Abstract
The distribution of precipitation in alpine regions with cold climates, such as Upper Reach of Shule River Basin (URSRB), northeastern edge of the Tibetan Plateau, is notoriously difficult to estimate from conventional measurements. Nine precipitation products, including CMFD, CMORPH, ERA-Interim, GPCC, GPCP V2.3, JRA-55, TRMM 3B43, HAR, and CAPD, were evaluated by six alpine ground-based measurement stations from 2001 to 2013 on yearly, seasonal, and monthly scales, respectively. The precipitation gradients of the nine precipitation products in rainy period were calculated by linear regression and then compared with recently observations during 2013–2016 from numerous total precipitation gauges. CMFD has the best overall performance in both yearly, seasonal, and monthly precipitation because it is primarily based on the merged precipitation product from surface measurements and satellite remote sensing data, followed by GPCC and TRMM 3B43. It is also found that CMORPH shows the worst overall performance due to only derived from remote sensing data. Nine precipitation products all showed obvious precipitation gradients. The absolute precipitation gradient of GPCC exhibited the greatest similarity to observations, followed by JRA-55 and CAPD. Although HAR obviously overestimated precipitation, it had an accurate pattern of monthly distribution and relative precipitation gradients in alpine areas, indicating that it has some advantages for applying on Tibetan Plateau. The evaluation suggested that the uncertainty in estimated alpine precipitation has largely decreased in some precipitation products, which will help to comprehensive understanding the climate change and its impact on hydrology of northeastern basins of the Tibetan Plateau.
Similar content being viewed by others
References
Chang X, Zhao A, Wang J, Chang Z, Jin B (2002) Precipitation characteristic and interception of forest in Qilian Mountain Plateau. Meteorology 21:274–280
Chen Y, Yang K, Jie H, Qin J, Shi J, Du J, He Q (2011) Improving land surface temperature modeling for dry land of China. J Geophys Res Atmos 116
Chen G, Iwasaki T, Sha W (2014) Evaluation of the warm-season diurnal variability over east asia in recent reanalyses JRA-55, ERA-Interim, NCEP CFSR, and NASA MERRA. J Clim 27:5517–5537
Chen R et al (2015) Precipitation measurement intercomparison in the Qilian Mountains, north-eastern Tibetan Plateau. Cryosphere Discuss 9:2201–2230
Ciach G (2003) Local random errors in tipping-bucket rain gauge measurements. J Atmos Ocean Technol 20:752–759
Daly C, Neilson R, Phillips D (1994) A statistical-topographic model for mapping climatological precipitation over mountainous terrain. Japplmeteor 33:140–158
Ebert E, Janowiak J, Kidd C (2010) Comparison of near-real-time precipitation estimates from satellite observations and numerical models. Bull Amer Meteor Soc 88:47–64. https://doi.org/10.1175/BAMS-88-1-47
Gao Y, Liu M (2013) Evaluation of high-resolution satellite precipitation products using rain gauge observations over the Tibetan Plateau. Hydrol Earth Syst Sci 17:837–849
Gao M, Han T, Wang J, Qin J, Hao W (2013) Variations of the components of radiation in permafrost region of the upstream of shule river plateau. Meteorology 32:411–422
Ge H, Cheng R (2014) A meshless method based on moving kriging interpolation for a two-dimensional time-fractional diffusion equation. Chinese Physics B 23:91–97
Groisman P, Legates D (1994) The accuracy of United States precipitation data. Bull Am Meteor Soc 75:215–227
Groisman P, Koknaeva V, Belokrylova T, Karl T (1975) Overcoming biases of precipitation measurement: a history of the USSR experience. Bull Am Meteorol Soc 72:1725–1834
Hirpa F, Gebremichael M, Hopson T (2010) Evaluation of High-resolution satellite precipitation products over very complex terrain in Ethiopia. J Appl Meteor Climatol 49:1044–1051
Huffman G et al. (2010) The TRMM Multisatellite Precipitation Analysis (TMPA): quasi-global, multiyear, combined-sensor precipitation estimates at fine scales. Springer Netherlands
Jiang S, Ren L, Hong Y, Yong B, Yang X, Yuan F, Ma M (2012) Comprehensive evaluation of multi-satellite precipitation products with a dense rain gauge network and optimally merging their simulated hydrological flows using the Bayesian model averaging method. J Hydrol 452–453:213–225
Jin B, Kangi E, Song K, Liu X (2003) Eco-hydrological function of mountain vegetation in the Hei River Basin, Northwest China. J Glaciol Geocryol 25:580–584
Joyce R, Janowiak J, Arkin P, Xie P (2004) CMORPH: a method that produces global precipitation estimates from passive microwave and infrared data at high spatial and temporal resolution. J Hydrometeorol 5:287–296
Kang E, Cheng T, Lan Y, Jin H (1999) A model for simulating the response of runoff from the mountainous watersheds of inland river basins in the arid area of northwest China to climatic changes. Sci China 42:52–63
Karaseva M, Prakash S, Gairola R (2012) Validation of high-resolution TRMM-3B43 precipitation product using rain gauge measurements over Kyrgyzstan. Theor Appl Climatol 108:147–157
Kidd C, Levizanni V (2010) Status of satellite precipitation retrievals. Hydrol Earth Syst Sci 15:1109–1116
Kobayashi S et al (2015) The JRA-55 reanalysis: general specifications and basic characteristics. J Meteorol Soc Jpn seri 93:5–48
Lan C, Zhang Y (2017) Spatial patterns of wet season precipitation vertical gradients on the Tibetan Plateau and the surroundings. Sci Rep 7:5057. https://doi.org/10.1038/s41598-017-05345-6
Lindsay R, Wensnahan M, Schweiger A, Zhang J (2014) Evaluation of seven different atmospheric reanalysis products in the Arctic. J Clim 27:2588–2606
Ma L, Zhang T, Frauenfeld OW, Ye B, Yang D, Qin D (2009) Evaluation of precipitation from the ERA-40, NCEP-1, and NCEP-2 reanalyses and CMAP-1, CMAP-2, and GPCP-2 with ground-based measurements in China. J Geophys Res 114:D09105. https://doi.org/10.1029/2008jd011178
Maussion F, Scherer D, Mölg T, Collier E, Curio J, Finkelnburg R (2013) Precipitation seasonality and variability over the Tibetan Plateau as resolved by the High Asia Reanalysis. J Clim 27:1910–1927
MRP S, Arkin P (2009) An intercomparison and validation of high-resolution satellite precipitation estimates with 3-hourly gauge data. J Hydrometeorol 10:149–166
Prakash S, Gairola R, Mitra A (2015) Comparison of large-scale global land precipitation from multisatellite and reanalysis products with gauge-based GPCC data sets. Theor Appl Climatol 121:303–317
Qi W, Zhang B, Pang Y, Zhao F, Zhang S (2013) TRMM-data-based spatial and seasonal patterns of precipitation in the Qinghai-Tibet Plateau. Sci Geogr Sin 33:999–1005
Tayeb R, Bordi I, Santos Pereira L (2011) An application of GPCC and NCEP/NCAR datasets for drought variability analysis in Iran. Water Resour Manag 25 (4):1075–1086
Running S, Nemani R, Hungerford R (1987) Extrapolation of synoptic meteorological data in mountainous terrain and its use for simulating forest evapotranspiration and photosynthesis. Revue Canadienne De Recherche Forestière 17:135–136
Sheng Y, Li J, Wu J, Ye B, Wang J (2010) Distribution patterns of permafrost in the upper area of Shule River with the application of GIS technique. J China Univ Min Technol 39:32–39
Tang M (1985) The distribution if precioitation in Mountain Qilian (Nanshan). Acta Geograph Sin 40:323–332
Uppala SM, KÅllberg PW, Simmons AJ, Andrae U, Bechtold VDC, Fiorino M, Gibson JK, Haseler J, Hernandez A, Kelly GA, Li X, Onogi K, Saarinen S, Sokka N, Allan RP, Andersson E, Arpe K, Balmaseda MA, Beljaars ACM, Berg LVD, Bidlot J, Bormann N, Caires S, Chevallier F, Dethof A, Dragosavac M, Fisher M, Fuentes M, Hagemann S, Hólm E, Hoskins BJ, Isaksen L, Janssen PAEM, Jenne R, Mcnally AP, Mahfouf JF, Morcrette JJ, Rayner NA, Saunders RW, Simon P, Sterl A, Trenberth KE, Untch A, Vasiljevic D, Viterbo P, Woollen J (2005) The ERA-40 re-analysis. Q J R Meteorol Soc 131:2961–3012
Wan H, Zhang X, Zwiers F, 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 118:534–546
Wang A, Zeng X (2012) Evaluation of multireanalysis products with in situ observations over the Tibetan Plateau. J Geophys Res: Atmos, 117. DOI: https://doi.org/10.1029/2011JD016553
Wang N, He J, Jiang X, Song G, Pu J, Wu X, Chen L (2009) Study on the zone of maximum precipitation in the north slopes of the Central Qilian Mountains. J Glaciol Geocryol 31:395–403
Wang G, Zhang P, Liang L, Zhang S (2017a) Evaluation of precipitation from CMORPH, GPCP-2, TRMM 3B43, GPCC, and ITPCAS with ground-based measurements in the Qinling-Daba Mountains, China. PLoS One 12:e0185147
Wang L, Chen R, Song Y, Yang Y, Liu J, Han C, Liu Z (2017b) Precipitation–altitude relationships on different timescales and at different precipitation magnitudes in the Qilian Mountains. Theor Appl Climatol 12:1–10
Wu Q, Ma S, Zhang Z, Guo J, Zhang S (2019) Evaluation on the performance of five precipitation datasets of monthly precipitation in the upper reaches, middle and lower reaches of Shule River basin (in Chinese with English Abstract). J Glaciol Geocryol 41:470–482
Xia Z, Song Y, Ma J, Zhou L, Dong Z Research on the Pearson correlation coefficient evaluation method of analog signal in the process of unit peak load regulation. In: IEEE International Conference on Electronic Measurement & Instruments (ICEMI), Jiangsu,China, 2017. p. 6
Xie X, Yang G, Wang Z, Wang J (2010) Landscape pattern change in mountainous areas along an altitude gradient in the upper reaches of Shule River. Chin J Ecol 29:1420–1426
Yang D, Wang N, Ye B, Ma L (2009) Recent advances in precipitation-bias correction and application. Sci Cold Arid Reg 1:193–198
Yin Z, Zhang X, Liu X, Colella M, Chen X (2008) An assessment of the biases of satellite rainfall estimates over the Tibetan Plateau and Correction methods based on topographic analysis. J Hydrometeorol 9:952–964
Yokoi S (2015) Multireanalysis comparison of variability in column water vapor and its analysis increment associated with the Madden-Julian oscillation. J Clim 28:793–808
Zawadzki I (1975) On radar-rain-gauge comparison. J Appl Meteorol:14
Zhang Q, Yu Y, Zhang J (2008) Characteristics of water cycle in the Qilian Mountains and the Oases in Hexi Inland River Basins. J Glaciol Geocryol 30:907–913
Zhao T (2013) Evaluation of TRMM 3B42 product using a new gauge-based analysis of daily precipitation over China. In: International Conference on Environmental Odour Monitoring & Control Nose, vol 37. pp 139-144
Zhu Z, Shi C, Zhang T, Zhu C, Meng X (2015) Applicability analysis of various reanalyzed land surface temperature datasets in China. J Glaciol Geocryol 37:614–624. https://doi.org/10.7522/j.issn.1000-0240.2015.0069
Acknowledgements
We would like to thank the anonymous reviewers whose invaluable suggestions helped improve the quality of this paper.
Funding
This study was supported by the Strategic Priority Research Program of the Chinese Academy of Sciences (XDA19070503), National Nature Science Foundation of China (41671056, 41730751)
Author information
Authors and Affiliations
Contributions
Conceptualization: Qianxin Wu, Shiqiang Zhang; methodology: Qianxin Wu, Siyu Ma, Zhihua Zhang, Gefei Wange; formal analysis and investigation: Qianxin Wu, Zhihua Zhang, Geifei Wang; writing - original draft preparation: Qianxin Wu, Siyu Ma, Zhihua Zhang; writing - review and editing: Geifei Wang, Shiqiang Zhang; funding acquisition: Shiqiang Zhang; resources: Shiqiang Zhang; supervision: Shiqiang Zhang.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no competing interests.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Wu, Q., Ma, S., Zhang, Z. et al. Evaluation of nine precipitation products with ground-based measurements during 2001 to 2013 in alpine Upper Reach of Shule River Basin, northeastern edge of the Tibetan Plateau. Theor Appl Climatol 144, 1101–1117 (2021). https://doi.org/10.1007/s00704-021-03585-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00704-021-03585-1