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1.
1973-2010年布喀塔格峰冰川波动对气候变化的响应   总被引:1,自引:0,他引:1  
通过遥感图像处理技术和目视解译方法提取1973-2010年位于昆仑山中段的布喀塔格峰冰川界限,用GIS分析近37a冰川面积变化,并系统地研究其对气候变化的响应情况。结果表明:1973-2010年布喀塔格峰冰帽表现先扩大(1973-1976年)后退缩(1976-2010年)趋势,总面积缩小了5.42%,每年退缩0.14%。分析1960-2010年研究区的气候变化特征,发现布喀塔格峰冰帽退缩的关键因素是气候变暖,年降水量的增加不能够抵消由夏季温度剧烈上升导致的冰川消融率,并且地形条件、地理位置以及冰川规模都是影响冰川波动的重要因素。  相似文献   

2.
ZHOU Zuhao 《干旱区科学》2020,12(3):357-373
Glaciers are a critical freshwater resource of river recharge in arid areas around the world. In recent decades, glaciers have shown evidence of retreat due to climate change, and the accelerated ablation of glaciers and associated impacts on water resources have received widespread attention. Glacier variations result from climate change, so they can serve as an indicator of climate change. Considering the climatic differences in different elevation ranges, it is worthwhile to explore whether different responses exist between glacier area and air temperature in each elevation zone. In this study, we selected a typical arid inland river basin(Sugan Lake Basin) in the western Qilian Mountains of Northwest China to analyze the glacier variations and their response to climate change. The glacier area data from 1989 to 2016 were delineated using Landsat Thematic Mapper(TM), Enhanced TM+(ETM+) and Operational Land Imager(OLI) images. We compared the relationships between glacier area and air temperature at seven meteorological stations in the glacier-covered areas and in the Sugan Lake Basin, and further analyzed the relationship between glacier area and mean air temperature of the glacier surfaces in July–August in the elevation range of 4700–5500 m a.s.l. by the linear regression method and correlation analysis. In addition, based on the linear regression relationship established between glacier area and air temperature in each elevation zone, we predicted glacier areas under future climate scenarios during the periods of 2046–2065 and 2081–2100. The results indicate that the glaciers experienced a remarkable shrinkage from 1989 to 2016 with a shrinkage rate of –1.61 km2/a(–0.5%/a), and the rising temperature is the decisive factor dominating glacial retreat; there is a significant negative linear correlation between glacier area and mean air temperature of the glacier surfaces in July–August in each elevation zone from 1989 to 2016. The variations in glaciers are far less sensitive to changes in precipitation than to changes in air temperature. Due to the influence of climate and topographic conditions, the distribution of glacier area and the rate of glacier ablation first increased and then decreased in different elevation zones. The trend in glacier shrinkage will continue because air temperature will continue to increase in the future, and the result of glacier retreat in each elevation zone will be slightly slower than that in the entire study area. Quantitative glacier research can more accurately reflect the response of glacier variations to climate change, and the regression relationship can be used to predict the areas of glaciers under future climate scenarios. These conclusions can offer effective references for assessing glacier variations and their response to climate change in arid inland river basins in Northwest China as well as other similar regions in the world.  相似文献   

3.
利用1980年的MSS影像,2000、2010年的Landsat TM影像为数据源,运用监督分类法、比值法,结合目视解译提取了北阿尔泰山30年来的冰川变化信息。结果表明:北阿尔泰山1980-2010年冰川面积减少了12.3%,年平均退缩速率为0.43%.a-1;冰储量减少了13.9%,年平均减少速率为0.46%.a-1,并且发现2000-2010年是冰川快速退缩期,在整个北阿尔泰山范围内又以卡通斯基山和北楚伊斯基山退缩较快。利用NECP/NCAR资料,分析了30年来温度、降水的变化与冰川退缩的关系,发现研究区的冰川的退缩主要受控于夏季温度变化,受降水影响较小。  相似文献   

4.
WANG Puyu 《干旱区科学》2015,7(6):717-727
Changes in glaciers in the Chinese Tianshan Mountains have been analyzed previously. However, most previous studies focused on individual glaciers and/or decentralized glacial basins. Moreover, a majority of these studies were published only in Chinese, which limited their usefulness at the international level. With this in mind, the authors reviewed the previous studies to create an overview of glacial changes in the Chinese Tianshan Mountains over the last five decades and discussed the effects of glacial changes on water resources. In response to climate change, glaciers in the Tianshan Mountains are shrinking rapidly and are ca. 20% smaller on average in the past five decades. Overall, the area reduction of glacial basins in the central part of the Chinese Tianshan Mountains is larger than that in the eastern and western parts. The spatial differentiation in glacial changes are caused by both differences in regional climate and in glacial factors. The effects of glacial changes on water resources vary in different river basins due to the differences in glacier distribution, characteristics of glacial change and proportion of the glacier meltwater in river runoff.  相似文献   

5.
1959-2009年乌鲁木齐河源1号冰川零平衡线高度变化研究   总被引:1,自引:0,他引:1  
基于1959-2009年间天山乌鲁木齐河源1号冰川观测资料,研究了该冰川零平衡线高度变化特征,并建立了零平衡线高度与夏季气温和夏季降水量之间的统计关系。研究表明:近51年来,1号冰川零平衡线高度呈缓慢上升、缓慢下降、急剧上升、急剧下降的变化趋势,但总体呈上升趋势,且该冰川零平衡线高度上升了约45m。1号冰川零平衡线高度和年净物质平衡有良好的线性关系,冰川处于稳定状态时的零平衡线高度为4018m。此外,对1号冰川零平衡线高度的气候敏感性研究表明,如果夏季气温升高(或降低)1℃,那么该冰川零平衡线高度将上升(或下降)约64m;如果夏季降水量增加(或减少)100mm,那么该冰川零平衡线高度将下降(上升)约21m,夏季气温是影响冰川零平衡线高度变化的主要气候因素。  相似文献   

6.
祁连山北大河流域冰川变化遥感监测   总被引:1,自引:0,他引:1  
基于1956年地形图和2003年ASTER影像数据,在RS和GIS技术支持下,确定了1956年和2003年的冰川边界,对祁连山北大河流域冰川近47 a来的变化进行了研究。结果表明:该流域372条冰川面积在47 a间共减小了33.56 km2,平均每条减小0.09 km2,变化率-15.42%,冰川末端累计退缩51 015 m。分析显示,小冰川比大冰川消融的更快。对研究区附近气象站近年来的年平均气温、夏季平均气温和年降水量进行分析,认为气温升高是北大河流域冰川快速萎缩的主要原因。与中国西部其他冰川进行对比研究发现,北大河流域冰川消融速率比新疆要快,但较黑河流域及其他子流域要慢,初步推测是由冰川所在区域的气候及冰川自身因素共同作用的结果。  相似文献   

7.
Glaciers are highly sensitive to climate change and are undergoing significant changes in mid-latitudes. In this study, we analyzed the spatiotemporal changes of typical glaciers and their responses to climate change in the period of 1990-2015 in 4 different mountainous sub-regions in Xinjiang Uygur Autonomous Region of Northwest China: the Bogda Peak and Karlik Mountain sub-regions in the Tianshan Mountains; the Yinsugaiti Glacier sub-region in the Karakorum Mountains; and the Youyi Peak sub-region in the Altay Mountains. The standardized snow cover index (NDSI) and correlation analysis were used to reveal the glacier area changes in the 4 sub-regions from 1990 to 2015. Glacial areas in the Bogda Peak, Karlik Mountain, Yinsugaiti Glacier, and Youyi Peak sub-regions in the period of 1990-2015 decreased by 57.7, 369.1, 369.1, and 170.4 km², respectively. Analysis of glacier area center of gravity showed that quadrant changes of glacier areas in the 4 sub-regions moved towards the origin. Glacier area on the south aspect of the Karlik Mountain sub-region was larger than that on the north aspect, while glacier areas on the north aspect of the other 3 sub-regions were larger than those on the south aspect. Increased precipitation in the Karlik Mountain sub-region inhibited the retreat of glaciers to a certain extent. However, glacier area changes in the Bogda Peak and Youyi Peak sub-regions were not sensitive to the increased precipitation. On a seasonal time scale, glacier area changes in the Bogda Peak, Karlik Mountain, Yinsugaiti Glacier, and Youyi Peak sub-regions were mainly caused by accumulated temperature in the wet season; on an annual time scale, the correlation coefficient between glacier area and annual average temperature was -0.72 and passed the significance test at P<0.05 level in the Karlik Mountain sub-region. The findings of this study can provide a scientific basis for water resources management in the arid and semi-arid regions of Northwest China in the context of global warming.  相似文献   

8.
Glaciers are known as natural 'solid reservoirs', and they play a dual role between the composition of water resources and the river runoff regulation in arid and semi-arid areas of China. In this study, we used in situ observation data from Urumqi Glacier No. 1, Xinjiang Uygur Autonomous Region, in combination with meteorological data from stations and a digital elevation model, to develop a distributed degree-day model for glaciers in the Urumqi River Basin to simulate glacier mass balance processes and quantify their effect on streamflow during 1980-2020. The results indicate that the mass loss and the equilibrium line altitude (ELA) of glaciers in the last 41 years had an increasing trend, with the average mass balance and ELA being -0.85 (±0.32) m w.e./a (meter water-equivalent per year) and 4188 m a.s.l., respectively. The glacier mass loss has increased significantly during 1999-2020, mostly due to the increase in temperature and the extension of ablation season. During 1980-2011, the average annual glacier meltwater runoff in the Urumqi River Basin was 0.48×108 m3, accounting for 18.56% of the total streamflow. We found that the annual streamflow in different catchments in the Urumqi River Basin had a strong response to the changes in glacier mass balance, especially from July to August, and the glacier meltwater runoff increased significantly. In summary, it is quite possible that the results of this research can provide a reference for the study of glacier water resources in glacier-recharged basins in arid and semi-arid areas.  相似文献   

9.
冰川作为重要的淡水资源的存储体,也是气候变化的敏感"指示器"。在干旱半干旱区,冰川变化对人们的生产、生活和生态产生重要的影响。本文基于1990—2015年Landsat TM及ETM+遥感影像数据,利用雪盖指数法(NDSI)和阈值法,分析博格达峰及喀尔力克山的冰川面积变化,结合长时间序列的气温、降水数据分析天山东段典型冰川的气候响应。结果表明:(1)博格达峰与喀尔力克山的冰川均呈现退缩趋势,与气温和降水的变化趋势一致。(2)博格达峰和喀尔力克山冰川面积变化在东南坡向有波动增加趋势,其他坡向则未出现该现象。(3)从两个冰川不同坡向的面积和面积重心分布变化分析,博格达峰冰川面积在东坡方向退缩速率最大,而喀尔力克山的冰川在东北坡方向退缩速率最大。(4)根据栅格气象资料分析,近四五十年博格达地区冰川面积退缩速率大于喀尔力克山地区,并且博格达峰降水量的增加对冰川的退缩起到的作用不大,喀尔力克山的降水量对冰川面积的退缩起到了一定的抑制作用。(5)通过对博格达峰地区和喀尔力克山地区不同坡向的冰川面积与年均气温、年均降水量进行Person相关性分析,博格达峰地区、喀尔力克山地区各个坡向的冰川面积变化与降水相关系数均很小。但博格达峰地区北、东北、东南坡向的冰川面积与区域气温变化相关系数较高,喀尔力克山地区东南、东北坡向的冰川面积与区域气温的相关系数高且显著性明显。分析其原因,在年内尺度上,博格达峰地区、喀尔力克山地区是湿季气温升高所致,干湿两季降水量的增多,并没有使得冰川整体的退缩有所减缓。  相似文献   

10.
以1972,1989,2000,2011四个不同时段的遥感影像资料为基础,通过计算机自动提取结合人工解译获得研究区各时段冰川信息。参考世界冰川编目(WGI)分别对分布在中国、俄罗斯和哈萨克斯坦境内的冰川进行编目及属性更新,完成南阿尔泰山蒙古境内冰川编目。对不同时段冰川信息进行对比,并结合气温、降水等气候资料对其变化特征进行分析。结果表明:(1)1972-2011a,南阿尔泰山区冰川总面积从633.91km2减少至329.03km2,退缩面积304.88km2,占1972a冰川总面积的48.1%;(2)不同面积等级冰川数量与面积变化呈反相关关系,小冰川对气候的响应更为敏感;(3)研究区各坡向冰川均在退缩,其中南向、东北向、东向、北向退缩较快,西向、西南向、东南向、西北向相对缓慢;(4)1972-2008a研究区增温显著,降水以1987a为界先增后波动中稳定,二者的水热组合是区内冰川退缩的主要原因。  相似文献   

11.
We provide estimates of glacier mass changes in the High Mountain Asia (HMA) area from April2002 to August 2016 by employing a new version of gravity solutions of the Gravity Recovery and ClimateExperiment (GRACE) twin-satellite mission. We find a total mass loss trend of the HMA glaciers at a rateof –22.17 (±1.96) Gt/a. The largest mass loss rates of –7.02 (±0.94) and –6.73 (±0.78) Gt/a are found forthe glaciers in Nyainqentanglha Mountains and Eastern Himalayas, respectively. Although most glaciers inthe HMA area show a mass loss, we find a small glacier mass gain of 1.19 (±0.55) and 0.77 (±0.37) Gt/a inKarakoram Mountains and Western Kunlun Mountains, respectively. There is also a nearly zero massbalance in Pamirs. Our estimates of glacier mass change trends confirm previous results from the analysisof altimetry data of the ICESat (ICE, Cloud and Land Elevation Satellite) and ASTER (AdvancedSpaceborne Thermal Emission and Reflection Radiometer) DEM (Digital Elevation Model) satellites inmost of the selected glacier areas. However, they largely differ to previous GRACE-based studies which weattribute to our different post-processing techniques of the newer GRACE data. In addition, we explicitlyshow regional mass change features for both the interannual glacier mass changes and the 14-a averagedseasonal glacier mass changes. These changes can be explained in parts by total net precipitation (netsnowfall and net rainfall) and net snowfall, but mostly by total net radiation energy when compared to datafrom the ERA5-Land meteorological reanalysis. Moreover, nearly all the non-trend interannual masschanges and most seasonal mass changes can be explained by the total net radiation energy data. The massloss trends could be partly related to a heat effect due to increased net rainfall in Tianshan Mountains, QilianMountains, Nyainqentanglha Mountains and Eastern Himalayas. Our new results for the glacier mass changein this study could help improve the understanding of glacier variation in the HMA area and contribute tothe study of global change. They could also serve the utilization of water resources there and in neighboringareas.  相似文献   

12.
当前,基于正积温的度日模型广泛应用于冰川消融研究中,该模型的核心参数是度日因子。根据印度河上游Sachen、Gharko、Barpu冰川2014—2016年的物质平衡和气温实测资料,计算得到消融期内各冰川研究区的度日因子,并分析了度日因子的时空变化特征及影响因素。研究结果显示:Sachen、Gharko、Barpu冰川度日因子均值分别为2.83 mm?d-1?℃-1、3.74 mm?d-1?℃-1、3.91 mm?d-1?℃-1;各冰川度日因子皆随着海拔升高而递增,海拔递增率分别为0.003 7 mm?d-1?℃-1?m-1、0.007 4 mm?d-1?℃-1?m-1、0.004 1 mm?d-1?℃-1?m-1;对于同一观测点而言,度日因子不是一个常数,会随着时间的变化而改变,冰川度日因子随着年际变化呈增加的趋势;度日因子受表碛影响显著,度日因子整体上随着表碛厚度的增加而递减。然而表碛厚度低于2 cm时,表碛的覆盖作用促进了冰川的消融,表碛覆盖区冰川度日因子大于裸露区冰川;冰川朝向的变化对度日因子产生了一定的影响,面向阳坡的冰川度日因子随海拔递增率大于阴坡。  相似文献   

13.
The Karakoram Mountains are well known for their widespread surge-type glaciers and slight glacier mass gains.On the one hand,glaciers are one of the sensitive indicators of climate change,their area and thickness will adjust with climate change.On the other hand,glaciers provide freshwater resources for agricultural irrigation and hydroelectric generation in the downstream areas of the Shaksgam River Basin(SRB)in western China.The shrinkage of glaciers caused by climate change can significantly affect the security and sustainable development of regional water resources.In this study,we analyzed the changes in glacier area from 2000 to 2016 in the SRB using Landsat TM(Thematic Mapper)/ETM+(Enhanced Mapper Plus)/OLI(Operational Land Imager)images.It is shown that the SRB contained 472 glaciers,with an area of 1840.3 km2,in 2016.The glacier area decreased by 0.14%/a since 2000,and the shrinkage of glacier in the southeast,east and south directions were the most,while the northeast,north directions were the least.Debris-covered area accounted for 8.0%of the total glacier area.We estimated elevation and mass changes using the 1 arc-second SRTM(Shuttle Radar Topography Mission)DEM(Digital Elevation Model)(2000)and the resolution of 8 m HMA(High Mountain Asia)DEM(2016).An average thickness of 0.08(±0.03)m/a,or a slight mass increase of 0.06(±0.02)m w.e./a has been obtained since 2000.We found thinning was significantly lesser on the clean ice than the debris-covered ice.In addition,the elevation of glacier surface is spatially heterogeneous,showing that the accumulation of mass is dominant in high altitude regions,and the main mass loss is in low altitude regions,excluding the surge-type glacier.For surge-type glaciers,the mass may transfer from the reservoir to the receiving area rapidly when surges,then resulting in an advance of glacier terminus.The main surge mechanism is still unclear,it is worth noting that the surge did not increase the glacier mass in this study.  相似文献   

14.
运用最大似然监督分类法和比值阈值法(TM3/TM5)结合目视解译方法,从1976、1990、2001和2010的MSS、TM、ETM影像中提取了岗格尔肖合力雪山四个时段的冰川边界,并结合距其较近的托勒、野牛沟、祁连、德令哈和刚察5个气象站点1960-2010年年总降水量数据和年平均气温数据进行了分析,得到如下结论:1)...  相似文献   

15.
30 a来长江源区冰川变化遥感监测   总被引:1,自引:0,他引:1  
根据地形图、航空相片和Landsat ETM+数字影像,采用比值阈值法对青藏高原东北部长江源区1969/1971-1999/2002年间的冰川变化进行了研究;同时,选取覆盖同一区域(格拉丹东峰北坡)的Landsat MSS (1973年)、Landsat TM (1992年)以及2景2005/2006年获取的1B级ASTER数字遥感影像,进一步分析源区冰川的连续变化规律。结果表明:① 研究区的冰川平均退缩了108.3 m,冰川面积减少了5.3%,其中,色的日峰地区的面积变化率最大,冰川面积减少12.9%;唐古拉山北坡冰川相对处于稳定状态,面积仅减少了4.3%。② 格拉丹东峰北坡冰川面积变化速率不均匀,1969-1973年冰川面积变化最快,平均变化量为-1.16 km2·a-1,1973年后冰川变化有所减缓,1973-1992年和1992-2002年平均变化量均为-0.59 km2·a-1,而2002年后冰川面积变化又有所加快,平均变化量为-0.95 km2·a-1。③ 沱沱河、五道梁和治多3个气象站的气温和降水变化显示,暖季气温升高是导致研究区冰川退缩的主要因素,此外,气温升高的快慢可能是引起上述3个区域冰川变化差异的重要原因之一。  相似文献   

16.
中国冰川的规模及其评价方法探讨   总被引:4,自引:0,他引:4  
本文采用以“冰川覆盖率”为首要指标的多指标综合分析,讨论了中国冰川的规模及分布。作为分析方法,又提出“有效冰川作用正差”概念,并对其特征及应用进行了尝试性探讨。上述研究表明,“有效冰川作用正差”与“冰川覆盖率”呈良好的指数相关,反应了冰川发育规模及分布的自然规律。  相似文献   

17.
Hui CHEN 《干旱区科学》2015,7(2):159-165
The Heihe River Basin is the second largest inland river basin in the arid regions of Northwest China. Glaciers provide a large proportion of water resources for human production and living. Studies of glacier changes and their impact on water resources in the arid lands are of vital importance. A joint expedition was carried out in 2010 for investigating glaciers in the Hulugou Basin, which is located in the upper reaches of Heihe River. Therefore, glacier changes in the Hulugou Basin of central Qilian Mountains during the past 50 years were analyzed in this study by comparing topographic maps, satellite images, digital elevation models and field observation data from different periods. Results showed that the total area of the 6 glaciers in the Hulugou Basin decreased by 0.590±0.005 km2 during the period 1956–2011, corresponding to a loss of 40.7% over the total area in 1956. The average area reduction rate of the 6 glaciers is 0.011 km2/a. During the past five decades, the glacier shrinkage was accelerated. The changes in glacier ice surface elevation ranged from –15 to 3 m with an average thinning of 10±8 m or an annual decrease of 0.23±0.18 m(0.20±0.15 m/a water equivalent) for the period 1956–2000. The area of Shiyi Glacier in the Hulugou Basin decreased from 0.64 km2 in 1956 to 0.53 km2 in 2011 with a reduction rate of 17.2%. The Shiyi Glacier had been divided into two separated glaciers because of severe melting. Comparative analysis showed that glacier shrinkage in the Hulugou Basin is more serious than that in the other regions of Qilian Mountains.  相似文献   

18.
JIN Shuang 《干旱区科学》2020,12(6):905-916
Information on the thickness distribution and volume of glacier ice is highly important for glaciological applications; however, detailed measurements of the ice thickness of many glaciers in the Chinese Altay Mountains remain lacking. Burqin Glacier No. 18 is a northeast-orientated cirque glacier located on the southern side of the Altay Mountains. This study used PulseEKKO® PRO 100A enhancement ground-penetrating radar (GPR) to survey the ice thickness and volume of Burqin Glacier No. 18 in summer 2018. Together with GPR surveying, spatial distributed profiles of the GPR measurements were concurrently surveyed using the real-time kinematic (RTK) global navigation satellite system (GNSS, Unistrong E650). Besides, we used QuickBird, WorldView-2, and Landsat TM to delineate accurate boundary of the glacier for undertaking estimation of glacier ice volume. GPR measurements revealed that the basal topography of profile B1-B2 was flat, the basal topography of profile C1-C2 presented a V-type form, and the basal topography of profile D1-D2 had a typical U-type topographic feature because the bedrock near the central elevation of the glacier was relatively flat. The longitudinal profile A1-A2 showed a ladder-like distribution. Glacier ice was thin at the terminus and its thickness increased gradually from the elevation of approximately 2620 m a.s.l. along the main axis of the glacier tongue with an average value of 80 (±1) m. The average ice thickness of the glacier was determined as 27 (±2) m and its total ice volume was estimated at 0.031 (±0.002) km3. Interpretation of remote sensing images indicated that during 1989-2016, the glacier area reduced from 1.30 to 1.17 km2 (reduction of 0.37%/a) and the glacier terminus retreated at the rate of 8.48 m/a. The mean ice thickness of Burqin Glacier No. 18 was less than that of the majority of other observed glaciers in China, especially those in the Qilian Mountains and Central Chinese Tianshan Mountains; this is probably attributable to differences in glacier type and climatic setting.  相似文献   

19.
利用1980年地形图、1988/1990年Landsat TM、2000年Landsat ETM+、2007年ALOS AVNIR-2遥感资料和近41年(1967-2007年)的气温、降水量资料对喜马拉雅东段洛扎地区的冰川、冰湖变化特征及变化原因进行了研究。结果表明:1)1980-2007年,本区冰川面积从491.64...  相似文献   

20.
As important freshwater resources in alpine basins, glaciers and snow cover tend to decline due to climate warming, thus affecting the amount of water available downstream and even regional economic development. However, impact assessments of the economic losses caused by reductions in freshwater supply are quite limited. This study aims to project changes in glacier meltwater and snowmelt of the Urumqi River in the Tianshan Mountains under future climate change scenarios (RCP2.6 (RCP, Representative Concentration Pathway), RCP4.5, and RCP8.5) by applying a hydrological model and estimate the economic losses from future meltwater reduction for industrial, agricultural, service, and domestic water uses combined with the present value method for the 2030s, 2050s, 2070s, and 2090s. The results indicate that total annual glacier meltwater and snowmelt will decrease by 65.6% and 74.5% under the RCP4.5 and RCP8.5 scenarios by the 2090s relative to the baseline period (1980-2010), respectively. Compared to the RCP2.6 scenario, the projected economic loss values of total water use from reduced glacier meltwater and snowmelt under the RCP8.5 scenario will increase by 435.10×106 and 537.20×106 CNY in the 2050s and 2090s, respectively, and the cumulative economic loss value for 2099 is approximately 2124.00×106 CNY. We also find that the industrial and agricultural sectors would likely face the largest and smallest economic losses, respectively. The economic loss value of snowmelt in different sectorial sectors is greater than that of glacier meltwater. These findings highlight the need for climate mitigation actions, industrial transformation, and rational water allocation to be considered in decision-making in the Tianshan Mountains in the future.  相似文献   

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