Assessment of the spatiotemporal dynamics of the hydrological state of non-perennial river systems and identification of flow-contributing areas

IF 1 4区 环境科学与生态学 Q4 WATER RESOURCES
Sagwati E Maswanganye, Timothy Dube, Nebo Jovanovic, Evison Kapangaziwiri, Dominic Mazvimavi
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Abstract

Non-perennial rivers (NPRs) have three hydrological states; each state has its importance, function and implication for water resource management. The dynamics of these states have been inadequately assessed and understood. Hence, this study sought to determine the spatiotemporal variations in the hydrological conditions of NPRs, focusing on the Touws River–Karoo drylands and Molototsi River within the semi-arid region of the Limpopo Province of South Africa. Additionally, the study aimed to delineate and characterize the primary areas contributing to runoff in these two river systems. Sentinel-1 and Sentinel-2 satellite data sources were employed in this study. Specifically, the modified normalized difference water index (MNDWI) derived from Sentinel-2 was utilized to delineate water surface areas along the two rivers. Subsequently, these derived datasets were utilized to assess the hydrological states over a 32-month period (2019–2022). Based on the presence of water, the river's state was classified as flowing, pooled, or dry. The results showed that remote sensing can be used to determine the hydrological state of the two river systems with ~90% overall accuracy. However, there is about a 30% chance that a flow event can be missed using Sentinel-2 due to clouds and temporal resolution. Some of these gaps can be filled using synthetic aperture radar (SAR) data (Sentinel-1), as demonstrated with the Molototsi River. In the Molototsi catchment, the upper catchment contributes the majority of flows. For the Touws River, the southwestern part of the catchment was determined as the major contributing area for the observed flows. This suggests that the chosen observation site might not be representative of upper catchment dynamics; therefore, a monitoring site in the upper catchment is required. This study provided hydrological information and an approach that can be used to monitor the hydrological states for better understanding and management of NPRs and catchments.
评估非常年河流水文状况的时空动态并确定流量贡献区
非多年河流(NPRs)有三种水文状态;每种状态都有其重要性、功能和对水资源管理的影响。对这些状态的动态评估和了解还不够。因此,本研究试图确定非河流水文条件的时空变化,重点是南非林波波省半干旱地区的图乌斯河-卡鲁旱地和莫洛托齐河。此外,该研究还旨在划定这两个河流系统的主要径流区并确定其特征。本研究采用了哨兵 1 号和哨兵 2 号卫星数据源。具体地说,利用从 Sentinel-2 导出的修正归一化差异水指数(MNDWI)来划定这两条河流沿岸的水面面积。随后,利用这些衍生数据集评估了 32 个月期间(2019-2022 年)的水文状况。根据是否有水,河流状态被划分为流动、汇集或干涸。结果表明,遥感技术可用于确定这两个河流系统的水文状态,总体准确率约为 90%。不过,由于云层和时间分辨率的原因,使用哨兵-2 号遥感器漏报流量事件的几率约为 30%。使用合成孔径雷达(SAR)数据(哨兵-1)可以填补其中的一些空白,莫洛托齐河就是一个很好的例子。在莫洛托齐河流域,大部分流量来自上游流域。对于图乌斯河,集水区的西南部被确定为观测到的流量的主要来源地。这表明,所选的观测点可能无法代表上游集水区的动态;因此,需要在上游集水区设立一个监测点。这项研究提供了水文信息和一种方法,可用于监测水文状态,以便更好地了解和管理国家水文站和集水区。
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来源期刊
Water SA
Water SA 环境科学-水资源
CiteScore
2.80
自引率
6.70%
发文量
46
审稿时长
18-36 weeks
期刊介绍: WaterSA publishes refereed, original work in all branches of water science, technology and engineering. This includes water resources development; the hydrological cycle; surface hydrology; geohydrology and hydrometeorology; limnology; salinisation; treatment and management of municipal and industrial water and wastewater; treatment and disposal of sewage sludge; environmental pollution control; water quality and treatment; aquaculture in terms of its impact on the water resource; agricultural water science; etc. Water SA is the WRC’s accredited scientific journal which contains original research articles and review articles on all aspects of water science, technology, engineering and policy. Water SA has been in publication since 1975 and includes articles from both local and international authors. The journal is issued quarterly (4 editions per year).
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