地球科学进展 ›› 2026, Vol. 41 ›› Issue (5): 521 -533. doi: 10.11867/j.issn.1001-8166.2026.035

研究论文 上一篇    下一篇

基于Sentinel-220222023年青海湖冰面风成沉积物分布特征研究
王雨璇(), 胡光印(), 高杰   
  1. 陕西师范大学 地理科学与旅游学院,陕西 西安 710119
  • 收稿日期:2026-02-27 修回日期:2026-04-27 出版日期:2026-05-10
  • 通讯作者: 胡光印 E-mail:yxwang@snnu.edu.cn;guangyinhu@snnu.edu.cn
  • 基金资助:
    西藏自治区科技厅重点研发计划(XZ202601ZY0184);国家自然科学基金项目(42071004);国家自然科学基金项目(42241110)

Study on the Distribution Characteristics of Aeolian Sediments on the Ice Surface of Qinghai Lake in 2022-2023 Based on Sentinel-2

Yuxuan Wang(), Guangyin Hu(), Jie Gao   

  1. School of Geography and Tourism, Shaanxi Normal University, Xi’an 710119, China
  • Received:2026-02-27 Revised:2026-04-27 Online:2026-05-10 Published:2026-07-22
  • Contact: Guangyin Hu E-mail:yxwang@snnu.edu.cn;guangyinhu@snnu.edu.cn
  • About author:Wang Yuxuan, research areas include remote sensing monitoring of aeolian processes. E-mail: yxwang@snnu.edu.cn
  • Supported by:
    the Science and Technology Projects of Xizang Autonomous Region, China(XZ202601ZY0184);The National Natural Science Foundation of China(42071004)

青藏高原地区冬春季节气温寒冷、风沙活动频繁,封冻期湖泊冰面常有风成沉积物分布。受湖滨复杂环境影响,输入冰面的风成沉积物的空间分布具有显著差异。为探究冰面风成沉积物的空间分布特征及其迁移规律,并分析可能的影响因素,选择青海湖为研究区,基于2022年12月至2023年4月期间的Sentinel-2影像,结合新型水体指数(NWI)和归一化沙地指数(NDSLI)对冰面风成沉积物进行识别和提取。结果表明:青海湖冰面风成沉积物主要分布于湖区东部尕海湖、沙岛湖—海晏湾和二郎剑沙嘴的下风向冰面以及湖区西部布哈河、黑马河入湖口和尕日拉村的下风向冰面。封冻期沉积物覆盖面积持续增加,由沉积前期的7.32 km2(约占青海湖总面积的0.16%)增加至沉积后期的91.75 km2(约占青海湖总面积的2.00%)。结合起沙风数据分析发现:在西北风为主导的封冻期,近岸物源区可持续向其下风向冰面输入沙尘,说明青海湖冰面风成沉积物的空间分布特征与其上风向的湖滨环境具有密切联系。风成沉积物在风力作用下与积雪在搬运过程中混合,形成风沙—积雪混杂沉积,进一步增加了当前遥感手段的识别难度。

On the Tibetan Plateau, winter and spring are characterized by low temperatures and frequent sand and dust storms, which often lead to the deposition of aeolian sediments on the ice surfaces of frozen lakes. Due to the complex lakeshore environment, the spatial distribution of aeolian sediments on the ice surface exhibits pronounced heterogeneity. To investigate the spatial distribution and migration patterns of aeolian sediments on the ice surface and to analyze the influencing factors, Qinghai Lake was selected as the study area. Based on Sentinel-2 imagery from December 2022 to April 2023, combined with the New Water Index (NWI) and the Normalized Difference Sandy Land Index (NDSLI), aeolian sediments on the ice surface were identified and extracted. The results indicate that aeolian sediments on the ice surface of Qinghai Lake are mainly distributed on the downwind ice surfaces of Gahai Lake, Shadao Lake-Haiyan Bay, and Erlangjian Sand Spit in the eastern part of the lake, as well as the downwind ice surfaces of the Buha River estuary, Heima River estuary, and Garila Village in the western part of the lake. During the ice-covered period, the area covered by sediment increased continuously, from 7.32 km2 (approximately 0.16% of the total lake area) in the early deposition stage to 91.75 km2 (approximately 2.00%) in the later stage. Combined with sand-driving wind data, the results show that during the ice-covered period dominated by northwesterly winds, nearshore sediment sources continuously supply sand and dust to the downwind ice surface. This suggests that the spatial distribution of aeolian sediments on the ice surface of Qinghai Lake is closely linked to the upwind lakeshore environment. During transport, aeolian sediments mix with accumulated snow under wind action, forming mixed niveo-aeolian deposits, which further increases the difficulty of identification using current remote sensing techniques.

中图分类号: 

图1 青海湖区位、流域范围及遥感影像概况图
(a)青海湖在青藏高原的位置;(b)青海湖流域地形图;(c)青海湖Sentinel-2真彩色影像(2023年4月30日);图中使用的青藏高原边界数据源于“国家青藏高原科学数据中心”(http://data.ac.cn)16
Fig. 1 Overview map of Qinghai Lakelocationbasin extentand remote sensing imagery
(a) Location of Qinghai Lake on the Tibetan Plateau; (b) Topographic map of the Qinghai Lake basin; (c) Sentinel-2 true color image of Qinghai Lake on April 30,2023; The boundary data of the Tibetan Plateau used in Fig. 1 is sourced from the National Tibetan Plateau Data Center (http://data.ac.cn)16.
表1 研究所用监测和精度验证的影像信息
Table 1 List of images selected for monitoring and accuracy validation in this study
图2 沙岛湖真彩色影像、对应的NWINDSLI计算结果及遥感指数剖面图
(a)和(b)青海湖、沙岛湖2023年1月30日Sentinel-2真彩色影像;(c)沙岛湖NWI计算结果;(d)沙岛湖NDSLI计算结果;(e)沙岛湖遥感指数剖面图及数值波动范围。红色、蓝色实线分别表示2023年1月30日的遥感指数数值;浅红、浅蓝色阴影表示9景影像沿剖面线90%的数值波动范围,该范围由百分位区间计算得出(5%~95%分位区间)。
Fig. 2 True color image of Shadao Lakecorresponding NWI and NDSLI calculation resultsand remote sensing index profile
(a) and (b) Sentinel-2 true color image of Qinghai Lake and Shadao Lake on January 30, 2023; (c) NWI calculation results for Shadao Lake; (d) NDSLI calculation results for Shadao Lake; (e) Remote sensing index profiles and fluctuation ranges for Shadao Lake. The red and blue solid lines represent the remote sensing index values on January 30, 2023; the light red and light blue shading represents the 90% range of numerical fluctuations along the profile line in the nine image periods, which is calculated from the percentile interval (5th to 95th percentile range).
图3 遥感数据获取与处理及遥感指数提取地物的流程图
Fig. 3 Remote sensing data acquisition and processingand remote sensing index extraction framework
图4 基于高分辨率影像对比的精度验证
(a)2023年1月17日GF-2尕海湖真彩色影像;(b)2023年1月10日Sentinel-2尕海湖真彩色影像及识别结果;(c)~(f)放大局部区域的精度对比验证。
Fig. 4 Accuracy validation based on high-resolution image comparison
(a) True color image of Gahai Lake from GF-2 on January 17, 2023; (b) True color image and recognition results of Gahai Lake from Sentinel-2 on January 10, 2023; (c)~(f) Accuracy comparison and verification of zoomed-in on local areas.
图5 青海湖冰面风成沉积物空间分布特征及面积统计结果
Fig. 5 Spatial distribution characteristics and area statistics of aeolian sediments on the ice surface of Qinghai Lake
图6 青海湖冰面风成沉积物分布特征及局部放大图(2023130日)
(a)青海湖2023年1月30日冰面风成沉积物分布特征;(b)~(e)分别为尕海湖、沙岛湖—海晏湾、湖西区域和二郎剑。
Fig. 6 Distribution of aeolian sediments on the ice surface of Qinghai Lake with enlarged local viewsJanuary 302023
(a) Distribution characteristics of aeolian sediments on the ice surface of Qinghai Lake on January 30, 2023; (b)~(e) Represent Gahai Lake, Shadao Lake-Haiyan Bay, the western part of the lake, and Erlangjian respectively.
图7 尕海湖冰面风成沉积物分布特征及面积统计结果
Fig. 7 Distribution characteristics and area statistics of aeolian sediments on the ice surface of Gahai Lake
图8 沙岛湖—海晏湾冰面风成沉积物空间分布特征及面积统计结果
Fig. 8 Spatial distribution characteristics and area statistics of aeolian sediments on the ice surface in the Shadao Lake-Haiyan Bay region
图9 不同日期农田对冰面风成沉积物分布的影响
(a)~(c)尕日拉村农田以东冰面风成沉积物分布特征;(d)尕日拉村农田Jilin-1真彩色影像(2023年2月9日)。
Fig. 9 The influence of farmland on the distribution of aeolian sediments on ice surfaces on different dates
(a)~(c) Distribution characteristics of aeolian sediments on the ice surface east of the farmland in Garila Village; (d) True color image of farmland in Garila Village, Jilin-1 (February 9,2023).
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