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黑河上游流域多年冻土的地表变形及活动层厚度:由InSAR观测和独立成分分析揭示

The surface deformation of permafrost and active layer thickness in the upper reaches of the Black River basin, revealed by InSAR observations and independent component analysis.

作者信息

Si Jinzhao, Zhang Shuangcheng, Niu Yufen, Zhang Yidan, Fan Qianyou, Chen Yi

机构信息

College of Geological Engineering and Surveying and Mapping, Chang'an University, Xi'an, Shaanxi 710054, China.

College of Geological Engineering and Surveying and Mapping, Chang'an University, Xi'an, Shaanxi 710054, China; Observation and Research Station of Ground Fissure and Land Subsidence, Ministry of Natural Resources, Xi'an, Shaanxi 710054, China.

出版信息

Sci Total Environ. 2024 Nov 15;951:175667. doi: 10.1016/j.scitotenv.2024.175667. Epub 2024 Aug 20.

Abstract

The Heihe River Basin, located in the northeastern part of the Qinghai-Tibetan Plateau, is part of the perennial permafrost belt of the Qilian Mountains. Recent observations indicate ongoing permafrost degradation in this region. This study utilizes data from 255 observations provided by Sentinel-1 satellites, MODIS Land Surface Temperature, SMAP-L4 soil moisture data, GNSS measurements, and in situ measurement. We introduced Variational Bayesian independent Component Analysis (VB-ICA) in multi-temporal Interferometric Synthetic Aperture Radar (MT-InSAR) processing to investigate the spatial-temporal characteristics of surface deformation and permafrost active layer thickness (ALT) variations. The analysis demonstrates strong agreement with borehole data and offers improvements over traditional methodologies. The maximum value of ALT in the basin is found to be 5.7 m. VB-ICA effectively delineates seasonal deformations related to the freeze-thaw cycles, with a peak seasonal deformation amplitude of 60 mm. Moreover, the seasonal permafrost's lower boundary reaches an elevation of 3700 m, revealing that permafrost is experiencing widespread degradation and associated soil erosion in the high elevation region of The Heihe River Basin. The paper also explores the efficacy of reference point selection and baseline network establishment for employing the InSAR method in monitoring freeze-thaw deformations. The study underscores the InSAR method's adaptability and its importance for interpreting permafrost deformation and related parameters.

摘要

黑河盆地位于青藏高原东北部,是祁连山多年冻土带的一部分。近期观测表明,该地区的多年冻土正在退化。本研究利用了哨兵 -1 卫星提供的 255 次观测数据、中分辨率成像光谱仪(MODIS)陆地表面温度数据、土壤湿度主动被动遥感(SMAP-L4)土壤湿度数据、全球导航卫星系统(GNSS)测量数据以及实地测量数据。我们在多时相干涉合成孔径雷达(MT-InSAR)处理中引入了变分贝叶斯独立分量分析(VB-ICA),以研究地表变形的时空特征和多年冻土活动层厚度(ALT)的变化。分析结果与钻孔数据高度吻合,且比传统方法有所改进。该盆地 ALT 的最大值为 5.7 米。VB-ICA 有效地描绘了与冻融循环相关的季节性变形,季节性变形峰值幅度为 60 毫米。此外,季节性冻土的下限海拔达到 3700 米,这表明黑河盆地高海拔地区的多年冻土正在广泛退化,并伴有相关的土壤侵蚀。本文还探讨了在采用干涉合成孔径雷达(InSAR)方法监测冻融变形时参考点选择和基线网络建立的有效性。该研究强调了 InSAR 方法的适应性及其在解释多年冻土变形及相关参数方面的重要性。

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