2001-2020年克里雅河流域积雪与气候变化及其对径流的耦合效应

Remote. Sens. Pub Date : 2023-07-06 DOI:10.3390/rs15133435
Wei Yan, Y. Wang, Xiaofei Ma, Minghua Liu, Junhui Yan, Yaogeng Tan, Sutao Liu
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引用次数: 2

摘要

积雪作为冰冻圈的重要组成部分,在调节大气环流和区域水文平衡中起着至关重要的作用。因此,研究积雪动态及其对气候变化的响应对区域水资源管理和防灾具有重要意义。利用再分析气候数据集和新的MODIS积雪覆盖度产品,分析了克里雅河流域的气候变化特征和积雪的时空变化。采用偏最小二乘回归(PLSR)和结构方程模型(SEM)分别定量评价了气候因子对积雪的影响及其对径流的耦合效应。结果表明:①气温和降水以0.24°C/ a和14.21 mm/ a的速率显著增加,而风速变化不显著;(2)青藏高原积雪频率(SCF)呈现“北低南高”的分布特征。青藏高原积雪率(SCP)的年内变化表现为单峰(冬季)、双峰(春季和秋季)和稳定(SCP > 75%),边界海拔分别为4000 m和6000 m。2001-2020年水文年,青藏高原年、夏、冬季SCP呈下降趋势,春、秋季SCP呈不显著上升趋势。此外,据估计,KRB的年度和季节性SCF(秋季除外)将进一步增加50%以上。(3)年和冬季SCF受降水控制,其中年和冬季SCF以负响应为主,后者以正响应为主,分别占KRB的43.1%和76.16%。在春、夏、秋三个季节,45%的地区气温控制SCF变化,且以负向影响为主。风速对SCF年和季节变化的贡献率在11.23% ~ 26.54%之间。(4)气候因子和积雪主要通过直接影响方式影响年径流,总体影响顺序为:降水(0.609)>气温(- 0.122)> SCP(0.09)。
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Snow Cover and Climate Change and Their Coupling Effects on Runoff in the Keriya River Basin during 2001-2020
As a significant component of the cryosphere, snow cover plays a crucial role in modulating atmospheric circulation and regional hydrological equilibrium. Therefore, studying the dynamics of snow cover and its response to climate change is of great significance for regional water resource management and disaster prevention. In this study, reanalysis climate datasets and a new MODIS snow cover extent product over China were used to analyze the characteristics of climate change and spatiotemporal variations in snow cover in the Keriya River Basin (KRB). Furthermore, the effects of climate factors on snow cover and their coupling effects on runoff were quantitatively evaluated by adopting partial least squares regression (PLSR) method and structural equation modeling (SEM), respectively. Our findings demonstrated the following: (1) Air temperature and precipitation of KRB showed a significant increase at rates of 0.24 °C/decade and 14.21 mm/decade, respectively, while the wind speed did not change significantly. (2) The snow cover frequency (SCF) in the KRB presented the distribution characteristics of “low in the north and high in the south”. The intra-annual variation of snow cover percentage (SCP) of KRB displayed a single peak (in winter), double peaks (in spring and autumn), and stability (SCP > 75%), whose boundary elevations were 4000 m and 6000 m, respectively. The annual, summer, and winter SCP in the KRB declined, while the spring and autumn SCP experienced a trend showing an insignificant increase during the hydrological years of 2001–2020. Additionally, both the annual and seasonal SCF (except autumn) will be further increased in more than 50% of the KRB, according to estimates. (3) Annual and winter SCF were controlled by precipitation, of which the former showed a mainly negative response, while the latter showed a mainly positive response, accounting for 43.1% and 76.16% of the KRB, respectively. Air temperature controlled SCF changes in 45% of regions in spring, summer, and autumn, mainly showing negative effects. Wind speed contributed to SCF changes in the range of 11.23% to 26.54% across annual and seasonal scales. (4) Climate factors and snow cover mainly affect annual runoff through direct influences, and the total effect was as follows: precipitation (0.609) > air temperature (−0.122) > SCP (0.09).
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