Research article |
|
|
|
|
Monitoring and analysis of snow cover change in an alpine mountainous area in the Tianshan Mountains, China |
ZHANG Yin1,2,3, GULIMIRE Hanati4, SULITAN Danierhan1,2,*(), HU Keke1,2,3 |
1State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi 830011, China 2Aksu National Station of Observation and Research for Oasis Agro-ecosystem, Aksu 843017, China 3University of Chinese Academy of Sciences, Beijing 100049, China 4Xinjiang Institute of Water Resources and Hydropower Research, Urumqi 830049, China |
|
|
Abstract Estimating the snow cover change in alpine mountainous areas (in which meteorological stations are typically lacking) is crucial for managing local water resources and constitutes the first step in evaluating the contribution of snowmelt to runoff and the water cycle. In this paper, taking the Jingou River Basin on the northern slope of the Tianshan Mountains, China as an example, we combined a new moderate-resolution imaging spectroradiometer (MODIS) snow cover extent product over China spanning from 2000 to 2020 with digital elevation model (DEM) data to study the change in snow cover and the hydrological response of runoff to snow cover change in the Jingou River Basin under the background of climate change through trend analysis, sensitivity analysis and other methods. The results indicate that from 2000 to 2020, the annual average temperature and annual precipitation in the study area increased and snow cover fraction (SCF) showed obvious signs of periodicity. Furthermore, there were significant regional differences in the spatial distribution of snow cover days (SCDs), which were numerous in the south of the basin and sparse in the central of the basin. Factors affecting the change in snow cover mainly included temperature, precipitation, elevation, slope and aspect. Compared to precipitation, temperature had a greater impact on SCF. The annual variation in SCF was limited above the elevation of 4200 m, but it fluctuated greatly below the elevation of 4200 m. These results can be used to establish prediction models of snowmelt and runoff for alpine mountainous areas with limited hydrological data, which can provide a scientific basis for the management and protection of water resources in alpine mountainous areas.
|
Received: 08 March 2022
Published: 30 September 2022
|
Corresponding Authors:
*SULITAN Danierhan (E-mail: sulitan@ms.xjb.ac.cn)
|
|
|
[1] |
Barnhart T B, Molotch N P, Livneh B, et al. 2016. Snowmelt rate dictates streamflow. Geophysical Research Letters, 43(15): 8006-8016.
doi: 10.1002/2016GL069690
|
|
|
[2] |
Chen X C, Zhang L P, Shan L J, et al. 2017. Flood prediction models and their application for the medium and small rivers in alpine area in Xinjiang. Arid Zone Research, 34(6): 1426-1435. (in Chinese)
|
|
|
[3] |
Hall D K, Riggs G A. 2010. Accuracy assessment of the MODIS snow products. Hydrological Processes, 21(12): 1534-1547.
doi: 10.1002/hyp.6715
|
|
|
[4] |
Hammond J C, Harpold A A, Weiss S, et al. 2019. Partitioning snowmelt and rainfall in the critical zone: effects of climate type and soil properties. Hydrology and Earth System Sciences, 23(9): 3553-3570.
doi: 10.5194/hess-23-3553-2019
|
|
|
[5] |
Hao X H. 2021. A new MODIS snow cover extent product over China (2000-2020). National Tibetan Plateau Data Center (NTPDC) [data set]. [2021-07-17]. https://data.tpdc.ac.cn/en/.
|
|
|
[6] |
Immerzeel W W, Droogers P, Jong S, et al. 2009. Large-scale monitoring of snow cover and runoff simulation in Himalayan river basins using remote sensing. Remote Sensing of Environment, 113(1): 40-49.
doi: 10.1016/j.rse.2008.08.010
|
|
|
[7] |
Jin H Y, Ju Q, Yu Z B, et al. 2019. Simulation of snowmelt runoff and sensitivity analysis in the Nyang River Basin, southeastern Qinghai-Tibetan Plateau, China. Natural Hazards, 99(2): 931-950.
doi: 10.1007/s11069-019-03784-0
|
|
|
[8] |
Kendall M G. 1990. Rank correlation methods. British Journal of Psychology, 25(1): 86-91.
|
|
|
[9] |
Khadka D, Babel M S, Shrestha S, et al. 2014. Climate change impact on glacier and snow melt and runoff in Tamakoshi basin in the Hindu Kush Himalayan (HKH) region. Journal of Hydrology, 511: 49-60.
doi: 10.1016/j.jhydrol.2014.01.005
|
|
|
[10] |
Kour R, Patel N, Krishna A P. 2016. Assessment of temporal dynamics of snow cover and its validation with hydro-meteorological data in parts of Chenab Basin, western Himalayas. Science China Earth Sciences, 59(5): 1081-1094.
doi: 10.1007/s11430-015-5243-y
|
|
|
[11] |
Kraaijenbrink P D A, Stigter E E, Yao T D, et al. 2021. Climate change decisive for Asia's snow meltwater supply. Nature Climate Change, 11(7): 591-597.
doi: 10.1038/s41558-021-01074-x
|
|
|
[12] |
Li B F, Chen Y N, Chen Z S, et al. 2013. Variations of temperature and precipitation of snowmelt period and its effect on runoff in the mountainous areas of Northwest China. Journal of Geographical Sciences, 23(1): 17-30.
doi: 10.1007/s11442-013-0990-1
|
|
|
[13] |
Li D Y, Wrzesien M L, Durand M, et al. 2017. How much runoff originates as snow in the western United States, and how will that change in the future? Geophysical Research Letters, 44(12): 6163-6172.
doi: 10.1002/2017GL073551
|
|
|
[14] |
Li Q, Yang T, Zhou H F, et al. 2019. Patterns in snow depth maximum and snow cover days during 1961-2015 period in the Tianshan Mountains, Central Asia. Atmospheric Research, 228: 14-22.
doi: 10.1016/j.atmosres.2019.05.004
|
|
|
[15] |
Li Y P, Chen Y N, Li Z. 2020. Climate and topographic controls on snow phenology dynamics in the Tienshan Mountains, Central Asia. Atmospheric Research, 236: 104813, doi: 10.1016/j.atmosres.2019.104813.
doi: 10.1016/j.atmosres.2019.104813
|
|
|
[16] |
Liu D, Zhong S B, Huang Q Y. 2015. Study on risk assessment framework for snowmelt flood and hydro-network extraction from watersheds. In: Bian F, Xie Y. Geo-Informatics in Resource Management and Sustainable Ecosystem. GRMSE 2015. Communications in Computer and Information Science, vol 569. Berlin and Heidelberg: Springer. https://doi.org/10.1007/978-3-662-49155-3_67.
|
|
|
[17] |
Mann H B. 1945. Nonparametric tests against trend. Econometrica, 13(3): 245-259.
doi: 10.2307/1907187
|
|
|
[18] |
Miller S A, Mercer J J, Lyon S W, et al. 2021. Stable isotopes of water and specific conductance reveal complimentary information on streamflow generation in snowmelt-dominated, seasonally arid watersheds. Journal of Hydrology, 596: 126075, doi: 10.1016/j.jhydrol.2021.126075.
doi: 10.1016/j.jhydrol.2021.126075
|
|
|
[19] |
Moursi H, Kim D, Kaluarachchi J J. 2017. A probabilistic assessment of agricultural water scarcity in a semi-arid and snowmelt-dominated river basin under climate change. Agricultural Water Management, 193: 142-152.
doi: 10.1016/j.agwat.2017.08.010
|
|
|
[20] |
Nagler T, Rott H, Malcher P, et al. 2008. Assimilation of meteorological and remote sensing data for snowmelt runoff forecasting. Remote Sensing of Environment, 112(4): 1408-1420.
doi: 10.1016/j.rse.2007.07.006
|
|
|
[21] |
Nayak A, Marks D, Chandler D G, et al. 2010. Long-term snow, climate, and streamflow trends at the Reynolds Creek Experimental Watershed, Owyhee Mountains, Idaho, United States. Water Resources Research, 46(6): W06519, doi: 10.1029/2008wr007525.
doi: 10.1029/2008wr007525
|
|
|
[22] |
Nayak A, Marks D, Chandler D G, et al. 2012. Modeling interannual variability in snow-cover development and melt for a semiarid mountain catchment. Journal of Hydrologic Engineering, 17(1): 74-84.
doi: 10.1061/(ASCE)HE.1943-5584.0000408
|
|
|
[23] |
Parajka J, Bezak N, Burkhart J, et al. 2019. MODIS snowline elevation changes during snowmelt runoff events in Europe. Journal of Hydrology and Hydromechanics, 67(1): 101-109.
doi: 10.2478/johh-2018-0011
|
|
|
[24] |
Paudel K P, Andersen P. 2011. Monitoring snow cover variability in an agropastoral area in the Trans Himalayan region of Nepal using MODIS data with improved cloud removal methodology. Remote Sensing of Environment, 115(5): 1234-1246.
doi: 10.1016/j.rse.2011.01.006
|
|
|
[25] |
Pederson G T, Gray S T, Ault T, et al. 2011. Climatic controls on the snowmelt hydrology of the northern Rocky Mountains. Journal of Climate, 24(6): 1666-1687.
doi: 10.1175/2010JCLI3729.1
|
|
|
[26] |
Qin J C, Su B D, Tao H, et al. 2021. Spatio-temporal variations of dryness/wetness over Northwest China under different SSPs-RCPs. Atmospheric Research, 259: 105672, doi: 10.1016/j.atmosres.2021.105672.
doi: 10.1016/j.atmosres.2021.105672
|
|
|
[27] |
Saeed F H, Al-Khafaji M S, Al-Faraj F. 2022. Hydrologic response of arid and semi-arid river basins in Iraq under a changing climate. Journal of Water and Climate Change, 13(3): 1225-1240.
doi: 10.2166/wcc.2022.418
|
|
|
[28] |
Steele C, Dialesandro J, James D, et al. 2017. Evaluating MODIS snow products for modelling snowmelt runoff: Case study of the Rio Grande headwaters. International Journal of Applied Earth Observation and Geoinformation, 63: 234-243.
doi: 10.1016/j.jag.2017.08.007
|
|
|
[29] |
Tahir A A, Chevallier P, Arnaud Y, et al. 2011a. Modeling snowmelt-runoff under climate scenarios in the Hunza River basin, Karakoram Range, Northern Pakistan. Journal of Hydrology, 409(1-2): 104-117.
doi: 10.1016/j.jhydrol.2011.08.035
|
|
|
[30] |
Tahir A A, Chevallier P, Arnaud Y, et al. 2011b. Snow cover dynamics and hydrological regime of the Hunza River basin, Karakoram Range, Northern Pakistan. Hydrology and Earth System Sciences, 15(7): 2275-2290.
doi: 10.5194/hess-15-2275-2011
|
|
|
[31] |
Tahir A A, Hakeem S A, Hu T, et al. 2017. Simulation of snowmelt-runoff under climate change scenarios in a data-scarce mountain environment. International Journal of Digital Earth, 12(8): 910-930.
doi: 10.1080/17538947.2017.1371254
|
|
|
[32] |
Tan X J, Wu Z N, Mu X M, et al. 2019. Spatiotemporal changes in snow cover over China during 1960-2013. Atmospheric Research, 218: 183-194.
doi: 10.1016/j.atmosres.2018.11.018
|
|
|
[33] |
Tang G P, Li S P, Yang M Z, et al. 2019. Streamflow response to snow regime shift associated with climate variability in four mountain watersheds in the US Great Basin. Journal of Hydrology, 573: 255-266.
doi: 10.1016/j.jhydrol.2019.03.021
|
|
|
[34] |
Uwamahoro S, Liu T, Nzabarinda V, et al. 2021. Modifications to snow-melting and flooding processes in the hydrological model-a case study in Issyk-Kul, Kyrgyzstan. Atmosphere, 12(12): 1580, doi: 10.3390/atmos12121580.
doi: 10.3390/atmos12121580
|
|
|
[35] |
Wang X W, Xie H J, Liang T G. 2008. Evaluation of MODIS snow cover and cloud mask and its application in Northern Xinjiang, China. Remote Sensing of Environment, 112(4): 1497-1513.
doi: 10.1016/j.rse.2007.05.016
|
|
|
[36] |
Wu X J, Zhang W, Li H Y, et al. 2021. Analysis of seasonal snowmelt contribution using a distributed energy balance model for a river basin in the Altai Mountains of northwestern China. Hydrological Processes, 35(3): e14046, doi: 10.1002/hyp.14046.
doi: 10.1002/hyp.14046
|
|
|
[37] |
Xiao X X, Zhang T J, Zhong X Y, et al. 2020. Spatiotemporal variation of snow depth in the Northern Hemisphere from 1992 to 2016. Remote Sensing, 12(17): 2728, doi: 10.3390/rs12172728.
doi: 10.3390/rs12172728
|
|
|
[38] |
Yang D Q, Robinson D, Zhao Y Y, et al. 2003. Streamflow response to seasonal snow cover extent changes in large Siberian watersheds. Journal of Geophysical Research-Atmospheres, 108(D18): 1-14.
|
|
|
[39] |
Yang T, Li Q, Ahmad S, et al. 2019. Changes in snow phenology from 1979 to 2016 over the Tianshan Mountains, Central Asia. Remote Sensing, 11(5): 499, doi: 10.3390/rs11050499.
doi: 10.3390/rs11050499
|
|
|
[40] |
Yang T, Li Q, Chen X, et al. 2020. Improving snow simulation with more realistic vegetation parameters in a regional climate model in the Tianshan Mountains, Central Asia. Journal of Hydrology, 590: 125525, doi: 10.1016/j.jhydrol.2020.125525.
doi: 10.1016/j.jhydrol.2020.125525
|
|
|
[41] |
Yue S, Pilon P, Cavadias G. 2002. Power of the Mann-Kendall and Spearman's rho tests for detecting monotonic trends in hydrological series. Journal of Hydrology, 259(1-4): 254-271.
doi: 10.1016/S0022-1694(01)00594-7
|
|
|
[42] |
Zengir V S, Mahmoudi L, Rajabi K, et al. 2020. Monitoring and analysis of changes in the depth and surface area snow of the Mountains in Iran using remote sensing data. Journal of the Indian Society of Remote Sensing, 48(9): 1479-1494.
doi: 10.1007/s12524-020-01145-0
|
|
|
[43] |
Zhang G Q, Xie H J, Yao T D, et al. 2014. Quantitative water resources assessment of Qinghai Lake basin using Snowmelt Runoff Model (SRM). Journal of Hydrology, 519: 976-987.
doi: 10.1016/j.jhydrol.2014.08.022
|
|
|
[44] |
Zhang Q F, Chen Y N, Li Z, et al. 2020. Recent changes in water discharge in snow and glacier melt-dominated rivers in the Tienshan Mountains, Central Asia. Remote Sensing, 12(17): 2704, doi: 10.3390/rs12172704.
doi: 10.3390/rs12172704
|
|
|
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|