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RiMARS: An automated river morphodynamics analysis method based on remote sensing multispectral datasets

机译:RiMARS:一种基于遥感多光谱数据集的自动化河流形态动力学分析方法

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摘要

Assessment and monitoring of river morphology own an important role in river engineering; since, changes in river morphology including erosion and sedimentation affect river cross-sections and flow processes. An approach for River Morphodynamics Analysis based on Remote Sensing (RiMARS) was developed and tested on the case of Mollasadra dam construction on the Kor River, Iran. Landsat multispectral images obtained from the open USGS dataset are used to extract river morphology dynamics by the Modified Normalized Difference Water Index (MNDW1). RiMARS comes with a river extraction module which is independent of threshold segmentation methods to produce binary-level images. In addition, RiMARS is equipped with developed indices for assessing the morphological alterations. Five characteristics of river morphology (spatiotemporal Sinuosity Index (SI), Absolute Centerline Migration (ACM). Rate of Centerline Migration (RCM), River Linear Pattern (RLP), and Meander Migration Index (MMI)), are applied to quantify river morphology changes. The results indicated that the Kor River centerline underwent average annual migration of 40 cm to the southwest during 1993-2003 (pre-construction impact), 20 cm to the northeast during 2003-2011, and 40 cm to the south-west during 2011-2017 (post-construction impact). Spatially, as the Kor River runs towards the Doroudzan dam, changes in river morphology have increased from upstream to downstream; particularly evident where the river flows in a plain instead of the valley. Based on SI values, there was a 5% change in the straight sinuosity class in the pre-construction period, but an 18% decrease in the straight class during the post-construction period. Here we demonstrate the application of RiMARS in assessing the impact of dam construction on morphometric processes in Kor River, but it can be used to assess other riverine changes, including tracking the unauthorized water consumption using diverted canals. RiMARS can be applied on multispectral images.
机译:河流形态的评估和监测在河流工程中具有重要作用。因此,包括侵蚀和沉积在内的河流形态变化都会影响河流的断面和流量过程。开发了一种基于遥感的河流形态动力学分析方法(RiMARS),并在伊朗库尔河的Mollasadra大坝建设案例中进行了测试。从开放的USGS数据集中获得的Landsat多光谱图像用于通过修正归一化差异水指数(MNDW1)提取河流形态动态。 RiMARS附带了河流提取模块,该模块独立于阈值分割方法来生成二进制图像。此外,RiMARS配备了用于评估形态变化的发达指标。利用河流形态的五个特征(时空正弦指数(SI),绝对中心线迁移(ACM),中心线迁移率(RCM),河流线性模式(RLP)和曲折迁移指数(MMI))来量化河流形态变化。结果表明,科尔河中心线在1993-2003年(建设前影响)向西南方向平均年迁移40厘米,在2003-2011年向东北方向平均年迁移,在2011-2011年向西南方向平均年迁移40厘米。 2017年(施工后影响)。在空间上,随着Kor河流向Doroudzan大坝,河道形态的变化从上游到下游都在增加。在平原而不是山谷中流淌的河流尤为明显。基于SI值,在施工前的直线度等级变化为5%,而在施工后的直线度等级下降了18%。在这里,我们展示了RiMARS在评估大坝建设对Kor River形态计量学过程的影响中的应用,但是它可以用于评估其他河流变化,包括使用分流的运河追踪未经授权的用水。 RiMARS可以应用于多光谱图像。

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