2000) Temperature and precipitation trends in Canada during the 20th century. Atmos Ocean 38(3):395–429CrossRefGoogle Scholar

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© Springer-Verlag GmbH Germany 2017

Authors and Affiliations

  1. 1.School of Environmental SciencesJawaharlal Nehru UniversityNew DelhiIndia

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