Abstract
Recent reports by IPCC have surfaced the warming trends prevalent over various parts of the globe and more impact was found on high altitude areas like Himalaya. High concentration of glacial masses in the region (Himalaya) underscores the need for climate change studies but such studies are constrained by paucity of observations especially from High Mountains. Gridded datasets offer better spatial and temporal coverage, but they demand rigorous validation prior to their use especially over Himalayan region. Thus our study is a maiden attempt to validate the performance of 08 gridded datasets, i.e. APHRODITE, ERA-I, CRU-TS, TRMM, GPCC, GPCP, NCEP-NCAR and UDEL over North-West Himalaya (NWH) in Indian sub-region and then study of spatio-temporal variability of climate through selected datasets. The salient findings of this study are:
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ERA-I and CRU-TS overpowered other datasets in precisely capturing temperature and precipitation amount and trends over different zones of NWH. ERA-I based values showed lesser bias than CRU-TS which makes ERA-I more reliable than CRU-TS. The spatial distribution of temperature and precipitation was also well captured by both datasets. However, the bias in dataset based values underpins the need for bias correction of these datasets.
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During 30 years (1985–2015), all zones of NWH experienced warming at varying rates which was also captured by both datasets. ERA-I showed higher rate of warming over Lower Himalaya (LH) followed by Great Himalaya (GH) and Karakoram Himalaya (KH) which resonates well with increased urbanization and consequently population rise in LH lately. Increased population and tourist influx could have added to more greenhouse gas (GHG) emissions and consequently more rate of warming. Despite having coarser spatial resolution than ERA-I, long term (1901-present) data availability by CRU-TS highlights its utility. CRU-TS based temperature trends during 1901–1970s were found in agreement to those reported by Bhutiyani et al. (2007) for NWH.
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Temperature and precipitation trends pre and post 2000 revealed comparative slowdown in warming/rate of precipitation decline after year 2000 which was linked with reported findings about increased snow-cover area (SCA) and comparatively less negative glacier mass budget in westerly dominated areas like NWH.
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References
Adler RF, Huffman GJ, Chang A, Ferraro R, Ping-Ping X (2003) The Version-2 Global Precipitation Climatology Project (GPCP) monthly precipitation analysis (1979–present). J Hydrometeorol 4:1147–1167
Andermann C, Bonnet S, Gloaguen R (2011) Evaluation of precipitation data sets along the Himalayan front. Geochem Geophys Geosyst 12(7): Q07023. https://doi.org/10.1029/2011GC003513
Azam MF, Wagnon P, Berthier E, Vincent C, Fujita K, Kargel JS (2018) Review of the status and mass changes of Himalayan-Karakoram glaciers. J Glaciol 64(243):61–74
Bahuguna M, Rathore BP (2014) Are the Himalayan glaciers retreating? Curr Sci 106(7):1008–1013
Bhambri R, Bolch T, Kawishwar P, Dobhal DP, Srivastava D, Pratap B (2013) Heterogeneity in glacier response in the upper Shyokvalley, Northeast Karakoram. Cryosphere 7:1385–1398. https://doi.org/10.5194/tc-7-1385-2013
Bhutiyani MR (2016) Spatial and temporal variability of climate change in high-altitude regions of NW Himalayas. In: Singh RB et al (eds) Climate change, glacier response, and vegetation dynamics in the Himalaya. Springer, Cham. https://doi.org/10.1007/978-3-319-28977-9_5
Bhutiyani MR, Kale VS, Pawar NJ (2007) Long-term trends in maximum, minimum and mean annual air temperatures across the North western Himalaya during the twentieth century. Climate Change 85:159–177. https://doi.org/10.1007/s10584-006-9196-1
Bolch T, Kulkarni AV, Kääb A, Huggel C, Paul F, Cogley JG, Frey H, Kargel JS, Fujita K, Scheel M, Bajracharya S, Stoffel M (2012) The state and fate of Himalayan glaciers. Science 336:310–314. https://doi.org/10.1126/science.1215828
Bosilovich MG, Chen J, Robertson FR, Adler RF (2008) Evaluation of global precipitation in reanalyses. J Appl Meteorol Climatol 47(9):2279–2299
Cannon F, Carvalho LM, Jones C, Norris J (2016) Winter westerly disturbance dynamics and precipitation in the western Himalaya and Karakoram: a wave-tracking approach. Theor Appl Climatol 125:27–44
Dahri ZH, Ludwig F, Moors E, Ahmad B, Khan A, Kabat P (2016) An appraisal of precipitation distribution in the high-altitude catchments of the Indus basin. Sci Total Environ 548(549):289–306. https://doi.org/10.1016/j.scitotenv.2016.01.001
Dee DP, Uppala SM, Simmons AJ, Berrisford P, Poli P, Kobayashi S, Vitart F (2011) The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Q J R Meteorol Soc 137(656):553–597. https://doi.org/10.1002/qj.828
Dobreva ID, Bishop MP, Bush ABG (2017) Climate–glacier dynamics and topographic forcing in the Karakoram Himalaya: concepts, issues and research directions. Water 9:405
England MH, McGregor S, Spence P, Meehl GA, Timmermann A, Cai W, Gupta AS, McPhaden MJ, Purich A, Santoso A (2014) Recent intensification of wind-driven circulation in the Pacific and the ongoing warming hiatus. Nat Clim Chang 4:222–227. https://doi.org/10.1038/nclimate2106
Forsythe N, Blenkinsop S, Fowler HJ (2015) Exploring objective climate classification for the Himalayan arc and adjacent regions using gridded data sources. Earth Syst Dyn 6(1):311–326. https://doi.org/10.5194/esd-6-311-2015
Hasson S, Lucarini V, Khan MR, Petitta M, Bolch T, Gioli G (2014) Early 21st century snow cover state over the western river basins of the Indus River system. Hydrol Earth Syst Sci 18(10):4077–4100
Hewitt K (2014) Glaciers of the Karakoram Himalaya: glacial environments, processes, hazards and resources. Springer, Dordrecht
Huffman GJ, Adler RF, Bolvin DT, Gu G, Nelkin EJ, Bowman KP, Wolff DB, Stocker EF (2007) The TRMM multisatellite precipitation analysis (TMPA): quasiglobal, multiyear, combined-sensor precipitation estimates at fine scales. J Hydrometeorol 8(1):38–55
Hussain S, Song X, Ren G, Hussain I, Han D, Zaman MH (2017) Evaluation of gridded precipitation data in the Hindu Kush–Karakoram–Himalaya mountainous area. Hydrol Sci J 62(14):2393–2405. https://doi.org/10.1080/02626667.2017.1384548
Immerzeel WW, Droogers P, De Jong SM, Bierkens MFP (2009) Large-scale monitoring of snow cover and runoff simulation in Himalayan river basins using remote sensing. Remote Sens Environ 113:40–49. https://doi.org/10.1016/j.rse.2008.08.010
Immerzeel WW, Wanders N, Lutz AF, Shea JM, Bierkens MF (2015) Reconciling high-altitude precipitation in the upper Indus basin with glacier mass balances and runoff. Hydrol Earth Syst Sci 19:4673–4687. https://doi.org/10.5194/hess-19-4673-2015
Kalnay E, Kanamitsu M, Kistler R, Collins W, Deaven D, Gandin L, Iredell M, Saha S, White G, Woollen J, Zhu Y (1996) The NCEP/NCAR 40-year reanalysis project. Bull Am Meteorol Soc 77(3):437–471. https://doi.org/10.1175/1520-0477(1996)077%3C0437:TNYRP%3E2.0.CO;2
Kanda N, Negi HS, Rishi MS, Shekhar MS (2018) Performance of various techniques in estimating missing climatological data over snow bound mountainous areas of Karakoram Himalaya. Meteorol Appl 25(3):337–349. https://doi.org/10.1002/met.1699
Kanda N, Negi HS, Rishi MS, Kumar A (2019) Performance of various gridded temperature and precipitation datasets over Northwest Himalayan Region. Hydrol Sci J (Under Review)
Kidd C, Levizzani V (2011) Status of satellite precipitation retrievals. Hydrol Earth Syst Sci 15(4):1109–1116
Kidd C, Becker A, Huffman GJ, Muller CL, Joe P, Skofronick-Jackson G, Kirschbaum DB (2017) So, how much of the Earth’s surface is covered by rain gauges? Bull Am Meteorol Soc 98:69–78. https://doi.org/10.1175/bams-d-14-00283.1
Kistler R, Kalnay E, Collins W, Saha S, White G, Woollen J, Chelliah M, Ebisuzaki W, Kanamitsu M, Kousky V, Dool VDH (2001) The NCEP-NCAR 50-year reanalysis: monthly means CD-ROM and documentation. Bull Am Meteorol Soc 82(2):247–267
Kumar P, Kotlarski S, Moseley C, Sieck K, Frey H, Stoffel M, Jacob D (2015) Response of Karakoram-Himalayan glaciers to climate variability and climatic change: a regional climate model assessment. Geophys Res Lett 42:1818–1825. https://doi.org/10.1002/2015GL063392
Mitchell T, Jones P (2005) An improved method of constructing a database of monthly climate observations and associated high resolution grids. Int J Climatol 25:693–712
Negi HS, Datt P, Thakur NK, Ganju A, Bhatia VK, Kumar GV (2017) Observed spatio-temporal changes of winter snow albedo over the north-west Himalaya. Int J Climatol 37(5):2304–2317. https://doi.org/10.1002/joc.4846
Negi HS, Kanda N, Shekhar MS, Ganju A (2018) Recent wintertime climatic variability over North West Himalayan cryosphere. Curr Sci 114(4):760–770
Palazzi E, Hardenberg JV, Provenzale A (2013) Precipitation in the Hindu Kush Karakoram Himalaya: observations and future scenarios. J Geophys Res Atmos 118:85–100. https://doi.org/10.1029/2012JD018697
Schneider U, Becker A, Finger P, Meyer-Christoffer A, Zuise M, Rudolf B (2013) GPCC’s new land surface precipitation climatology based on quality controlled in situ data and its role in quantifying the global water cycle. Theor Appl Climatol 115:15–40. Available at:. https://doi.org/10.1007/s00704-013-0860-x
Sharma SS, Ganju A (2000) Complexities of avalanche forecasting in Western Himalaya- an overview. Cold Reg Sci Technol 31:95–102
Sillmann J, Donat MG, Fyfe JC, Zwiers FW (2014) Observed and simulate temperature extremes during the recent warming hiatus. Environ Res Lett 9(064023):8. https://doi.org/10.1088/1748-9326/9/6/064023
Singh SK, Rathore BP, Bahuguna IM (2014) Snow cover variability in the Himalayan-Tibetan region. Int J Climatol 34(2):446–452
Stocker TF, Qin D, Plattner GK, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex B, Midgley BM (2013) Working Group I contribution to the IPCC fifth assessment report (AR5) climate change 2013: the physical science basis. Cambridge University Press, Cambridge
Sun Q, Miao C, Duan Q, Ashouri H, Sorooshian S, Hsu K-L (2018) A review of global precipitation datasets: data sources, estimation, and intercomparisons. Rev Geophys 56:79–107
Tahir AA, Adamowski JF, Chevallier P, Haq AU, Se T (2016) Comparative assessment of spatio-temporal snow cover changes and hydrological behavior of the Gilgit, Astore and Hunza River basins (Hindukush–Karakoram–Himalaya region, Pakistan). Meteorog Atmos Phys 128(6):793–811
Tong K, Su F, Yang D, Zhang L, Hao Z (2013) Tibetan Plateau precipitation as depicted by gauge observations, reanalyses and satellite retrievals. Int J Climatol 34(2):265–285. https://doi.org/10.1002/joc.3682
Wang W, Huang X, Deng J, Xie H, Liang T (2015) Spatio-temporal change of snow cover and its response to climate over the Tibetan Plateau based on an improve daily cloud-free snow cover product. Remote Sens 7(1):169–194
Willmott C, Matsuura K (2001) Terrestrial air temperature and precipitation: Monthly and annual time series (1950–1999) Version 1.02. Center for Climatic Research, University of Delaware, Newark
Xie PP, Janowiak JE, Arkin PA, Adler R, Gruber A, Ferraro R, Curtis S (2003) GPCP Pentad precipitation analyses: an experimental dataset based on gauge observations and satellite estimates. J Clim 16(13):2197–2214
Yatagai A, Kamiguchi K, Arakawa O, Hamada A, Yasutomi N, Kitoh A (2012) APHRODITE: constructing a long-term daily gridded precipitation dataset for Asia based on a dense network of rain gauges. Bull Am Meteorol Soc 93:1401–1415
Acknowledgements
The authors are thankful to Director SASE for motivation and support in this work. We are also thankful to scientists and technical staff of SASE for data collection from rugged terrain characterized by extreme harsh weather and climatic conditions. This work is carried out under DRDO project ‘Him-Parivartan’.
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Negi, H.S., Kanda, N. (2020). An Appraisal of Spatio-Temporal Characteristics of Temperature and Precipitation Using Gridded Datasets over NW- Himalaya. In: Goel, P., Ravindra, R., Chattopadhyay, S. (eds) Climate Change and the White World. Springer, Cham. https://doi.org/10.1007/978-3-030-21679-5_14
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