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The energy-limited water loss of an alpine shrubland on the northeastern Qinghai-Tibetan Plateau, China 中国青藏高原东北部高山灌木林地的能量限制性水分损失
IF 4.7 2区 地球科学 Q1 WATER RESOURCES Pub Date : 2024-07-30 DOI: 10.1016/j.ejrh.2024.101905

Study region

Alpine shrubland on the northeastern Qinghai-Tibetan Plateau.

Study focus

Water provision ability is a pivotal ecological service of high-altitude alpine regions and is controlled by precipitation, evapotranspiration (ET), and soil water storage whereas the underlying ecohydrological processes remain highly unquantified. Here, we investigated continuous 19-year flux measurements to quantify the temporal patterns of ET and water budget (precipitation minus ET, P−ET), as well as 0-20 cm soil water storage change (ΔSWS).

New hydrological insights for the region

At a monthly scale, ET peaked in July (96.7 ± 26.4 mm, Mean ± S.D.) and averaged 41.7 ± 31.9 mm, whose variations were determined by the slope of the saturation vapor pressure curve at air temperature, air and soil temperatures, regardless of vegetation growth stage. P−ET averaged 18.3 ± 26.3 mm in August and September while stayed deficit during the other months. The variations in P−ET were controlled by precipitation in the May-October growing season whereas by ET in the non-growing season from November to April. ΔSWS peaked in May (28.8 ± 11.2 mm) and September (3.0 ± 2.7 mm) and almost accumulated to zero over the whole season. At annual scales, none of ET, P−ET, and ΔSWS changed significantly. ET averaged 512.2 ± 68.4 mm and exceeded precipitation (459.1 ± 58.4 mm), likely due to the lateral flow supply of uphill locations. The variations in ET were regulated directly by bulk canopy resistance and indirectly by net radiation. P−ET averaged −53.2 ± 95.4 mm and demonstrated a clear water deficit (−51.6 ± 21.0 mm) during the non-growing season. The variations of P−ET were driven jointly by precipitation and ET, with opposite but equivalent effects. The dominance of thermal conditions and energy availability on ET variability manifested an energy-limited feature of water loss in the alpine shrubland. The temporal patterns in P−ET elucidated that the alpine shrubland plays the water retention rather than water provision function through transforming variable precipitation input into stable ET loss.

研究重点水供应能力是高海拔高寒地区的一项关键生态服务,它受降水、蒸散(ET)和土壤蓄水的控制,而其背后的生态水文过程却仍极不量化。在这里,我们对连续 19 年的通量测量进行了研究,以量化蒸散发和水预算(降水量减去蒸散发,P-ET)的时间模式,以及 0-20 厘米土壤储水量的变化(ΔSWS)。其变化取决于气温、空气和土壤温度下饱和蒸气压曲线的斜率,与植被生长阶段无关。P-ET 在 8 月和 9 月平均为 18.3 ± 26.3 毫米,而在其他月份则保持赤字。P-ET 的变化在 5 月至 10 月的生长季受降水控制,而在 11 月至 4 月的非生长季受蒸散发控制。ΔSWS 在 5 月(28.8 ± 11.2 毫米)和 9 月(3.0 ± 2.7 毫米)达到峰值,整个季节几乎累积为零。在年尺度上,蒸散发、P-ET 和 ΔSWS 均无显著变化。蒸散发平均为 512.2 ± 68.4 毫米,超过了降水量(459.1 ± 58.4 毫米),这可能是由于上坡地点的侧向水流供应所致。蒸散发的变化直接受冠层阻力的影响,间接受净辐射的影响。P-ET 平均为 -53.2 ± 95.4 毫米,在非生长季节明显缺水(-51.6 ± 21.0 毫米)。P-ET 的变化是由降水和蒸散发共同驱动的,两者的影响相反但等效。热条件和能量供应对蒸散发变化的主导作用体现了高山灌木林水分损失的能量限制特征。P-ET的时间模式阐明,高山灌木林通过将可变的降水输入转化为稳定的蒸散发损失,发挥了保水而非供水的功能。
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引用次数: 0
Identifying manning roughness coefficient using automatic calibration method and simulation of pollution incidents in the Nile River, Egypt 利用自动校准方法确定人流粗糙度系数并模拟埃及尼罗河的污染事件
IF 4.7 2区 地球科学 Q1 WATER RESOURCES Pub Date : 2024-07-30 DOI: 10.1016/j.ejrh.2024.101908

Study region

A reach of the Nile River located between Naga Hammadi barrage and Asyut barrage, Egypt

Study focus

An accurate representation of hydrodynamics of an important water source helps cope with expected future climate changes, pollution incidents and water quality problems. Here, a comparison between HEC-RAS 1D and TELEMAC-2D model was conducted by identifying different Manning coefficients. Moreover, an automatic calibration using Dual-Annealing optimization method was applied for first time to calibrate the model with non-uniform Manning coefficients. The transport of tracer (pollution) was simulated by computing tracer residence times. Pollution transport scenarios were discussed to draw a picture of pollution incidents which will continue to happen in the future. An equation indicating the relation between flow discharge and residence time was derived to hurriedly help decision makers in water management during sudden pollution incidents.

New hydrological insights for the region

A model with spatially variable Manning coefficients using TELEMAC-2D was set up and calibrated achieving good accuracyies with average errors of approximately 4 cm and 7 cm between field and simulated water levels for two different discharge scenarios. Moreover, an equation for relation between flow discharge and residence time was derived producing a strong correlation coefficient of 0.95. This study, integrating advanced hydrodynamic models and automatic calibration techniques, provides a robust framework for assessing and managing water resource challenges under varying flow conditions.

研究区域尼罗河位于埃及 Naga Hammadi 拦河坝和 Asyut 拦河坝之间的一段河段研究重点对重要水源的流体动力学进行准确描述有助于应对未来预期的气候变化、污染事件和水质问题。在此,通过确定不同的曼宁系数,对 HEC-RAS 1D 和 TELEMAC-2D 模型进行了比较。此外,还首次采用了双退火优化方法自动校准非均匀曼宁系数模型。通过计算示踪剂的停留时间,模拟了示踪剂(污染)的传输。对污染迁移情景进行了讨论,以描绘未来将继续发生的污染事件。为该地区提供了新的水文见解使用 TELEMAC-2D 建立并校准了具有空间可变曼宁系数的模型,在两种不同的排放情况下,实地水位与模拟水位之间的平均误差约为 4 厘米和 7 厘米,精度良好。此外,还推导出了流量和停留时间之间的关系式,相关系数高达 0.95。这项研究集成了先进的水动力模型和自动校准技术,为评估和管理不同流量条件下的水资源挑战提供了一个强大的框架。
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引用次数: 0
Assessing terrestrial water storage variations in Afghanistan using GRACE and FLDAS-Central Asia data 利用 GRACE 和 FLDAS 中亚数据评估阿富汗陆地蓄水量变化
IF 4.7 2区 地球科学 Q1 WATER RESOURCES Pub Date : 2024-07-30 DOI: 10.1016/j.ejrh.2024.101906

Study region

Afghanistan, Central Asia.

Study focus

In this study, we evaluated the terrestrial water storage dynamics in Afghanistan and its five major river basins using the terrestrial water storage anomalies (TWSA) from three Gravity Recovery and Climate Experiment (GRACE) mascons observations from JPL, CSR, and GSFC processing centers, and the Famine Early Warning Systems Network (FEWS NET) Land Data Assimilation System – Central Asia (FLDAS-CA) simulation.

New hydrological insights for the regions

Since 2008, due to intense and prolonged drought conditions and groundwater overexploitation, TWS in Afghanistan has been decreasing at an alarming rate. The average slopes of the TWSA trend in Afghanistan for the GRACE period (2003–2016) of the three products range between − 3.6 to − 4.8 mm/year. The decrease in TWS is further exacerbated during the GRACE-FO period (2019–2022), ranging between − 20.4 to − 30 mm/year. Because groundwater is heavily relied on in the country but human-induced change (i.e., groundwater extraction) is not simulated in FLDAS-CA, a significant difference could be observed between GRACE observations and FLDAS-CA results, especially following after each severe drought event (e.g., 2008, 2018) when substantial groundwater extraction occurred. The assimilation of GRACE observations into the FLDAS-CA framework will undoubtedly have a positive impact for decision-makers and local stakeholders in preparing and mitigating the impacts of drought and groundwater overexploitation in Afghanistan and Central Asia.

研究区域阿富汗、中亚。研究重点在这项研究中,我们利用来自 JPL、CSR 和 GSFC 处理中心的三个重力恢复和气候实验(GRACE)马斯克观测数据的陆地蓄水异常(TWSA),以及饥荒预警系统网络(FEWS NET)陆地数据同化系统-中亚(FLDAS-CA)模拟,评估了阿富汗及其五大流域的陆地蓄水动态。对各地区水文情况的新认识自 2008 年以来,由于严重的长期干旱和地下水的过度开采,阿富汗的总悬浮水量以惊人的速度下降。在 GRACE 期间(2003-2016 年),三种产品的阿富汗 TWSA 趋势平均斜率介于-3.6 至-4.8 毫米/年之间。在 GRACE-FO 期间(2019-2022 年),TWS 的下降进一步加剧,介于-20.4 至-30 毫米/年之间。由于该国严重依赖地下水,但 FLDAS-CA 未模拟人类引起的变化(即地下水抽取),因此 GRACE 观测结果与 FLDAS-CA 结果之间存在显著差异,尤其是在每次严重干旱事件(如 2008 年、2018 年)之后,当时发生了大量地下水抽取。将 GRACE 观测数据同化到 FLDAS-CA 框架中,无疑将对决策者和当地利益相关者防备和减轻阿富汗和中亚地区干旱和地下水过度开采的影响产生积极影响。
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引用次数: 0
Streamflow response to land use/land cover change in the tropical Andes using multiple SWAT model variants 利用多种 SWAT 模型变体研究热带安第斯山脉的溪流对土地利用/土地覆盖变化的响应
IF 4.7 2区 地球科学 Q1 WATER RESOURCES Pub Date : 2024-07-19 DOI: 10.1016/j.ejrh.2024.101888

Study region

Tropical watershed in the Colombian Andes, the Chico River (CR) watershed.

Study focus

Hydrological models are widely used to project the impacts of LULC (Land Use/Land Cover) change on water budget. However, their ability to produce reliable predictions depends on how accurately they represent the role of vegetation in the watershed’s water balance. We analyze how different representations of Leaf Area Index (LAI) affect streamflow responses to LULC change using the Soil and Water Assessment Tool (SWAT) model. We also examine streamflow response to 100 % pasture cover (PAS), 100 % forest cover (FOR), and a control scenario using the original SWAT model, SWAT-T, and a proposed new variant (SWAT-Tb), which improves LAI bimodal representation for tropical regions.

New hydrological insights for the region

SWAT-T and SWAT-Tb reproduce observed LAI and streamflow in the CR watershed. However, SWAT-T restricts LAI simulation to unimodal seasonality, while the original SWAT reproduces streamflow but not LAI seasonality. Results using SWAT-T (unimodal LAI) and SWAT-Tb (constant and bimodal LAI) show streamflow increases during the dry seasons for the FOR scenario and decreases for the PAS scenario. Conversely, the original SWAT, with its default LAI representation, tends to underestimate and overestimate streamflow changes in the FOR and PAS scenarios, respectively. Our results highlight that an unrealistic LAI representation can mislead LULC change impact assessments on streamflow in the tropical Andes.

研究区域哥伦比亚安第斯山脉的热带流域,奇科河(CR)流域。研究重点水文模型被广泛用于预测 LULC(土地利用/土地覆盖)变化对水预算的影响。然而,这些模型能否做出可靠的预测,取决于它们在多大程度上准确地反映了植被在流域水量平衡中的作用。我们利用水土评估工具(SWAT)模型,分析了叶面积指数(LAI)的不同表示方法如何影响溪流对 LULC 变化的响应。我们还使用原始 SWAT 模型、SWAT-T 和提议的新变体(SWAT-Tb)研究了 100% 牧草覆盖率(PAS)、100% 森林覆盖率(FOR)和对照情景下的溪流响应,SWAT-T 和 SWAT-Tb 改进了热带地区的 LAI 双峰表示法。然而,SWAT-T 将 LAI 模拟限制为单模季节性,而原始 SWAT 重现了河水流量,但没有重现 LAI 季节性。使用 SWAT-T(单模态 LAI)和 SWAT-Tb(恒定和双模态 LAI)得出的结果显示,在 FOR 方案下,旱季的溪流会增加,而在 PAS 方案下,溪流会减少。相反,采用默认 LAI 表示法的原始 SWAT 在 FOR 和 PAS 情景下分别倾向于低估和高估溪流变化。我们的结果突出表明,不切实际的 LAI 表示法会误导 LULC 变化对热带安第斯山脉溪流影响的评估。
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引用次数: 0
The influence of different tree species and age on the surface water balance of a small commercial forestry catchment 不同树种和树龄对一个小型商业林业集水区地表水平衡的影响
IF 4.7 2区 地球科学 Q1 WATER RESOURCES Pub Date : 2024-07-19 DOI: 10.1016/j.ejrh.2024.101893

Acacia mearnsii and Eucalyptus dunnii plantations play an important role in the South African economy as a source for a variety of wood products. However, these species are commonly associated with high evapotranspiration (ET) which may cause streamflow reduction, affecting downstream water users who are reliant on the stream for survival. The potential future increase in exotic plantations worldwide necessitates understanding the impact of these different species on the water balance, hence the streamflow. At the Two Streams research catchment in South Africa, intense hydrological observations (streamflow, ET and weather) have been conducted on A. mearnsii for almost two decades. In 2018, the catchment was clear-felled with subsequent replanting of E. dunnii and hydrological measurements continued. This provided an opportunity to present observations of the surface water balance of the catchment. However, gaps in the data at various times prevented a compilation of a continuous hydrological record. Therefore, three window periods, with complete records of streamflow, ET and precipitation, and with similar weather conditions, were compared. Only the interception loss (Il) was estimated using the Von Hoyningen-Huene method. First window, A. mearnsii trees were three years old (Amear3), second window, A. mearnsii trees were seven years old (Amear7) and the third window, E. dunnii trees were three years old (Edun3). Results indicated a negative catchment surface water balance for all window periods. During the Amear7 window period, the Il was highest compared to the young crops, which reduced effective precipitation, in turn contributing to the lowest measured streamflow. The negative surface water balance and high ET, suggests that trees were accessing water not quantified in the surface water balance. Crops of all three window periods were found to have the potential to significantly reduce the streamflow, which may in turn affect downstream water users. Further research using isotopes to trace the sources of water used by trees in the system is suggested.

相思树和桉树种植园作为各种木材产品的来源,在南非经济中发挥着重要作用。然而,这些树种通常蒸散量(ET)较高,可能会导致溪流流量减少,影响下游依赖溪流生存的用水户。未来全球外来植物种植可能会增加,因此有必要了解这些不同物种对水平衡的影响,进而了解溪流。在南非的 "两溪 "研究集水区,对 A. mearnsii 进行了近二十年的密集水文观测(溪流、蒸散发和天气)。2018 年,集水区进行了清伐,随后重新种植了 E. dunnii,并继续进行水文测量。这为展示集水区地表水平衡观测结果提供了机会。然而,由于不同时期的数据存在缺口,因此无法编制连续的水文记录。因此,我们对三个窗口期进行了比较,这三个窗口期都有完整的溪流、蒸散发和降水记录,且天气条件相似。仅使用 Von Hoyningen-Huene 方法估算截流损失(Il)。第一个窗口中,A. mearnsii 树龄为三年(Amear3),第二个窗口中,A. mearnsii 树龄为七年(Amear7),第三个窗口中,E. dunnii 树龄为三年(Edun3)。结果表明,所有窗口期的集水区地表水平衡均为负值。在 Amear7 窗口期,与年轻作物相比,Il 最高,这减少了有效降水,进而导致测得的溪流流量最低。负地表水平衡和高蒸散发表明,树木正在获取地表水平衡中未量化的水量。研究发现,所有三个窗口期的作物都有可能显著减少溪流,进而影响下游用水户。建议进一步开展研究,利用同位素追踪系统中树木的用水来源。
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引用次数: 0
Building footprint layers show that flooding risk increased more due to greater building exposure than to greater peak discharge with urbanisation in SE France 建筑物足迹图层显示,在法国东南部,随着城市化进程的推进,洪水风险的增加更多是由于建筑物暴露面积的增加,而不是由于峰值排水量的增加。
IF 4.7 2区 地球科学 Q1 WATER RESOURCES Pub Date : 2024-07-17 DOI: 10.1016/j.ejrh.2024.101882

Study region

South-east Mediterranean France

Study focus

Urbanisation and climate change are producing unprecedented flood risks. Urbanisation increases storm peak discharge and flooded area. Building in the flood plain exposes more people and infrastructure to floods. This study examines the impact of urbanisation over 3 decades (1988/90–2020) on flood risk in SE France. Building footprint layers were used to quantify urban growth, and peak discharge and flooded area were modeled for 3 12-hr rainfall events: 80 mm, 140 mm, and 200 mm. Building growth ranged from 28 % to 65 %. Total imperviousness grew at a rate that was equal to or greater than built area. The relative increase in peak discharge was greatest for the 80-mm event (+12.2 %) and diminished to its lowest value for the 200-mm event (+2.4 %).

New hydrological insights for the region

Flooded area increased proportionately to changes in peak discharge, but mean growth in flooded building footprint area was almost 43 times greater than growth in flooded area. New buildings within the flooded perimeter contributed more to flood risk than changes in peak discharge and flooded area. Planning legislation limited growth close to channels, but flood risk grew rapidly beyond in less restricted areas. Building footprint data provide an accurate approach to mapping changes in flood risk with urbanisation.

研究地区法国地中海东南部研究重点城市化和气候变化正在带来前所未有的洪水风险。城市化增加了暴雨峰值流量和洪涝面积。洪泛平原上的建筑使更多人和基础设施面临洪水威胁。本研究探讨了城市化在 30 年内(1988/90-2020 年)对法国东南部洪水风险的影响。使用建筑足迹层对城市增长进行量化,并对 3 次 12 小时降雨事件的峰值排水量和淹没面积进行建模:分别为 80 毫米、140 毫米和 200 毫米。建筑物增长率从 28% 到 65% 不等。总不透水面积的增长速度等于或大于建筑面积的增长速度。对该地区水文的新见解淹没面积的增加与峰值排水量的变化成正比,但淹没建筑物占地面积的平均增长几乎是淹没面积增长的 43 倍。与洪峰流量和淹没面积的变化相比,淹没区周边的新建建筑对洪水风险的影响更大。规划法规限制了靠近河道地区的增长,但在限制较少的地区,洪水风险增长迅速。建筑物足迹数据为绘制城市化带来的洪水风险变化图提供了准确的方法。
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引用次数: 0
Morphological development of drying shrinkage cracks at the rocksoil interface in a karst rocky desertification area 岩溶石漠化地区岩土界面干燥收缩裂缝的形态发展
IF 4.7 2区 地球科学 Q1 WATER RESOURCES Pub Date : 2024-07-17 DOI: 10.1016/j.ejrh.2024.101894

Study region

karst rocky desertification area, China

Study focus

The rocksoil interface, where exposed bedrock is in abrupt contact with the soil, is prevalent in rocky desertification areas. As a constraining boundary condition of soils, drying shrinkage cracks are easily developed at the rocksoil interface of outcrops with weak or un-weathered bedrock, but the shrinkage crack development under these conditions is still unknown, which seriously restricts a profound understanding of the hydrological processes on karst slopes with exposed bedrocks. This study aims to quantify the geometric morphological characteristics of these shrinkage cracks and the block areas cut by the crack network during the crack development, as well as to explore the development of drying shrinkage cracks at the rocksoil interface of outcrops.

New hydrological insights

When the soil moisture content was between 24.1 % and 28.6 %, shrinkage cracks at the rocksoil interface (CRSI) first formed along the border between rocks and soils and then at the soil surface perpendicular to the former, most of the cracks intersected vertically in shapes of "T" or "+". The geometric parameters of shrinkage cracks initially increased before stabilizing and reached a stabilization stage as soon as the moisture content decreased. However, all of them finally shrank slightly in the later stages of soil water loss in thicker soils. Soil thickness was not a crucial factor affecting the CRSI formation. The CRSI were 1.2 times wider than all other cracks, while being infrequent and making up just 40 % of the total length and area of all cracks. As a result, the CRSI may grow into a key pathway for the establishment of preferred flow at the rocksoil interface, which should be paid attention in the hydrological processes in the karst rocky desertification region.

研究地区中国喀斯特石漠化地区研究重点石漠化地区普遍存在裸露基岩与土壤突然接触的岩土界面。作为土壤的约束边界条件,在基岩软弱或未风化的露头岩土界面上容易产生干燥收缩裂缝,但这些条件下的收缩裂缝发育情况尚不清楚,这严重制约了对基岩裸露岩溶边坡水文过程的深刻理解。本研究旨在量化这些收缩裂缝的几何形态特征和裂缝发展过程中裂缝网络切割的块体面积,并探索露头岩土界面干燥收缩裂缝的发展。水文新认识当土壤含水量在 24.1 % 至 28.6 % 之间时,岩土界面干缩裂缝(CRSI)首先沿岩土边界形成,然后在垂直于前者的土壤表面形成,大部分裂缝呈 "T "或"+"形垂直相交。收缩裂缝的几何参数在稳定前最初是增加的,当含水量降低时达到稳定阶段。然而,在较厚土壤的后期土壤失水阶段,所有收缩裂缝最终都略有收缩。土壤厚度并不是影响 CRSI 形成的关键因素。CRSI 的宽度是所有其他裂缝的 1.2 倍,但并不常见,仅占所有裂缝总长度和总面积的 40%。因此,CRSI 可能会成为在岩土界面建立优先流的关键通道,这在岩溶石漠化地区的水文过程中应引起重视。
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引用次数: 0
Exploring groundwater patterns in Souss-Massa Mountainous Basin, Morocco: A fusion of fractal analysis and machine learning techniques on gravity data 探索摩洛哥 Souss-Massa 山地盆地的地下水模式:在重力数据上融合分形分析和机器学习技术
IF 4.7 2区 地球科学 Q1 WATER RESOURCES Pub Date : 2024-07-17 DOI: 10.1016/j.ejrh.2024.101891

Groundwater potential in Morocco’s Souss-Massa mountainous basin (SMMB) is being identified using geospatial tools and geological data. We deployed four mathematical models, namely Data-Driven Multi-index Overlay (DMIO), Geometric Average (GA), Support Vector Machine (SVM), and Logistic Regression (LR), to establish data-driven patterns among the nine influencing factors, primarily drainage density, permeability, slope, distance to rivers, elevation, lineament density, distance to lineaments, intersection node density, and rainfall. Based on the Concentration-Area (C-A) fractal approach, the findings of the four models were developed and classified into five levels of potentiality ranging from very low to very high. The regions designated as having high and very high potentialities for the DMIO, GA, SVM, and LR models, respectively, account for 22.44 %, 9.80 %, 19.36 %, and 26.77 % of the overall basin. We validated the models by calculating each model's area under the ROC curve (AUC). The estimated AUC values are more than 70 %, suggesting the model performs well. The four models' performance was compared, revealing that the SVM model outperforms the others. Gravimetric data shows that possible groundwater zones closely coincide with gravimetric lineaments. The findings of this study can provide valuable insights to decision-makers, allowing them to improve decision-making processes and develop holistic groundwater resource management in the Souss-Massa mountainous basin (SMMB).

摩洛哥苏斯-马萨山区盆地(SMMB)的地下水潜力正在利用地理空间工具和地质数据进行鉴定。我们采用了四种数学模型,即数据驱动的多指标叠加(DMIO)、几何平均(GA)、支持向量机(SVM)和逻辑回归(LR),在九个影响因素(主要是排水密度、渗透性、坡度、河流距离、海拔高度、线状密度、线状距离、交叉节点密度和降雨量)之间建立了数据驱动的模式。根据 "浓度-面积(C-A)分形法",对四个模型的研究结果进行了开发,并将其划分为从极低到极高的五个潜力等级。在 DMIO、GA、SVM 和 LR 模型中被指定为高潜力和极高潜力的区域分别占整个流域的 22.44%、9.80%、19.36% 和 26.77%。我们通过计算每个模型的 ROC 曲线下面积(AUC)来验证模型。估计的 AUC 值均超过 70%,表明模型性能良好。对四个模型的性能进行比较后发现,SVM 模型的性能优于其他模型。重力测量数据显示,可能的地下水带与重力测量线形紧密重合。这项研究的结果可为决策者提供宝贵的见解,使他们能够改进决策过程,并在苏斯-马萨山区盆地(SMMB)开展全面的地下水资源管理。
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引用次数: 0
Identifying recharge areas for the upstream portion aquifers of Awash Basin, Ethiopia 确定埃塞俄比亚阿瓦什盆地上游含水层的补给区
IF 4.7 2区 地球科学 Q1 WATER RESOURCES Pub Date : 2024-07-15 DOI: 10.1016/j.ejrh.2024.101890

Study area

The western and eastern flanks of Ethiopia's Awash and Abay Basins, respectively.

Study focus

Identifying recharge zones of the main aquifers in the Upper Awash Basin, which are water resources targeted for long-term sustainable use. In this work, lithohydrostratigraphic concepts with fracture density, hydrogeochemical and stable isotopic insights were applied using information from 94 water-supply wells, 188 geoelectrical resistivity, 124 hydrochemistry, and 81 stable isotopic data sets.

New hydrogeological insights of the area

The results illustrate that recharge of superficial deposits and Rift basalt aquifers is from modern precipitation and from nearby streams/rivers through fractures, which is exemplified by mixed CaHCO3 or CaMgHCO3 water types of low TDS (<200 mg/l), high Ca/Na ratio (>5), low RA (<2.0), enriched isotopic signature, and high deuterium excess (13.3). Seepage from the overlying aquifers, as well as direct precipitation in locations where the unit is exposed, form the mechanisms of recharge for fractured ignimbrite aquifer. The highland and transition areas are dominantly the recharge areas for the regional scoriaceous basalt aquifer. These areas have high fracture density (0.96<FD<3.0 km/km2), mineralized NaHCO3 water type, high TDS (>468 mg/l), low Ca/Na ratio (<1), high RA (>2.0), highly depleted isotopic signals, and low deuterium excess (<11) relative to the Local Meteoric Water Line. The results also reveal groundwater flux from the adjacent eastern flank of Abay Basin.

研究区域埃塞俄比亚阿瓦士盆地和阿拜盆地的西侧和东侧。研究重点确定上阿瓦士盆地主要含水层的补给区,这些含水层是长期可持续利用的水资源。在这项工作中,利用 94 口供水井、188 个地质电阻率、124 个水文化学和 81 个稳定同位素数据集的信息,应用了具有断裂密度、水文地质化学和稳定同位素见解的岩石水文地层学概念。结果表明,表层沉积和裂谷玄武岩含水层的补给来自现代降水和附近的溪流/河流穿过裂缝的补给,具体表现为低 TDS(200 毫克/升)、高 Ca/Na 比(5)、低 RA(2.0)、富同位素特征和高氘过量(13.3)的 CaHCO3 或 CaMgHCO3 混合水类型。上覆含水层的渗流以及该单元出露地段的直接降水构成了断裂火烧云含水层的补给机制。高地和过渡区是区域矢状玄武岩含水层的主要补给区。这些地区具有高断裂密度(0.96<FD<3.0 km/km2)、矿化 NaHCO3 水类型、高 TDS(>468 mg/l)、低 Ca/Na 比(<1)、高 RA(>2.0)、高贫化同位素信号以及相对于当地陨水线的低氘过量(<11)。研究结果还揭示了邻近的阿拜盆地东翼的地下水流。
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引用次数: 0
Developing flood mapping procedure through optimized machine learning techniques. Case study: Prahova river basin, Romania 通过优化机器学习技术开发洪水测绘程序。案例研究:罗马尼亚普拉霍瓦河流域
IF 4.7 2区 地球科学 Q1 WATER RESOURCES Pub Date : 2024-07-13 DOI: 10.1016/j.ejrh.2024.101892
Daniel Constantin Diaconu , Romulus Costache , Abu Reza Md. Towfiqul Islam , Manish Pandey , Subodh Chandra Pal , Arun Pratap Mishra , Chaitanya Baliram Pande

Study region

Prahova river basin located in the central-southern region of Romania.

Study focus

This study aims to assess the susceptibility to flooding by using state-of-the-art machine learning and optimization procedures. To achieve this goal, we employed ten flood-related variables as independent variables in our machine learning models. These variables include slope angle, convergence index, distance from the river, elevation, plan curvature, hydrological soil group, lithology, topographic wetness index, rainfall, and land use. We used 158 flood locations as dependent variables in the training of four hybrid models: Deep Learning Neural Network-Statistical Index (DLNN-SI), Particle Swarm Optimization-Deep Learning Neural Network-Statistical Index (PSO-DLNN-SI), Support Vector Machine-Statistical Index (SVM-SI), and Particle Swarm Optimization-Support Vector Machine-Statistical Index (PSO-SVM-SI). Utilizing the Statistical Index method, we calculated coefficients for each flood predictor class or category.

New hydrological insights for the region

The PSO-DLNN-SI model demonstrated the best performance, achieving an AUC-ROC curve of 0.952. It's worth noting that the application of the PSO algorithm significantly enhanced the model's performance. Additionally, it's crucial to highlight that approximately 25 % of the study region exhibits a high to very high susceptibility to flood events. Taking into account the very precise results of the models applied in the present study, we can state that from a hydrological point of view, the current research contributes to a better understanding of the intensity with which floods can affect the different areas of the Prahova river basin.

研究区域位于罗马尼亚中南部地区的普拉霍瓦河流域。研究重点本研究旨在利用最先进的机器学习和优化程序来评估洪水的易发性。为实现这一目标,我们在机器学习模型中采用了十个与洪水相关的变量作为自变量。这些变量包括坡度角、收敛指数、与河流的距离、海拔高度、平面曲率、水文土壤类别、岩性、地形湿润指数、降雨量和土地利用。在四个混合模型的训练中,我们使用了 158 个洪水地点作为因变量:深度学习神经网络-统计指数(DLNN-SI)、粒子群优化-深度学习神经网络-统计指数(PSO-DLNN-SI)、支持向量机-统计指数(SVM-SI)和粒子群优化-支持向量机-统计指数(PSO-SVM-SI)。利用统计指数法,我们计算出了每个洪水预测等级或类别的系数。PSO-DLNN-SI 模型表现最佳,AUC-ROC 曲线达到 0.952。值得注意的是,PSO 算法的应用大大提高了模型的性能。此外,需要强调的是,研究区域约有 25% 的面积易受洪水事件影响。考虑到本研究中应用的模型非常精确的结果,我们可以说,从水文角度来看,目前的研究有助于更好地理解洪水对普拉霍瓦河流域不同地区的影响强度。
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引用次数: 0
期刊
Journal of Hydrology-Regional Studies
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