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How do GPM and TRMM precipitation products perform in alpine regions?

A case study in northwestern China’s Qilian Mountains

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Abstract

Satellite technologies provide valuable areal precipitation datasets in alpine mountains. However, coarse resolution still limits the use of satellite precipitation datasets in hydrological and meteorological research. We evaluated different time scales and precipitation magnitudes of Tropical Rainfall Measurement Mission 3B43 V7 (TRMM) and Global Precipitation Measurement (GPM) products for alpine regions using ground precipitation datasets from January 2015 to June 2019 obtained from 25 national meteorological stations and 11 sets of T-200B weighing precipitation gauges in the Qilian Mountains. The results indicated that GPM outperformed TRMM at all temporal scales at an elevation <3500 m with a higher probability of detection (POD), false alarm ratio (FAR), and frequency bias index (FBI) and performed best at 3000 m; TRMM performed better than GPM at an elevation >3500 m, with the best performance at 4000 m. GPM and TRMM had the best estimation accuracy in areas with monthly precipitation of 30 mm and 40 mm, respectively. Both TRMM and GPM products underestimated mid to large daily precipitation and overestimated light daily precipitation averaging <2 mm/d. This research not only emphasizes the superiority of GPM/TRMM in different regions but also indicates the limitations of precipitation algorithms.

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References

  • Bao C, Fang C L, 2007. Water resources constraint force on urbanization in water deficient regions: A case study of the Hexi Corridor, arid area of NW China. Ecological Economics, 62(3/4): 508–517.

    Article  Google Scholar 

  • Beria H, Nanda T, Bisht D S et al., 2017. Does the GPM mission improve the systematic error component in satellite rainfall estimates over TRMM? An evaluation at a pan-India scale. Hydrology and Earth System Sciences, 21(12): 6117.

    Article  Google Scholar 

  • Bhatt B C, Nakamura K, 2005. Characteristics of monsoon rainfall around the Himalayas revealed by TRMM precipitation radar. Monthly Weather Review, 133: 149–165.

    Article  Google Scholar 

  • Cai Y, Jin C, Wang A et al., 2016. Comprehensive precipitation evaluation of TRMM 3B42 with dense rain gauge networks in a mid-latitude basin, northeast China. Theoretical and Applied Climatology, 126: 659–671.

    Article  Google Scholar 

  • Chen C, Chen Q, Duan Z et al., 2018. Multiscale comparative evaluation of the GPM IMERG v5 and TRMM 3B42 v7 precipitation products from 2015 to 2017 over a climate transition area of China. Remote Sensing, 10(6): 944.

    Article  Google Scholar 

  • Chen F, Li X, 2016. Evaluation of IMERG and TRMM 3B43 monthly precipitation products over mainland of China. Remote Sensing, 8(6): 472.

    Article  Google Scholar 

  • Chen R S, Han C T, Liu J F et al., 2018. Maximum precipitation altitude on the northern flank of the Qilian Mountains, northwest China. Hydrology Research, 49: 1696–1710.

    Article  Google Scholar 

  • Chen R S, Song Y X, Kang E S et al., 2014. A cryosphere-hydrology observation system in a small alpine watershed in the Qilian Mountains of China and its meteorological gradient. Arctic, Antarctic, and Alpine Research, 46(2): 505–523.

    Article  Google Scholar 

  • Chen S, Zhang L, Zhang Y et al., 2020. Evaluation of Tropical Rainfall Measuring Mission (TRMM) satellite precipitation products for drought monitoring over the middle and lower reaches of the Yangtze River Basin, China. Journal of Geographical Sciences, 30(1): 53–67.

    Article  Google Scholar 

  • Darand M, Amanollahi J, Zandkarimi S, 2017. Evaluation of the performance of TRMM Multi-satellite Precipitation Analysis (TMPA) estimation over Iran. Atmospheric Research, 190: 121–127.

    Article  Google Scholar 

  • Fang J, Yang W, Luan Y et al., 2019. Evaluation of the TRMM 3B42 and GPM IMERG products for extreme precipitation analysis over China. Atmospheric Research, 223: 24–38.

    Article  Google Scholar 

  • Han C T, Chen R S, Liu Z W et al., 2018. Cryospheric Hydrometeorology Observation in the Hulu Catchment (CHOICE), Qilian Mountains, China. Vadose Zone Journal, 17(1).

  • Hou A Y, Kakar R K, Neeck S et al., 2014. The global precipitation measurement mission. Bulletin of the American Meteorological Society, 95: 701–722.

    Article  Google Scholar 

  • Hou B, Jiang C, Sun O J, 2020. Differential changes in precipitation and runoff discharge during 1958–2017 in the headwater region of Yellow River of China. Journal of Geographical Sciences, 30(9): 1401–1418.

    Article  Google Scholar 

  • Hu Z, Wang G, Sun X et al., 2018. Spatial-temporal patterns of evapotranspiration along an elevation gradient on Mount Gongga, Southwest China. Water Resources Research, 54(6): 4180–4192.

    Article  Google Scholar 

  • Huffman G J, 2017. The transition in multi-satellite products from TRMM to GPM (TMPA to IMERG). NASA. https://pmm.nasa.gov/resources/documents/.

  • Huffman G J, Bolvin D T, Nelkin E J, 2015. Integrated multi-satellite retrievals for GPM (IMERG) technical documentation. NASA/GSFC Code 612, 47.

  • Huffman G J, Bolvin D T, Nelkin E J et al., 2007. The TRMM multisatellite precipitation analysis (TMPA): Quasi-global, multiyear, combined-sensor precipitation estimates at fine scales. Journal of Hydrometeorology, 8: 38–55.

    Article  Google Scholar 

  • Kang E, Cheng G, Dong Z, 2002. Glacier-snow Water Resources and Mountain Runoff in the Arid Area of Northwest China. Beijing: Science Press, 248–269.

    Google Scholar 

  • Kochendorfer J, Rasmussen R, Wolff M A et al., 2017. The quantification and correction of wind-induced precipitation measurement errors. Hydrology and Earth System Sciences, 21: 1973–1989.

    Article  Google Scholar 

  • Li Q, Zhang W, Yi L et al., 2018. Accuracy evaluation and comparison of GPM and TRMM precipitation product over Mainland China. Advances in Water Science, 29(3): 303–313.

    Google Scholar 

  • Li Y, 2008. Study and analysis of climate characteristics of precipitation and its causes over Qilian Mountains [D]. Lanzhou: Lanzhou University.

    Google Scholar 

  • Liu X, Zhang M, Wang S et al., 2017. Assessment of diurnal variation of summer precipitation over the Qilian Mountains based on an hourly merged dataset from 2008 to 2014. Journal of Geographical Sciences, 27(3): 326–336.

    Article  Google Scholar 

  • Lu X, Wei M, Tang G et al., 2018. Evaluation and correction of the TRMM 3B43V7 and GPM 3IMERGM satellite precipitation products by use of ground-based data over Xinjiang, China. Environmental Earth Sciences, 77(5): 209.

    Article  Google Scholar 

  • Mahmoud M T, Hamouda M A, Mohamed M M, 2019. Spatiotemporal evaluation of the GPM satellite precipitation products over the United Arab Emirates. Atmospheric Research, 219: 200–212.

    Article  Google Scholar 

  • Manz B, Buytaert W, Zulkafli Z et al., 2016. TRMM-and GPM-based precipitation analysis and modelling in the Tropical Andes. In: EGU General Assembly Conference Abstracts (Vol. 18).

  • Michaelides S, Levizzani V, Anagnostou E et al., 2009. Precipitation: Measurement, remote sensing, climatology and modeling. Atmospheric Research, 94(4): 512–533.

    Article  Google Scholar 

  • Palomino-Ángel S, Anaya-Acevedo J A, Botero B A, 2019. Evaluation of 3B42V7 and IMERG daily-precipitation products for a very high-precipitation region in northwestern South America. Atmospheric Research, 217: 37–48.

    Article  Google Scholar 

  • Rozante J, Vila D, Barboza Chiquetto J et al., 2018. Evaluation of TRMM/GPM blended daily products over Brazil. Remote Sensing, 10(6): 882.

    Article  Google Scholar 

  • Scheel M L, Rohrer M, Huggel C et al., 2011. Evaluation of TRMM Multi-satellite Precipitation Analysis (TMPA) performance in the Central Andes region and its dependency on spatial and temporal resolution. Hydrology and Earth System Sciences, 15(8): 2649–2663.

    Article  Google Scholar 

  • Sevruk B, 1997. Regional dependency of precipitation-altitude relationship in the Swiss Alps. In: Climatic Change at High Elevation Sites. Dordrecht, The Netherlands: Springer, 123–137.

    Chapter  Google Scholar 

  • Sorooshian S, Lawford R, Try P et al., 2005. Water and energy cycles: Investigating the links. WMO Bulletin, 54: 58–64.

    Google Scholar 

  • Speirs P, Gabella M, Berne A, 2017. A comparison between the GPM dual-frequency precipitation radar and ground-based radar precipitation rate estimates in the Swiss Alps and Plateau. Journal of Hydrometeorology, 18(5): 1247–1269.

    Article  Google Scholar 

  • Su J, Lü H, Zhu Y et al., 2019. Evaluating the hydrological utility of latest IMERG products over the Upper Huaihe River Basin, China. Atmospheric Research, 225: 17–29.

    Article  Google Scholar 

  • Sun R, Yuan H, Liu X et al., 2016. Evaluation of the latest satellite-gauge precipitation products and their hydrologic applications over the Huaihe River basin. Journal of Hydrology, 536: 302–319.

    Article  Google Scholar 

  • Tang G, Wen, Y, Gao J et al., 2017. Similarities and differences between three coexisting spaceborne radars in global rainfall and snowfall estimation. Water Resources Research, 53(5): 3835–3853.

    Article  Google Scholar 

  • Walser A, Lüthi D, Schär C, 2004. Predictability of precipitation in a cloud-resolving model. Monthly Weather Review, 132(2): 560–577.

    Article  Google Scholar 

  • Wang L, Chen R S, Han C T et al., 2019a. An improved spatial-temporal downscaling method for TRMM precipitation datasets in alpine regions: A case study in northwestern China’s Qilian Mountains. Remote Sensing, 11(7): 870.

    Article  Google Scholar 

  • Wang L, Chen R S, Song Y X et al., 2018. Precipitation-altitude relationships on different timescales and at different precipitation magnitudes in the Qilian Mountains. Theoretical and Applied Climatology, 134(3/4): 875–884.

    Article  Google Scholar 

  • Wang S, Liu J, Wang J et al., 2019b. Evaluation of GPM IMERG V05B and TRMM 3B42V7 precipitation products over high mountainous tributaries in Lhasa with dense rain gauges. Remote Sensing, 11(18): 2080.

    Article  Google Scholar 

  • Wang X, Ding Y, Zhao C et al., 2019c. Similarities and improvements of GPM IMERG upon TRMM 3B42 precipitation product under complex topographic and climatic conditions over Hexi region, northeastern Tibetan Plateau. Atmospheric Research, 218: 347–363.

    Article  Google Scholar 

  • Xu J J, Wang K L, Jiang H et al., 2010. A numerical simulation of the effects of Westerly and Monsoon on precipitation in the Heihe River basin. Journal of Glaciology and Geocryology, 32: 489–496.

    Google Scholar 

  • Xu R, Tian F, Yang L et al., 2017. Ground validation of GPM IMERG and TRMM 3B42V7 rainfall products over southern Tibetan Plateau based on a high-density rain gauge network. Journal of Geophysical Research: Atmospheres, 122(2): 910–924.

    Article  Google Scholar 

  • Yang Y, Chen R S, Song Y X et al., 2018. Comparison of precipitation and evapotranspiration of five different land-cover types in the high mountainous region. Sciences in Cold and Arid Regions, 9(6): 534–542.

    Google Scholar 

  • Yi L, Zhang W, Wang K, 2018. Evaluation of heavy precipitation simulated by the WRF model using 4D-Var data assimilation with TRMM 3B42 and GPM IMERG over the Huaihe River Basin, China. Remote Sensing, 10(4): 646.

    Article  Google Scholar 

  • Yong B, Ren, L L, Hong Y et al., 2010. Hydrologic evaluation of multisatellite precipitation analysis standard precipitation products in basins beyond its inclined latitude band: A case study in Laohahe basin, China. Water Resources Research, 46: W07542.

    Article  Google Scholar 

  • Yuan F, Zhang L, Win K et al., 2017. Assessment of GPM and TRMM multi-satellite precipitation products in streamflow simulations in a data-sparse mountainous watershed in Myanmar. Remote Sensing, 9: 302.

    Article  Google Scholar 

  • Zhang C, Chen X, Shao H et al., 2018a. Evaluation and intercomparison of high-resolution satellite precipitation estimates-GPM, TRMM, and CMORPH in the Tianshan Mountain Area. Remote Sensing, 10(10): 1543.

    Article  Google Scholar 

  • Zhang M, Chen Y, Shen Y et al., 2019. Tracking climate change in Central Asia through temperature and precipitation extremes. Journal of Geographical Sciences, 29(1): 3–28.

    Article  Google Scholar 

  • Zhang Q, Yu, Y X, Zhang J, 2008. Characteristics of water cycle in the Qilian Mountains and the oases in Hexi inland river basins. Journal of Glaciology and Geocryology, 30: 907–913.

    Google Scholar 

  • Zhang S, Wang D, Qin Z et al., 2018b. Assessment of the GPM and TRMM precipitation products using the rain gauge network over the Tibetan Plateau. Journal of Meteorological Research, 32(2): 324–336.

    Article  Google Scholar 

  • Zhao Y, Chen R, Han C et al., 2021. Correcting precipitation measurements made with Geonor T-200B weighing gauges near the August: One ice cap in the Qilian Mountains, Northwest China. Journal of Hydrometeorology, 22(8): 1973–1985.

    Google Scholar 

  • Zheng Q, Chen R S, Han C T et al., 2018. Adjusting precipitation measurements from the TRwS204 automatic weighing gauge in the Qilian Mountains, China. Journal of Mountain Science, 15(11): 2365–2377.

    Article  Google Scholar 

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Authors and Affiliations

  1. College of Geography and Environment, Shandong Normal University, Jinan, 250358, China

    Weijun Sun, Lei Wang, Yingshan Wang & Baojuan Huai

  2. Qilian Alpine Ecology & Hydrology Research Station, Key Laboratory of Ecohydrology of Inland River Basin, Northwest Institute of Eco-Environment and Resources, CAS, Lanzhou, 730000, China

    Rensheng Chen, Lei Wang & Chuntan Han

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  1. Weijun Sun
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Correspondence to Lei Wang.

Additional information

Foundation: National Key R&D Program of China No.2019YFC1510500; National Natural Science Foundation of China, No.42101120, No.41971041, No.41971073; National Natural Science Foundation of Shandong Province, No.ZR2021QD138

Author: Sun Weijun, PhD and Associate Professor, specialized in climate change and glacial mass balance.

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Sun, W., Chen, R., Wang, L. et al. How do GPM and TRMM precipitation products perform in alpine regions?. J. Geogr. Sci. 32, 913–931 (2022). https://doi.org/10.1007/s11442-022-1978-5

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  • DOI: https://doi.org/10.1007/s11442-022-1978-5

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