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Mountain Streambed Roughness and Flood Extent Estimation from Imagery Using the Segment Anything Model (SAM) 利用分段任何模型 (SAM) 从图像中估算山区河床崎岖度和洪水范围
IF 3.2 Q2 Earth and Planetary Sciences Pub Date : 2024-01-31 DOI: 10.3390/hydrology11020017
B. Baziak, Marek Bodziony, Robert Szczepanek
Machine learning models facilitate the search for non-linear relationships when modeling hydrological processes, but they are equally effective for automation at the data preparation stage. The tasks for which automation was analyzed consisted of estimating changes in the roughness coefficient of a mountain streambed and the extent of floods from images. The Segment Anything Model (SAM) developed in 2023 by Meta was used for this purpose. Images from many years from the Wielka Puszcza mountain stream located in the Polish Carpathians were used as the only input data. The model was not additionally trained for the described tasks. The SAM can be run in several modes, but the two most appropriate were used in this study. The first one is available in the form of a web application, while the second one is available in the form of a Jupyter notebook run in the Google Colab environment. Both methods do not require specialized knowledge and can be used by virtually any hydrologist. In the roughness estimation task, the average Intersection over Union (IoU) ranges from 0.55 for grass to 0.82 for shrubs/trees. Ultimately, it was possible to estimate the roughness coefficient of the mountain streambed between 0.027 and 0.059 based solely on image data. In the task of estimation of the flood extent, when selecting appropriate images, one can expect IoU at the level of at least 0.94, which seems to be an excellent result considering that the SAM is a general-purpose segmentation model. It can therefore be concluded that the SAM can be a useful tool for a hydrologist.
机器学习模型有助于在水文过程建模时寻找非线性关系,但对于数据准备阶段的自动化也同样有效。分析自动化的任务包括根据图像估算山区河床粗糙度系数的变化和洪水范围。为此,我们使用了 Meta 公司于 2023 年开发的分段任意模型(SAM)。该模型仅使用了波兰喀尔巴阡山脉 Wielka Puszcza 山涧多年来的图像作为输入数据。该模型未针对所述任务进行额外训练。SAM 可以在多种模式下运行,但本研究使用了两种最合适的模式。第一种是网络应用程序,第二种是在谷歌 Colab 环境中运行的 Jupyter 笔记本。这两种方法都不需要专业知识,几乎所有水文工作者都可以使用。在粗糙度估算任务中,草地和灌木/树木的平均交集(IoU)范围从 0.55 到 0.82。最终,仅凭图像数据就可以估算出山地河床的粗糙度系数在 0.027 到 0.059 之间。在洪水范围估算任务中,如果选择合适的图像,IoU 至少可以达到 0.94,考虑到 SAM 是一个通用的分割模型,这似乎是一个非常好的结果。因此可以得出结论,SAM 可以成为水文学家的有用工具。
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引用次数: 0
Assessing the Efficiency of Rainstorm Drainage Networks Using Different Arrangements of Grate Inlets 使用不同的篦式进水口排列评估暴雨排水网络的效率
IF 3.2 Q2 Earth and Planetary Sciences Pub Date : 2024-01-31 DOI: 10.3390/hydrology11020018
Ismail Fathy, Gamal M. Abdel-Aal, M. Fahmy, Amira A. Fathy, Martina Zelenakova, Hany F. Abd-Elhamid, Jakub Raček, Ahmed Moustafa A. Moussa
Urban flooding is a problem faced by most countries because of climate change. Without storm drainage systems, negative impacts may occur, such as traffic problems and increasing groundwater levels, especially in lowlands. The implementation of storm drainage networks and their fittings in poor countries is affecting their economic development. Therefore, improving the efficiency of the storm drainage network is an important issue that should be considered. This paper aims to study the most appropriate position or arrangements of grate inlets to upgrade drainage efficiency at less cost. Different arrangements of grates were studied and their efficiency was determined. A comparison between the total grate’s efficiency was conducted and the best arrangement was selected. Additionally, a dimensional analysis equation was developed to determine the total efficiency of the system. Finally, the FLOW-3D program was used to simulate the laboratory results using different discharges and numbers of inlets. The error of calculation ranged between 5% and 8%. Therefore, the results indicated that this program is a powerful tool for predicting the discharge efficiency and velocity direction for large discharges. A comparison was made between this study and previous studies. The results indicated that the same trend existed. A new equation was developed to correlate discharge efficiency (E) with relative total discharge Q and number of inlets. The equation can be used by planning engineers to conduct initial planning of storm drainage layout systems and achieve cost saving.
由于气候变化,城市内涝是大多数国家面临的问题。如果没有雨水排放系统,可能会产生负面影响,如交通问题和地下水位上升,特别是在低洼地区。贫穷国家的雨水排放网络及其配件的实施正在影响其经济发展。因此,提高雨水排放网络的效率是一个应该考虑的重要问题。本文旨在研究水篦子进水口的最合适位置或排列方式,以便以较低的成本提高排水效率。本文研究了不同的篦子排列方式,并确定了它们的效率。在对篦子的总效率进行比较后,选出了最佳排列方式。此外,还制定了一个尺寸分析方程来确定系统的总效率。最后,使用 FLOW-3D 程序,利用不同的排水量和进水口数量模拟实验室结果。计算误差在 5% 到 8% 之间。因此,结果表明,该程序是预测大排水量时排水效率和流速方向的有力工具。本研究与之前的研究进行了比较。结果表明存在相同的趋势。开发了一个新方程,将排放效率 (E) 与相对总排放量 Q 和进水口数量联系起来。规划工程师可利用该方程对雨水排放布局系统进行初步规划,从而节约成本。
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引用次数: 0
Vulnerability to Aquifer Pollution in the Mexican Wine Producing Valley of Guadalupe, México 墨西哥瓜达卢佩产酒谷易受含水层污染影响的程度
IF 3.2 Q2 Earth and Planetary Sciences Pub Date : 2024-01-31 DOI: 10.3390/hydrology11020016
Guadalupe Díaz-Gutiérrez, L. W. Daesslé, Francisco José Del-Toro-Guerrero, M. Villada-Canela, G. Seingier
Groundwater pollution is one of the main challenges in our society, especially in semi-arid Mediterranean regions. This issue becomes especially critical in predominantly agricultural areas that lack comprehensive knowledge about the characteristics and functioning of their aquifer system. Vulnerability to groundwater pollution is defined as the sensitivity of the aquifer to being adversely affected by an imposed pollution load. For the Guadalupe aquifer, various indicators including water level depth, level variation, aquifer properties, soil composition, topography, impact on the vadose zone, and hydraulic conductivity were evaluated to establish spatial vulnerability categories ranging from very low to very high. Two pollution vulnerability scenarios (wet and dry) were studied. The results were compared with the analysis of nitrate concentration and distribution (2001, 2020, and 2021) from samples collected in the field. In the Calafia area, which predominantly relies on viticulture, the primary recharge inputs were identified in areas with a high vulnerability to pollution. Surprisingly, these vulnerable areas exhibited lower nitrate concentrations. This scenario underscores the need for effective management measures to safeguard aquifers in agricultural regions.
地下水污染是我们社会面临的主要挑战之一,尤其是在半干旱的地中海地区。在以农业为主的地区,由于缺乏对含水层系统特征和功能的全面了解,这一问题变得尤为严峻。对地下水污染的脆弱性是指含水层对外加污染负荷产生不利影响的敏感性。对于瓜达卢佩含水层,我们对包括水位深度、水位变化、含水层特性、土壤成分、地形、对软弱带的影响以及水力传导性在内的各种指标进行了评估,以确定从极低到极高的空间脆弱性类别。研究了两种污染脆弱性情况(潮湿和干燥)。研究结果与实地采集的硝酸盐浓度和分布(2001 年、2020 年和 2021 年)样本分析结果进行了比较。在主要依靠葡萄种植业的卡拉菲亚地区,在易受污染的地区确定了主要的补给输入。令人惊讶的是,这些易受污染地区的硝酸盐浓度较低。这种情况突出表明,需要采取有效的管理措施来保护农业地区的含水层。
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引用次数: 0
Ratingcurve: A Python Package for Fitting Streamflow Rating Curves Ratingcurve:用于拟合溪流等级曲线的 Python 软件包
IF 3.2 Q2 Earth and Planetary Sciences Pub Date : 2024-01-28 DOI: 10.3390/hydrology11020014
T. Hodson, K. Doore, Terry A. Kenney, Thomas M. Over, Muluken B. Yeheyis
Streamflow is one of the most important variables in hydrology, but it is difficult to measure continuously. As a result, nearly all streamflow time series are estimated from rating curves that define a mathematical relationship between streamflow and some easy-to-measure proxy like water surface elevation (stage). Despite the existence of automated methods, most rating curves are still fit manually, which can be time-consuming and subjective. Although several automated methods exist, they vary greatly in performance because of the non-convex nature of the problem. In this work, we develop a parameterization of the segmented power law that works reliably with minimal data, which could serve operationally or as a benchmark for evaluating other methods. The model, along with test data and tutorials, is available as an open-source Python package called ratingcurve. The implementation uses a modern probabilistic machine-learning framework, which is relatively easy to modify so that others can improve upon it.
溪流是水文学中最重要的变量之一,但很难连续测量。因此,几乎所有的溪流时间序列都是根据等级曲线估算的,等级曲线定义了溪流与一些易于测量的替代变量(如水面高程(水位))之间的数学关系。尽管已经有了自动化方法,但大多数额定曲线仍需人工拟合,这可能既耗时又主观。虽然有几种自动方法,但由于问题的非凸性质,它们的性能差别很大。在这项工作中,我们开发了一种分段幂律参数化方法,它能以最少的数据可靠地工作,可用于操作或作为评估其他方法的基准。该模型与测试数据和教程一起,以名为 ratingcurve 的开源 Python 软件包的形式提供。该模型的实现使用了一个现代概率机器学习框架,比较容易修改,其他人可以在此基础上进行改进。
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引用次数: 0
Meteorological Signal on Hydrodynamics in the Ilha Grande and Sepetiba Bays: Lag Effects and Coastal Currents 气象信号对大岛湾和塞佩蒂巴湾水动力的影响:滞后效应和沿岸流
IF 3.2 Q2 Earth and Planetary Sciences Pub Date : 2024-01-27 DOI: 10.3390/hydrology11020015
N. E. D. S. Pereira, S. Vinzón, Marcos Nicolas Gallo, Mariela Gabioux
On the southeastern coast of Brazil, the bays of Ilha Grande and Sepetiba are linked by the Ilha Grande Channel, where remarkably strong currents have been consistently observed. Tidal forces cannot explain the strength of these currents. Previous researchers have focused on investigating factors like baroclinic effects due to salinity differences or seiches between two basins without a conclusive answer. This study aims to elucidate the role of remote meteorological effects within this complex hydrodynamic system. A numerical approach with a coastal model nested within an ocean model was employed, enabling an in-depth examination of the intricate interplay between meteorological and tidal forcings. The study revealed a significant finding: the lag in signal propagation plays a pivotal role in determining how these signals impact the dynamics of the bays. The astronomical signal exhibits a minimal lag along the coast (1 min) and leads to water level differences between the sea and the coastline, resulting in the generation of tidal currents at the bay entrances. On the other hand, the remote meteorological signal, with a stronger signal lag along the coast (4.92 h), leads to the creation of a water level difference between the bay entrances, inducing significant fluxes along the narrow Ilha Grande Channel.
在巴西东南海岸,大伊哈湾和塞佩蒂巴湾由大伊哈湾海峡相连,在这里一直可以观测到异常强劲的海流。潮汐力无法解释这些洋流的强度。之前的研究人员主要研究了两个海盆之间因盐度差异或海蚀作用而产生的气压影响等因素,但都没有得出结论。本研究旨在阐明遥感气象效应在这一复杂水动力系统中的作用。研究采用了一种数值方法,即在海洋模式中嵌套一个沿岸模式,以深入研究气象和潮汐 作用力之间错综复杂的相互作用。研究发现了一个重要结论:信号传播的滞后性在决定这些信号如何影响海湾的动力学方面起着关键作用。天文信号在沿岸的传播滞后时间极短(1 分钟),并导致海水与海岸线之间的水位差,从而在海湾入口处产生潮汐流。另一方面,遥远的气象信号在沿岸的滞后时间较长(4.92 小时),导致海湾入口处出现水位差,从而在狭窄的大伊哈岛海峡(Ilha Grande Channel)沿岸产生大量潮流。
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引用次数: 0
Detection of Strobilurin Fungicides in Trout Streams within an Agricultural Watershed 在农业流域的鳟鱼溪流中检测到石硫合剂杀真菌剂
IF 3.2 Q2 Earth and Planetary Sciences Pub Date : 2024-01-25 DOI: 10.3390/hydrology11020013
Cole R. Weaver, Meghan Brockman, Neal D. Mundahl, William A. Arnold, Dylan Blumentritt, William Varela, Jeanne L. Franz
The use of strobilurin fungicides in agriculture has increased steadily during the past 25 years, and although strobilurins have minimal water solubility, they regularly appear in surface waters, at times in concentrations approaching toxic levels for aquatic life. The present study examined concentrations of strobilurin fungicides in designated trout streams draining an agricultural watershed in southeastern Minnesota, USA, where fungicides may have contributed to a recent fish kill. Water samples (n = 131) were analyzed for the presence of five different strobilurin fungicides (azoxystrobin, fluoxastrobin, picoxystrobin, pyraclostrobin, trifloxystrobin). Samples were collected via grab and automated sampling during baseflow and stormflow events throughout an entire crop-growing season from sites on each of the three forks of the Whitewater River. Detection frequencies for the five strobilurins ranged from 44 to 82%. Fluoxastrobin and pyraclostrobin concentrations were above known toxic levels in 3% and 15% of total samples analyzed, respectively. The highest concentrations were detected in mid-summer (mid-June to mid-August) samples, coincident with likely strobilurin applications. Lower concentrations were present in water samples collected during the nonapplication periods in spring and fall, suggesting groundwater–stream interactions or steady leaching of fungicides from watershed soils or stream sediments. Further study is required to determine strobilurin concentrations in sediments, soils, and groundwater. Better tracking and guidance regarding strobilurin use is necessary to adequately protect aquatic life as fungicide use continues to increase.
在过去的 25 年中,农业中使用的杀菌剂稳步增加,尽管杀菌剂在水中的溶解度极低,但它们经常出现在地表水中,有时浓度接近对水生生物有毒的水平。本研究检测了美国明尼苏达州东南部一条农业流域指定鳟鱼溪流中的杀真菌剂浓度,杀真菌剂可能是造成近期鱼类死亡的原因之一。对水样(n = 131)进行了分析,以确定其中是否含有五种不同的杀菌剂(唑啉菌胺、氟唑菌胺、吡唑醚菌酯、吡唑醚菌酯、三唑酮)。在白水河三个岔口的每个地点,在整个作物生长季节的基流和暴雨期间,通过抓取和自动采样采集样本。五种石硫合剂的检测频率从 44% 到 82% 不等。在分析的所有样本中,分别有 3% 和 15% 的氟虫腈和吡唑醚菌酯浓度超过已知毒性水平。在仲夏(6 月中旬至 8 月中旬)的样本中检测到的浓度最高,这与可能施用的杀螟丹相吻合。在春季和秋季未施用期间采集的水样中浓度较低,这表明地下水与溪流之间存在相互作用,或杀菌剂从流域土壤或溪流沉积物中稳定沥滤。需要进一步研究以确定沉积物、土壤和地下水中的杀菌剂浓度。随着杀菌剂使用量的不断增加,有必要更好地跟踪和指导杀菌剂的使用,以充分保护水生生物。
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引用次数: 0
Hydrodynamic Modeling for Flow and Velocity Estimation from an Arduino Ultrasonic Sensor 利用 Arduino 超声波传感器估算流量和速度的水动力模型
IF 3.2 Q2 Earth and Planetary Sciences Pub Date : 2024-01-23 DOI: 10.3390/hydrology11020012
Tatiane Souza Rodrigues Pereira, T. P. de Carvalho, T. Mendes, Guilherme da Cruz dos Reis, K. Formiga
Flow is a crucial variable in water resources, although its determination is challenging. Rating curves are standard but have conceptual limitations, leading to significantly high uncertainties. Hydrodynamic models offer a more precise alternative, but they necessitate continuous measurements of velocities, which are complex and expensive to obtain. Thus, this article aimed to validate a hydrodynamic model that estimates flows and velocities in transient conditions based on water levels measured using a low-cost ultrasonic sensor. The results indicated that these estimates can be reliable if (1) hydrodynamic models are used to represent the flow, (2) the channel bed slope is well represented in the geometric data, and (3) Manning’s coefficients are accurately estimated during calibration. The calculated flow and velocity showed a maximum variation of 40% for the same water level compared to estimates using the rating curve. The model exhibited higher sensitivity in terms of the flow when varying the channel bed slope, highlighting the importance of topographic surveys for the estimates. The validity of the implemented model was assessed with experimental data, indicating precision and reliability for practical applications in natural channels.
流量是水资源中的一个关键变量,但其确定却极具挑战性。定额曲线是标准的,但在概念上有局限性,导致不确定性很高。水动力模型提供了一种更精确的替代方法,但这种方法需要连续测量流速,而获取速度测量数据既复杂又昂贵。因此,本文旨在验证一种水动力模型,该模型可根据使用低成本超声波传感器测量的水位来估算瞬态条件下的流量和流速。结果表明,如果(1)使用水动力模型来表示水流,(2)在几何数据中很好地表示河床坡度,以及(3)在校准过程中准确估算曼宁系数,那么这些估算结果是可靠的。与使用定额曲线估算的结果相比,在同一水位下,计算出的流量和流速的最大变化幅度为 40%。当河床坡度发生变化时,该模型在流量方面表现出更高的灵敏度,这凸显了地形测量对估算的重要性。实验数据评估了所实施模型的有效性,表明该模型在天然河道中的实际应用具有精确性和可靠性。
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引用次数: 0
An Integrated Framework to Assess the Environmental and Economic Impact of Fertilizer Restrictions in a Nitrate-Contaminated Aquifer 评估硝酸盐污染含水层施肥限制的环境和经济影响的综合框架
IF 3.2 Q2 Earth and Planetary Sciences Pub Date : 2024-01-04 DOI: 10.3390/hydrology11010008
I. Siarkos, Zisis Mallios, Pericles Latinopoulos
Groundwater nitrate contamination caused by the excessive use of nitrogen-based fertilizers has been widely recognized as an issue of significant concern in numerous rural areas worldwide. To mitigate nitrate contamination, corrective management practices, such as regulations on fertilizer usage, should be implemented. However, these measures often entail economic consequences that impact farmers’ income, and thus should be properly assessed. Within this context, an integrated framework combining the environmental and economic assessment of fertilization restrictions through multi-criteria decision analysis is presented in an effort to efficiently manage groundwater nitrate contamination in rural areas. For this task, various scenarios involving reductions (10%, 20%, 30%, 40% and 50%) in fertilizer application were investigated, evaluated and ranked in order to determine the most suitable option. The environmental assessment considered occurrences of nitrates in groundwater, with a specific emphasis on nitrate concentrations in water-supply wells, as obtained by a nitrate fate and transport model, while the economic analysis focused on the losses experienced by farmers due to the reduced fertilizer usage. Our case-study implementation showed that a 30% reduction in fertilization is the most appropriate option for the area being studied, highlighting the importance of adopting such an approach when confronted with conflicting outcomes among alternatives.
过量使用氮基化肥造成的地下水硝酸盐污染已被广泛认为是全球众多农村地区严重关切的问题。为减轻硝酸盐污染,应实施纠正性管理措施,如化肥使用规定。然而,这些措施往往会带来影响农民收入的经济后果,因此应进行适当评估。在此背景下,本文提出了一个综合框架,通过多标准决策分析将施肥限制的环境和经济评估结合起来,以有效管理农村地区的地下水硝酸盐污染。为此,对涉及减少施肥量(10%、20%、30%、40% 和 50%)的各种方案进行了调查、评估和排序,以确定最合适的方案。环境评估考虑了硝酸盐在地下水中的出现情况,重点是硝酸盐归宿和迁移模型得出的供水井中的硝酸盐浓度,而经济分析则侧重于农民因减少化肥使用量而遭受的损失。我们的案例研究结果表明,减少 30% 的施肥量是所研究地区最合适的选择,这凸显了在面临各种替代方案的冲突结果时采用这种方法的重要性。
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引用次数: 0
Analysis of Anomalies Due to the ENSO and Long-Term Changes in Extreme Precipitation Indices Using Data from Ground Stations 利用地面站数据分析厄尔尼诺/南方涛动引起的异常现象和极端降水指数的长期变化
IF 3.2 Q2 Earth and Planetary Sciences Pub Date : 2024-01-01 DOI: 10.3390/hydrology11010007
Luis Alberto Vargas-León, Juan Diego Giraldo-Osorio
In this work, the influence of the El Niño Southern Oscillation (ENSO) on the Extreme Precipitation Indices (EPIs) was analyzed, and these ENSO-forced anomalies were compared with the long-term change in the EPIs. The annual time series of the EPIs were built from 880 precipitation stations that contained daily records between 1979 and 2022. These daily time series were filled, then the eleven (11) annual time series of the EPIs were built. To calculate ENSO-driven anomalies, the several phases of the phenomenon were considered (i.e., warm phase or El Niño years, cold phase or La Niña years, and normal or neutral years). For a particular EPI, the values calculated for the extreme phases of the ENSO were grouped, and these groups were compared with the group made up of the EPI values for the neutral years. To calculate the long-term change, two periods (1979–1996 and 2004–2021) were considered to group the EPI values. Maps showing the magnitude and significance of the assessed change/anomaly were constructed. The results allowed us to identify that the EPIs are generally “wetter” (i.e., higher extreme precipitation, longer wet periods, shorter dry periods, etc.) during La Niña hydrological years, while the opposite changes are observed during El Niño years. Furthermore, ENSO-induced anomalies are more important than the long-term changes.
这项研究分析了厄尔尼诺南方涛动(ENSO)对极端降水指数(EPIs)的影响,并将厄尔尼诺南方涛动引起的异常与极端降水指数的长期变化进行了比较。极端降水指数的年度时间序列是由 880 个降水站在 1979 年至 2022 年期间的每日记录建立的。这些日时间序列被填充后,建立了 11 个 EPIs 年度时间序列。为计算厄尔尼诺/南方涛动驱动的异常,考虑了厄尔尼诺/南方涛动现象的几个阶段(即暖阶段或厄尔尼诺年、冷阶段或拉尼娜年、正常或中性年)。就某一 EPI 而言,对厄尔尼诺/南方涛动极端阶段的计算值进行分组,并将这些分组与由中性年的 EPI 值组成的分组进行比较。为了计算长期变化,考虑了两个时期(1979-1996 年和 2004-2021 年)的 EPI 值分组。绘制了显示评估变化/异常的幅度和重要性的地图。研究结果表明,在拉尼娜水文年,EPIs 通常更 "湿润"(即极端降水量更大、湿润期更长、干燥期更短等),而在厄尔尼诺水文年则出现相反的变化。此外,厄尔尼诺/南方涛动引起的异常比长期变化更重要。
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引用次数: 0
Assessing the Performance of a Citizen Science Based Water Quality Monitoring Program for Nitrates Using Test Strips Implemented in the Medjerda Hydrosystem in Northern Tunisia 评估基于公民科学的水质监测计划在突尼斯北部梅杰尔达水系使用试纸监测硝酸盐的效果
IF 3.2 Q2 Earth and Planetary Sciences Pub Date : 2024-01-01 DOI: 10.3390/hydrology11010006
S. Chaabane, K. Riahi, Slaheddine Khlifi, Emna Slama, M. Vanclooster
Recent technological progress in water management of hydrosystems has been made to deploy efficient and effective water quality monitoring systems (WQMS). Among these, a citizen science (CS)-based water quality monitoring (WQM) program using test strips is considered as a smart tool that may aid in the production of reliable, continuous, and comprehensive data on the water quality resources of hydrosystems over a broad range of spatial and temporal scales. In this case study, the objective is to evaluate the performance of a CS-based WQM for nitrates assessment using test water quality strips for the Medjerda watershed in Northern Tunisia. Overall, 137 samples were collected from 24 sampling sites and were analyzed by 33 participants. Citizens involved in the program were regrouped in five citizen types according to their socio-economic characteristics. Statistical tests, analysis of variance (ANOVA) and multiple correspondence analyses (MCA) were achieved to survey the goodness of fit of CS as a contribution to data collection in terms of the socio-economic profile of the participant. The results show that this tool could be reliable for obtaining the levels of nitrate in water samples. Water quality test trips can conveniently be used by citizens for WQM of nitrates when they are rigorously following the manufacturer’s instructions. Additional efforts in communication and training could help to improve the performance of this CS-WQM program for nitrate in the Medjerda watershed.
最近,水文系统水资源管理方面的技术进步已经部署了高效和有效的水质监测系统(WQMS)。其中,以公民科学(CS)为基础、使用试纸的水质监测(WQM)计划被认为是一种智能工具,有助于在广泛的空间和时间范围内生成可靠、连续和全面的水系水质资源数据。本案例研究的目的是评估基于 CS 的水质监测系统在突尼斯北部梅杰尔达流域使用水质测试条进行硝酸盐评估的性能。总共从 24 个采样点采集了 137 个样本,并由 33 名参与者进行了分析。参与计划的公民根据其社会经济特征被重新分为五种公民类型。通过统计测试、方差分析(ANOVA)和多重对应分析(MCA),调查了 CS 作为数据收集工具与参与者社会经济特征的契合度。结果表明,该工具可以可靠地获取水样中的硝酸盐含量。市民只要严格遵守制造商的说明,就可以方便地使用水质检测车进行硝酸盐的水质监测。在交流和培训方面的进一步努力将有助于提高该 CS-WQM 计划在 Medjerda 流域硝酸盐方面的性能。
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