半自动化卫星图像分析揭示的北极山坡-河流耦合系统的季节动态

IF 11.1 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES
Christian M. Erikson , Evan N. Dethier , Carl E. Renshaw
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引用次数: 0

摘要

退行性融化滑坡的扩散有可能通过山坡沉积物流入河流来控制北极流域的产沙量。我们开发了一套算法,从卫星图像中半自动测量解冻坍落度增长和河流悬浮沉积物浓度,目的是将山坡上沉积物的产生与相邻河流中沉积物的存在在季节尺度上联系起来。我们应用我们的半自动化方法来量化加拿大西北地区融化滑坡时疤痕区面积、顶壁退缩和悬浮沉积物浓度的季节性变化,在观察期间,该地区的规模增加了一倍。半自动化方法记录了高达30厘米/天的顶壁退缩,与暖季温度密切相关,并且相对于上游控制河段,融化滑塌下游的悬浮沉积物浓度大约增加了一倍。滑塌增长的半自动化结果与以前对退行性融化滑塌的观测结果以及来自卫星图像的人工测量结果相比较。悬沙浓度和融化滑塌侵蚀的季节特征表明,在夏末,河流中融化滑塌沉积物的信号最为突出,此时沉积在疤痕区的沉积物可以被降水动员起来。这种半自动化的方法能够捕捉到该地区的季节性动态,这证明了将它们的应用范围扩大到北极其他地区的融化滑坡的可能性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Seasonal dynamics of a coupled hillslope — river system in the Arctic revealed by semi-automated satellite image analysis
Proliferation of retrogressive thaw slumps has the potential to dominate the sediment yield in arctic watersheds through an influx of hillslope-derived sediment to rivers. We develop a suite of algorithms to semi-automate measurements of thaw slump growth and river suspended sediment concentrations from satellite imagery with the intent of linking the production of sediments on a hillslope to the presence of sediment in an adjacent stream at the seasonal scale. We apply our semi-automated methods to quantify seasonal changes in scar zone area, headwall retreat, and suspended sediment concentration at a thaw slump in the Canadian Northwest Territories, which has doubled in size during the observation period. The semi-automated approaches record up to 30 cm/day of headwall retreat, strongly correlated with warm season temperature, and an approximate doubling in suspended sediment concentration downstream of the thaw slump relative to an upstream control reach. The semi-automated results of the slump growth compare well with previous observations of retrogressive thaw slumps and with manual measurements from satellite imagery. Seasonal patterns in the suspended sediment concentration and thaw slump erosion identify the signal of thaw slump sediments in the river as most prominent during the late summer, when sediment stored in the scar zone can be mobilized by precipitation. The ability of the semi-automated methods to capture the seasonal dynamics of the reach demonstrates the possibility of extending their use to other thaw slumps across the Arctic.
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来源期刊
Remote Sensing of Environment
Remote Sensing of Environment 环境科学-成像科学与照相技术
CiteScore
25.10
自引率
8.90%
发文量
455
审稿时长
53 days
期刊介绍: Remote Sensing of Environment (RSE) serves the Earth observation community by disseminating results on the theory, science, applications, and technology that contribute to advancing the field of remote sensing. With a thoroughly interdisciplinary approach, RSE encompasses terrestrial, oceanic, and atmospheric sensing. The journal emphasizes biophysical and quantitative approaches to remote sensing at local to global scales, covering a diverse range of applications and techniques. RSE serves as a vital platform for the exchange of knowledge and advancements in the dynamic field of remote sensing.
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