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Land-Use Pattern-Based Spatial Variation of Physicochemical Parameters and Efficacy of Safe Drinking Water Supply along the Mahaweli River, Sri Lanka 斯里兰卡马哈韦利河沿岸基于土地利用模式的理化参数空间变化和安全饮用水供应的有效性
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.3390/w16182644
Pulwansha Amandi Thilakarathna, Fazla Fareed, Madhubhashini Makehelwala, Sujithra K. Weragoda, Ruchika Fernando, Thejani Premachandra, Mangala Rajapakse, Yuansong Wei, Min Yang, S. H. P. Parakrama Karunaratne
Exploration of the pollution status of river-based water sources is important to ensure quality and safe drinking water supply for the public. The present study investigated physicochemical parameters of surface water in the upper segment of River Mahaweli, which provides drinking water to the Nuwara Eliya and Kandy districts of Sri Lanka. River surface water from 15 intakes and treated water from 14 Water Treatment Plants (WTPs) were tested for pH, water temperature, turbidity, EC, COD, 6 anions, 21 cations, 3 pesticides, and 30 antibiotics once every 3 months from June 2022 to July 2023. Except for turbidity and iron concentrations, all other parameters were within the permissible range as per the Sri Lanka Standard Specification for Potable Water (SLS 614:2013). The uppermost Kotagala WTP raw water had a high concentration of iron due to runoff from areas with abundant iron-bearing minerals. Turbidity increased as the river flowed downstream, reaching its highest value of 13.43 NTU at the lowermost Haragama. Four intakes had raw surface water suitable for drinking as per the Water Quality Index (WQI). Pollution increased gradually towards downstream mainly due to agricultural runoff, industrial effluents, and urbanization. Poor water quality at the upstream Thalawakale-Nanuoya intake was due to highly contaminated effluent water coming from Lake Gregory in Nuwara Eliya. Cluster analysis categorized WTP locations in the river segment into 3 clusters as low, moderate, and high based on contaminations. Principal component analysis revealed that the significance of the 41.56% variance of the raw water was due to the pH and the presence of heavy metals V, Cr, Ni, Rb, Co, Sr, and As. All treated water from 15 WTPs had very good to excellent quality. In general, heavy metal contamination was low as indicated by the heavy metal pollution index (HPI) and heavy metal evaluation index (HEI). The treatment process could remove up to 94.7% of the turbidity. This is the first attempt to cluster the river catchment of the Mahaweli River based on physicochemical parameters of river water. We present here the land-use pattern-based pollution of the river and efficacy of the water treatment process using the Mahaweli River Basin as a case study. Regular monitoring and treatment adjustments at identified points are recommended to maintain the delivery of safe drinking water.
探索河流水源的污染状况对于确保向公众提供优质安全的饮用水非常重要。本研究调查了为斯里兰卡努瓦拉埃利亚和康提地区提供饮用水的马哈威里河上游地表水的理化参数。从 2022 年 6 月至 2023 年 7 月,每 3 个月对 15 个取水口的地表水和 14 个水处理厂(WTPs)的处理水进行一次 pH 值、水温、浊度、EC、COD、6 种阴离子、21 种阳离子、3 种杀虫剂和 30 种抗生素的检测。除浑浊度和铁浓度外,所有其他参数均在《斯里兰卡饮用水标准规范》(SLS 614:2013)的允许范围内。最上游的 Kotagala 自来水厂原水铁含量较高,这是由于来自含铁矿物质丰富地区的径流造成的。浊度随着河水向下游流动而增加,在最下游的哈拉加马达到 13.43 NTU 的最高值。根据水质指数(WQI),四个取水口的地表原水适合饮用。污染向下游逐渐加剧,主要是由于农业径流、工业废水和城市化造成的。上游 Thalawakale-Nanuoya 取水口水质较差的原因是来自努瓦拉埃利亚格雷戈里湖的污水受到严重污染。聚类分析根据污染程度将河段中的水污染点分为低、中、高 3 个聚类。主成分分析表明,原水 41.56% 的差异主要是由于 pH 值和重金属 V、Cr、Ni、Rb、Co、Sr 和 As 的存在。15 个污水处理厂的所有处理水水质都非常好或极好。从重金属污染指数(HPI)和重金属评价指数(HEI)来看,重金属污染程度普遍较低。处理过程可去除高达 94.7% 的浊度。这是首次尝试根据河水的理化参数对马哈威里河流域进行分类。在此,我们以马哈威里河流域为例,介绍了基于土地利用模式的河流污染情况以及水处理工艺的功效。我们建议在确定的地点进行定期监测和处理调整,以保持安全饮用水的供应。
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引用次数: 0
Study on Large-Scale Urban Water Distribution Network Computation Method Based on a GPU Framework 基于 GPU 框架的大规模城市配水管网计算方法研究
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.3390/w16182642
Rongbin Zhang, Jingming Hou, Jingsi Li, Tian Wang, Muhammad Imran
Large-scale urban water distribution network simulation plays a critical role in the construction, monitoring, and maintenance of urban water distribution systems. However, during the simulation process, matrix inversion calculations generate a large amount of computational data and consume significant amounts of time, posing challenges for practical applications. To address this issue, this paper proposes a parallel gradient calculation algorithm based on GPU hardware and the CUDA Toolkit library and compares it with the EPANET model and a model based on CPU hardware and the Armadillo library. The results show that the GPU-based model not only achieves a precision level very close to the EPANET model, reaching 99% accuracy, but also significantly outperforms the CPU-based model. Furthermore, during the simulation, the GPU architecture is able to efficiently handle large-scale data and achieve faster convergence, significantly reducing the overall simulation time. Particularly in handling larger-scale water distribution networks, the GPU architecture can improve computational efficiency by up to 13 times. Further analysis reveals that different GPU models exhibit significant differences in computational efficiency, with memory capacity being a key factor affecting performance. GPU devices with larger memory capacity demonstrate higher computational efficiency when processing large-scale water distribution networks. This study demonstrates the advantages of GPU acceleration technology in the simulation of large-scale urban water distribution networks and provides important theoretical and technical support for practical applications in this field. By carefully selecting and configuring GPU devices, the computational efficiency of large-scale water distribution networks can be significantly improved, providing more efficient solutions for future urban water resource management and planning.
大规模城市配水管网模拟在城市配水系统的建设、监测和维护中发挥着至关重要的作用。然而,在仿真过程中,矩阵反演计算会产生大量计算数据并消耗大量时间,这给实际应用带来了挑战。为解决这一问题,本文提出了一种基于 GPU 硬件和 CUDA 工具包库的并行梯度计算算法,并将其与 EPANET 模型以及基于 CPU 硬件和 Armadillo 库的模型进行了比较。结果表明,基于 GPU 的模型不仅达到了与 EPANET 模型非常接近的精度水平,准确率达到 99%,而且明显优于基于 CPU 的模型。此外,在仿真过程中,GPU 架构能够有效地处理大规模数据并实现更快的收敛,从而大大缩短了整体仿真时间。特别是在处理更大规模的配水管网时,GPU 架构可将计算效率提高 13 倍。进一步的分析表明,不同的 GPU 模型在计算效率方面存在显著差异,而内存容量是影响性能的关键因素。内存容量较大的 GPU 设备在处理大规模配水管网时表现出更高的计算效率。这项研究证明了 GPU 加速技术在大规模城市配水管网仿真中的优势,并为该领域的实际应用提供了重要的理论和技术支持。通过精心选择和配置 GPU 设备,可以显著提高大规模配水管网的计算效率,为未来城市水资源管理和规划提供更高效的解决方案。
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引用次数: 0
Study on the Effect of Liquefiable Overburden Foundations of Rockfill Dams Based on a Pore Pressure Model 基于孔隙压力模型的堆石坝可液化覆盖层地基效应研究
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.3390/w16182649
Zhuxin Li, Hao Zou, Shengqi Jian, Zhongxu Li, Hengxing Lin, Xiang Yu, Minghao Li
China’s southwestern region boasts abundant hydropower resources. However, the area is prone to frequent strong earthquakes. The areas surrounding dam sites typically have deep overburden, and the liquefaction of saturated sand foundations by earthquakes poses significant safety risks to the construction of high dams in the southwest. The effects of liquefaction and reinforcing measures on the foundations of rockfill dams on liquefiable overburden under seismic action are currently the subject of somewhat unsystematic investigations. The paper utilizes the total stress and effective stress methods, based on the equivalent linear model, to perform numerical simulations on the overburden foundations of rockfill dams. The study explores how factors such as dam height, overburden thickness, liquefiable layer depth, liquefiable layer thickness, ground motion intensity, and seismic wave characteristics affect the liquefaction of the overburden foundations. Additionally, it examines how rockfill dams impact the dynamic response, considering the liquefaction effects in the overburden. The results show that although the total stress method, which ignores the cumulative evolution of pore pressure during liquefaction, can reveal the basic response trend of the dam, its results in predicting the acceleration response are significantly biased compared to those of the effective stress method, which comprehensively considers the cumulative changes in liquefaction pore pressure. Specifically, when the effect of soil liquefaction is considered, the predicted acceleration response is reduced compared to that when liquefaction is not considered, with the reduction ranging from 4% to 30%; with increases in the thickness and burial depth of the liquefiable layer, the effective stress method considering liquefaction significantly reduces the predicted peak acceleration; the effect of liquefiable soil on the attenuation of the speed response is more sensitive to the low-frequency portion of the seismic wave. The study’s findings are a significant source of reference for the planning and building of rockfill dams on liquefiable overburden.
中国西南地区拥有丰富的水力资源。然而,该地区强震频发。坝址周边地区一般都有较深的覆盖层,地震对饱和砂地基的液化作用给西南地区高坝建设带来了极大的安全隐患。对于地震作用下可液化覆盖层上的堆石坝地基的液化影响和加固措施,目前的研究还不够系统。本文利用基于等效线性模型的总应力法和有效应力法对堆石坝的覆土地基进行了数值模拟。研究探讨了坝高、覆土厚度、可液化层深度、可液化层厚度、地动烈度和地震波特性等因素如何影响覆土地基的液化。此外,考虑到覆盖层的液化效应,还研究了堆石坝对动力响应的影响。结果表明,虽然忽略液化过程中孔隙压力累积变化的总应力法可以揭示大坝的基本响应趋势,但与全面考虑液化孔隙压力累积变化的有效应力法相比,其预测加速度响应的结果存在明显偏差。具体来说,考虑土体液化效应时,预测的加速度反应比不考虑液化效应时有所减小,减小幅度在 4% 到 30% 之间;随着可液化层厚度和埋深的增加,考虑液化效应的有效应力法显著降低了预测的峰值加速度;可液化土体对速度反应衰减的影响对地震波的低频部分更为敏感。研究结果对在可液化覆盖层上规划和建造堆石坝具有重要的参考价值。
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引用次数: 0
Assessment of Potential Aquifer Recharge Zones in the Locumba Basin, Arid Region of the Atacama Desert Using Integration of Two MCDM Methods: Fuzzy AHP and TOPSIS 使用两种 MCDM 方法整合评估阿塔卡马沙漠干旱地区 Locumba 盆地的潜在含水层补给区:模糊 AHP 和 TOPSIS
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.3390/w16182643
Víctor Pocco, Arleth Mendoza, Samuel Chucuya, Pablo Franco-León, Germán Huayna, Eusebio Ingol-Blanco, Edwin Pino-Vargas
Natural aquifers used for human consumption are among the most important resources in the world. The Locumba basin faces significant challenges due to its limited water availability for the local population. In this way, the search for possible aquifer recharge zones is crucial work for urban development in areas that have water scarcity. To evaluate this problem, this research proposes the use of the hybrid Fuzzy AHP methodology in conjunction with the TOPSIS algorithm to obtain a potential aquifer recharge map. Ten factors that influence productivity and capacity in an aquifer were implemented, which were subjected to Fuzzy AHP to obtain their weighting. Using the TOPSIS algorithm, the delineation of the most favorable areas with high recharge potential was established. The result shows that the most influential factors for recharge are precipitation, permeability, and slopes, which obtained the highest weights of 0.22, 0.19, and 0.17, respectively. In parallel, the TOPSIS result highlights the potential recharge zones distributed in the Locumba basin, which were classified into five categories: very high (13%), high (28%), moderate (15%), low (28%), and very low (16%). The adapted methodology in this research seeks to be the first step toward effective water resource management in the study area.
用于人类消费的天然含水层是世界上最重要的资源之一。由于当地人口的用水量有限,Locumba 盆地面临着巨大的挑战。因此,寻找可能的含水层补给区是缺水地区城市发展的关键工作。为评估这一问题,本研究建议使用模糊 AHP 混合方法与 TOPSIS 算法相结合,以获得潜在的含水层补给图。对影响含水层生产力和容量的十个因素进行了模糊 AHP 分析,以获得其权重。利用 TOPSIS 算法,划定了具有高补给潜力的最有利地区。结果表明,对补给影响最大的因素是降水、渗透性和坡度,其权重分别为 0.22、0.19 和 0.17。与此同时,TOPSIS 的结果突出显示了分布在 Locumba 盆地的潜在补给区,这些补给区被分为五类:非常高(13%)、高(28%)、中等(15%)、低(28%)和非常低(16%)。本研究采用的方法旨在为研究地区的有效水资源管理迈出第一步。
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引用次数: 0
An Evaluation of the Brine Flow in the Upper Part of the Halite Nucleus of the Salar de Atacama (Chile) through an Isotopic Study of δ18O and δ2H 通过对 δ18O 和 δ2H 的同位素研究评估(智利)阿塔卡马盐湖海绿石核上部的盐水流
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.3390/w16182651
Christian Herrera, Javier Urrutia, Linda Godfrey, Jorge Jódar, Mario Pereira, Constanza Villarroel, Camila Durán, Ivan Soto, Elizabeth J. Lam, Luis Gómez
A hydrogeological study of the shallowest part of the halite nucleus of the Salar de Atacama is presented, focusing on the isotopic variability in δ18O and δ2H (SMOW) in the brine. It is observed that intensive brine extraction has induced upward vertical flows from the lower aquifer, which presents with a lighter isotopic composition (δ18O: −0.87‰ to −2.49‰; δ2H: −26.04‰ to −33.25‰), toward the upper aquifer, which has more variable and enriched isotopic values. Among the possible explanations for the lighter isotopic composition of the lower aquifer waters is the influence of paleolakes formed during the wetter periods of the Late Pleistocene and Holocene that recharged the underlying aquifers. The geological structure of the Salar, including faults and the distribution of low-permeability layers, has played a determining role in the system’s hydrodynamics. This study emphasizes the need for continuous and detailed monitoring of the isotopic composition to assess the sustainability of the water resource in response to brine extraction and future climate changes. Additionally, it suggests applying this methodology to other salt flats in the region for a better understanding of hydrogeological processes in arid zones. The research provides an integrative view of the relationship between resource extraction, water management, and ecosystem conservation in one of the most important salars in the world.
本文介绍了对阿塔卡马盐湖卤核最浅部分的水文地质研究,重点是盐水中 δ18O和δ2H(SMOW)的同位素变化。据观察,大量抽取盐水导致盐水从下部含水层向上部含水层垂直流动,而下部含水层的同位素组成较浅(δ18O:-0.87‰至-2.49‰;δ2H:-26.04‰至-33.25‰)。下部含水层水的同位素组成较轻的可能原因之一是,晚更新世和全新世较湿润时期形成的古湖泊对下部含水层产生了补给影响。盐湖的地质结构,包括断层和低渗透层的分布,对该系统的水动力起着决定性作用。这项研究强调,有必要对同位素组成进行持续、详细的监测,以评估水资源在应对盐水开采和未来气候变化时的可持续性。此外,研究还建议将这种方法应用于该地区的其他盐滩,以更好地了解干旱地区的水文地质过程。这项研究为世界上最重要的盐湖之一的资源开采、水资源管理和生态系统保护之间的关系提供了一个综合视角。
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引用次数: 0
Evaluating the Impact of Hotel Classification on Pool Water Consumption: A Case Study from Costa Brava (Spain) 评估酒店分类对泳池耗水量的影响:布拉瓦海岸(西班牙)案例研究
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.3390/w16182658
Núria Arimany-Serrat, Juan-Jose Gomez-Guillen
Swimming pools are key assets in the hotel industry. With climate change and water stress, more sustainable pools are needed in tourist areas. The study examines the relationship between hotel categories and the consumption of water in swimming pools in a Mediterranean coastal region facing water scarcity. The study focuses on the Costa Brava, with a focus on Lloret de Mar, a popular tourist destination. The research employs a combination of data analysis and the utilisation of evaporation models in order to estimate the consumption of water by swimming pools. The findings indicate that hotels in the higher categories, particularly those with three or four stars, contribute a notable proportion of the total water consumption due to their larger pool sizes and higher guest numbers. The study underscores the necessity for the implementation of sustainable water management strategies, particularly in the context of climate change. It recommends the utilisation of pool water-saving technologies as potential solutions. Furthermore, the paper highlights the broader environmental impact of tourism infrastructure on water resources and suggests policy measures to mitigate these effects. The research aligns with global sustainability goals such as the European Green Deal and the 2030 Agenda.
游泳池是酒店业的重要资产。随着气候变化和水资源紧张,旅游区需要更具可持续性的游泳池。本研究探讨了在缺水的地中海沿岸地区,酒店类别与游泳池耗水量之间的关系。研究以布拉瓦海岸为重点,关注热门旅游目的地 Lloret de Mar。研究采用了数据分析和蒸发模型相结合的方法来估算游泳池的耗水量。研究结果表明,高等级酒店,尤其是三星级或四星级酒店,由于泳池面积较大、入住人数较多,其耗水量在总耗水量中占很大比例。研究强调了实施可持续水资源管理战略的必要性,尤其是在气候变化的背景下。研究建议利用泳池节水技术作为潜在的解决方案。此外,论文还强调了旅游基础设施对水资源的广泛环境影响,并提出了减轻这些影响的政策措施。该研究与欧洲绿色协议和 2030 年议程等全球可持续发展目标相一致。
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引用次数: 0
Impact of Land Use/Cover Change on Soil Erosion and Future Simulations in Hainan Island, China 中国海南岛土地利用/植被变化对土壤侵蚀的影响及未来模拟
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.3390/w16182654
Jianchao Guo, Jiadong Chen, Shi Qi
Soil erosion (SE) is a critical threat to the sustainable development of ecosystem stability, agricultural productivity, and human society in the context of global environmental and climate change. Particularly in tropical island regions, due to the expansion of human activities and land use/cover changes (LUCCs), the risk of SE has been exacerbated. Combining the RUSLE with machine learning methods, SE spatial patterns, their driving forces and the mechanisms of how LUCCs affect SE, were illustrated. Additionally, the potential impacts of future LUCCs on SE were simulated by using the PLUS model. The main results are as follows: (1) Due to LUCCs, the average soil erosion modulus (SEM) decreased significantly from 108.09 t/(km2·a) in 2000 to 106.75 t/(km2·a) in 2020, a reduction of 1.34 t/(km2·a), mainly due to the transformation of cropland to forest and urban land. (2) The dominant factor affecting the spatial pattern of SE is the LS factor (with relative contributions of 43.9% and 45.17%), followed by land use/cover (LUC) (the relative contribution is 28.46% and 34.89%) in 2000 and 2020, respectively. (3) Three kinds of future scenarios simulation results indicate that the average SEM will decrease by 2.40 t/(km2·a) under the natural development scenario and by 1.86 t/(km2·a) under the ecological protection scenario by 2060. However, under the cropland protection scenario, there is a slight increase in SEM, with an increase of 0.08 t/(km2·a). Sloping cropland erosion control remains a primary issue for Hainan Island in the future.
在全球环境和气候变化的背景下,土壤侵蚀(SE)对生态系统的稳定性、农业生产力和人类社会的可持续发展构成了严重威胁。特别是在热带岛屿地区,由于人类活动的扩张和土地利用/覆盖变化(LUCCs),水土流失的风险更加严重。结合 RUSLE 和机器学习方法,说明了 SE 空间模式、其驱动力以及 LUCCs 如何影响 SE 的机制。此外,还利用 PLUS 模型模拟了未来 LUCC 对 SE 的潜在影响。主要结果如下(1)由于 LUCCs,平均土壤侵蚀模数(SEM)从 2000 年的 108.09 吨/(km2-a)显著下降到 2020 年的 106.75 吨/(km2-a),减少了 1.34 吨/(km2-a),这主要是由于耕地向林地和城市用地的转变。(2) 2000 年和 2020 年,影响 SE 空间格局的主导因素是 LS 因素(相对贡献率分别为 43.9% 和 45.17%),其次是土地利用/覆盖(LUC)(相对贡献率分别为 28.46% 和 34.89%)。(3)三种未来情景模拟结果表明,到 2060 年,在自然发展情景下,平均 SEM 将减少 2.40 吨/(km2-a),在生态保护情景下,平均 SEM 将减少 1.86 吨/(km2-a)。然而,在耕地保护情景下,SEM 会略有增加,增加 0.08 吨/(平方公里-a)。坡耕地水土流失控制仍是海南岛未来的首要问题。
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引用次数: 0
The Drawdown of a Reservoir: Its Effect on Seepage Conditions and Stability of Earth Dams 水库的缩减:对土坝渗流条件和稳定性的影响
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.3390/w16182660
Nikolay Aniskin, Andrey Stupivtsev, Stanislav Sergeev, Ilia Bokov
This article addresses the reliability and safety of an earth dam in the case of a change in the reservoir water level. The water level must often be reduced to remove water or as a response to an emergency situation in the process of operation of a hydraulic structure. Lower water levels change seepage conditions, such as the surface of depression, values and directions of seepage gradients, seepage rates, and volumetric hydrodynamic loading. Practical hydraulic engineering shows that these changes can have a number of negative consequences. Higher seepage gradients can lead to seepage-triggered deformations in the vicinity of the upstream slope of a structure. Hydrodynamic loads, arising during drawdown, reduce the stability of an upstream slope of a dam and cause its failure. Potential consequences of a drawdown can be evaluated by solving the problem of drawdown seepage for the dam body and base. A numerical solution to this problem is based on the finite element method applied using the PLAXIS 2D software package. Results thus obtained are compared with those obtained using the finite element method in the locally variational formulation. A numerical experiment was conducted to analyze factors affecting the value of the maximum seepage gradient and stability of the earth dam slope. Recommendations were formulated to limit the drawdown parameters and to ensure the safe operation of a structure.
本文论述了土坝在水库水位发生变化时的可靠性和安全性。在水工建筑物的运行过程中,为了排除积水或应对紧急情况,通常必须降低水位。水位降低会改变渗流条件,如洼地表面、渗流梯度值和方向、渗流速率和体积水动力负荷。实际水利工程表明,这些变化可能会产生一些负面影响。较高的渗流梯度会导致结构上游斜坡附近出现渗流引发的变形。在缩减过程中产生的水动力荷载会降低大坝上游斜坡的稳定性,导致大坝垮塌。可以通过解决坝体和坝基的下渗问题来评估下渗的潜在后果。对这一问题的数值求解是基于使用 PLAXIS 2D 软件包的有限元法。由此获得的结果与使用有限元法进行局部变式计算获得的结果进行了比较。通过数值实验分析了影响最大渗流梯度值和土坝坡度稳定性的因素。提出了限制引水参数和确保结构安全运行的建议。
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引用次数: 0
Short-Term Warming Induces Cyanobacterial Blooms and Antibiotic Resistance in Freshwater Lake, as Revealed by Metagenomics Analysis 元基因组学分析揭示的短期变暖诱发淡水湖蓝藻孳生和抗生素耐药性问题
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.3390/w16182655
Bharat Manna, Emma Jay, Wensi Zhang, Xueyang Zhou, Boyu Lyu, Gevargis Muramthookil Thomas, Naresh Singhal
Climate change threatens freshwater ecosystems, potentially intensifying cyanobacterial blooms and antibiotic resistance. We investigated these risks in Cosseys Reservoir, New Zealand, using short-term warming simulations (22 °C, 24 °C, and 27 °C) with additional oxidative stress treatments. A metagenomic analysis revealed significant community shifts under warming. The cyanobacterial abundance increased from 6.11% to 20.53% at 24 °C, with Microcystaceae and Nostocaceae proliferating considerably. The microcystin synthesis gene (mcy) cluster showed a strong association with cyanobacterial abundance. Cyanobacteria exhibited enhanced nutrient acquisition (pstS gene) and an upregulated nitrogen metabolism under warming. Concurrently, antibiotic resistance genes (ARGs) increased, particularly multidrug resistance genes (50.82% of total ARGs). A co-association network analysis identified the key antibiotic-resistant bacteria (e.g., Streptococcus pneumoniae and Acinetobacter baylyi) and ARGs (e.g., acrB, MexK, rpoB2, and bacA) central to resistance dissemination under warming conditions. Oxidative stress exacerbated both cyanobacterial growth and ARGs’ proliferation, especially efflux pump genes (e.g., acrB, adeJ, ceoB, emrB, MexK, and muxB). This study demonstrated that even modest warming (2–5 °C) could promote both toxic cyanobacteria and antibiotic resistance. These findings underscore the synergistic effects of temperature and oxidative stress posed by climate change on water quality and public health, emphasizing the need for targeted management strategies in freshwater ecosystems. Future research should focus on long-term impacts and potential mitigation measures.
气候变化威胁着淡水生态系统,可能会加剧蓝藻藻华和抗生素耐药性。我们利用短期升温模拟(22 °C、24 °C和27 °C)和额外的氧化应激处理,对新西兰科西斯水库的这些风险进行了研究。元基因组分析表明,在气候变暖的情况下,群落发生了显著变化。24 ℃时,蓝藻丰度从 6.11% 增加到 20.53%,其中微囊藻科(Microcystaceae)和念珠菌科(Nostocaceae)大量繁殖。微囊藻毒素合成基因(mcy)群与蓝藻丰度有密切关系。在气候变暖的情况下,蓝藻的营养物质获取能力(pstS 基因)增强,氮代谢加快。与此同时,抗生素耐药基因(ARGs)增加,尤其是多药耐药基因(占 ARGs 总数的 50.82%)。共同关联网络分析确定了在气候变暖条件下抗药性传播的关键抗生素耐药细菌(如肺炎链球菌和贝氏不动杆菌)和 ARGs(如 acrB、MexK、rpoB2 和 bacA)。氧化应激加剧了蓝藻的生长和 ARGs 的增殖,尤其是外排泵基因(如 acrB、adeJ、ceoB、emrB、MexK 和 muxB)。该研究表明,即使是适度变暖(2-5 °C)也会同时促进有毒蓝藻和抗生素耐药性的产生。这些发现强调了气候变化带来的温度和氧化压力对水质和公共健康的协同效应,强调了在淡水生态系统中采取有针对性的管理策略的必要性。未来的研究应侧重于长期影响和潜在的缓解措施。
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引用次数: 0
Research on Failure Pressure Prediction of Water Supply Pipe Based on GA-BP Neural Network 基于 GA-BP 神经网络的供水管道失效压力预测研究
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.3390/w16182659
Qingfu Li, Zeyi Li
The water supply pipeline is regarded as the “lifeline” of the city. In recent years, pipeline accidents caused by aging and other factors are common and have caused large economic losses. Therefore, in order to avoid large economic losses, it is necessary to analyze the failure prediction of pipelines so that the pipelines that are going to fail can be replaced in a timely manner. In this paper, we propose a method for predicting the failure pressure of pipelines, i.e., a genetic algorithm was used to optimize the weights and thresholds of a BP neural network. The first step was to determine the topology of the neural network and the number of input and output variables. The second step was to optimize the weights and thresholds initially set for the back propagation neural network using a genetic algorithm. Finally, the optimized back-propagation neural network was used to simulate and predict pipeline failures. It was proved by examples that compared with the separate back propagation neural network model and the optimized and trained genetic algorithm-back propagation neural network, the model performed better in simulation prediction, and the prediction accuracy could reach up to 91%, whereas the unoptimized back propagation neural network model could only reach 85%. It is feasible to apply this model for fault prediction of pipelines.
供水管道被视为城市的 "生命线"。近年来,由于老化等因素造成的管道事故屡见不鲜,并造成了较大的经济损失。因此,为了避免较大的经济损失,有必要对管道的失效预测进行分析,以便及时更换即将失效的管道。本文提出了一种预测管道失效压力的方法,即利用遗传算法优化 BP 神经网络的权值和阈值。第一步是确定神经网络的拓扑结构以及输入和输出变量的数量。第二步是利用遗传算法优化反向传播神经网络最初设定的权重和阈值。最后,利用优化后的反向传播神经网络来模拟和预测管道故障。实例证明,与单独的反向传播神经网络模型和经过优化和训练的遗传算法反向传播神经网络相比,该模型在模拟预测方面表现更好,预测准确率可达 91%,而未经优化的反向传播神经网络模型只能达到 85%。将该模型应用于管道故障预测是可行的。
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