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Associating reservoir operations with 2D inundation risk and climate uncertainty 将水库运行与二维淹没风险和气候不确定性联系起来
Pub Date : 2024-07-15 DOI: 10.2166/ws.2024.162
Youcan Feng, Run Zheng, Donghe Ma, Xin Huang
Bridging the research gap between reservoir operations and inundation risks under the future climate, this study integrates a hydrologic reservoir management model with a 2D hydrodynamic model, comparing the conventional regulatory and the optimized reservoir operations based on the particle swarm optimization (PSO) algorithm. Results reveal that optimized operations using the PSO algorithm consistently outperform conventional strategies by better-managing peak discharges and controlling downstream inundation. The study further differentiates between PSO-optimized plans: PSO1, which prioritizes peak reduction at the flood control point, and PSO2, which focuses on minimizing inundation areas. Interestingly, PSO2 proves superior for single-point peak reduction, typically the primary objective in current practices, whereas PSO1, despite lesser peak reduction, achieves a smaller inundation area, enhancing basin-scale flood resilience. This discrepancy underscores the need to consider downstream inundation risks as critical evaluation metrics in reservoir optimization, a factor often overlooked in existing studies. The research underscores the importance of updating operational frameworks to incorporate 2D inundation risks and adapt to increased flood risks under changing climate conditions. Despite optimization, future climate scenarios predict increased flood exposure, indicating that the current safety discharge rates and flow regulations at control points are outdated and require revision.
为了弥补未来气候条件下水库运行与淹没风险之间的研究空白,本研究将水文水库管理模型与二维水动力模型相结合,比较了传统的管理方法和基于粒子群优化(PSO)算法的优化水库运行方法。研究结果表明,使用 PSO 算法的优化操作始终优于传统策略,能更好地管理峰值排水和控制下游淹没。研究进一步区分了 PSO 优化计划:PSO1 优先考虑降低洪水控制点的峰值,而 PSO2 则侧重于尽量缩小淹没区。有趣的是,PSO2 被证明在单点削峰方面更胜一筹,这通常是当前实践中的主要目标;而 PSO1 尽管削峰效果较差,但却实现了较小的淹没面积,增强了流域范围的抗洪能力。这种差异突出表明,在水库优化过程中,有必要将下游淹没风险作为重要的评估指标,而现有研究往往忽视了这一因素。这项研究强调了更新运行框架的重要性,以纳入二维淹没风险并适应不断变化的气候条件下增加的洪水风险。尽管进行了优化,但未来的气候情景预测洪水风险会增加,这表明目前的安全排放率和控制点流量规定已经过时,需要进行修订。
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引用次数: 0
Optimizing the number, locations, and chlorine dosages of booster chlorination stations in water distribution networks 优化配水管网中增压加氯站的数量、位置和氯剂量
Pub Date : 2024-07-12 DOI: 10.2166/ws.2024.161
Yomif Dereje Sime, M. Kansal
Safe and reliable drinking water is essential for sustaining life. Chlorination is widely used for disinfection in water distribution networks (WDNs). A higher dose of chlorine is required in an overhead service reservoir to maintain minimum residual chlorine at the farthest end in WDNs. However, delivering high dosages of chlorine from storage tanks can pose public health issues, especially for the residents living near overhead service reservoirs due to the formation of trihalomethanes, haloacetic acids, and chlorophenols. In addition, a higher dosage will lead to increased chlorine consumption and will accelerate pipe corrosion. Booster chlorination (BC) stations with smaller dosages are a solution to this problem. However, identifying the optimal number, locations, and dosage of each BC station in a cost-effective manner is challenging. This study proposes a methodology for determining the optimal number, locations, and chlorine dosages of BC stations in WDNs using a mixed integer linear programming problem. The methodology is illustrated through a simplified WDN in Holeta town, Ethiopia. The results indicate that if one adds two BC stations beyond the three dosage stations at the source, it will lead to a 49% reduction in chlorine use and a 27% decrease in the life cycle cost.
安全可靠的饮用水对维持生命至关重要。氯化被广泛用于输水管网的消毒。高架配水库需要较高剂量的氯,以维持输水管网最远处的最低余氯量。然而,从储水罐中输送高剂量的氯会造成公共卫生问题,特别是对居住在架空配水库附近的居民,因为会形成三卤甲烷、卤乙酸和氯酚。此外,较高的用量会导致氯消耗量增加,并加速管道腐蚀。使用较小剂量的增压加氯站(BC)可以解决这一问题。然而,以具有成本效益的方式确定每个 BC 站的最佳数量、位置和剂量是一项挑战。本研究提出了一种方法,利用混合整数线性规划问题来确定 WDN 中 BC 站的最佳数量、位置和氯剂量。该方法通过埃塞俄比亚 Holeta 镇的一个简化 WDN 进行了说明。结果表明,如果在源头的三个配料站之外再增加两个碱性催化还原站,将使氯的使用量减少 49%,生命周期成本降低 27%。
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引用次数: 0
Groundwater modeling and estimation of the safe pumping rate for the sustainable use of groundwater resources in Kombolcha town, upper Borkena watershed, Ethiopia 埃塞俄比亚上博尔凯纳流域 Kombolcha 镇地下水建模和可持续利用地下水资源的安全抽水量估算
Pub Date : 2024-07-09 DOI: 10.2166/ws.2024.159
Wasihun Deribe Tsegawu, Gurmu Deressa Katebu, Shawl Abebe Desta, Getnet Solomon Temtime, Bezawit Tesfaye Ejigu, Anteneh Yayeh Adamu, Ayalke Belete Amsie
The rate of groundwater extraction is increasing due to population growth. Balancing pumping rates with natural recharge is necessary for sustainable use. The safe groundwater pumping rate was determined using the groundwater model ModelMuse. To determine the safe pumping rate, 39 borehole data points were gathered and adjusted for 4, 8, and 12 h of pumping scenarios for 50 years in a steady-state pumping condition. The recharge rates in the study area were calculated using four empirical approaches in addition to the water balance method. Of the four empirical methods, the water balance technique provided the most accurate estimates of groundwater recharge, with an estimated average recharge rate of 176.75 mm per year. The ModelMuse model water balance report demonstrated that there was positive storage for all boreholes to be pumped simultaneously under 4- and 8-h pumping rate scenarios, but that there would be a significant drawdown under 12-h pumping from the stress period of 2039–2065, and the summation of inflow and outflow would become negative, indicating that the withdrawal rate is greater than the recharge rate. Thus, the safe pumping rate for Borkena groundwater was calculated to be 975 L/s in 8-h pumping rate scenarios.
由于人口增长,地下水的抽取率不断上升。要实现可持续利用,就必须平衡抽水量和天然补给量。使用地下水模型 ModelMuse 确定了地下水的安全抽水量。为确定安全抽水量,收集了 39 个钻孔数据点,并根据稳态抽水条件下 50 年 4、8 和 12 小时的抽水情况进行了调整。除水平衡方法外,还使用四种经验方法计算了研究区域的补给率。在四种经验方法中,水平衡技术对地下水补给量的估算最为准确,估计平均补给率为每年 176.75 毫米。ModelMuse 模型的水平衡报告表明,在 4 小时和 8 小时抽水率情况下,所有钻孔同时抽水都有正储量,但在 2039-2065 年压力期的 12 小时抽水情况下,储量将大幅减少,流入量和流出量之和将变为负值,表明抽水率大于补给率。因此,根据计算,在 8 小时抽水量情况下,Borkena 地下水的安全抽水量为 975 升/秒。
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引用次数: 0
Study on the sustainable utilisation of water resources in semi-arid megacities of China based on water footprints 基于水足迹的中国半干旱特大城市水资源可持续利用研究
Pub Date : 2024-07-08 DOI: 10.2166/ws.2024.158
Na Li, Rui Zhang, Heping Shu, AnRong He, Xiaoyan Zhang, XinYuan Wang
As urbanisation continues to accelerate in China, the contradiction between rapid economic development and water scarcity in semi-arid cities is becoming increasingly evident. Consequently, the study of the relationship between water resources use and economic growth is of particular importance. Lanzhou City was selected as the study area, an evaluation index system was established to comprehensively evaluate the status of water resources utilisation, meanwhile, the water footprint method and Tapio decoupling model were adopted to measure the decoupling status between water utilisation and economic development from 2002 to 2021. The result showed that the total water footprint and per capita water footprint followed an increasing and then decreasing trend. The water footprint varied significantly by industrial sector, with agriculture accounting for 72.87% of total water use. The self-sufficiency rate of water resources was above 96.5%. The economic value increased substantially from 22.54 CNY/m3 in 2002 to 183.99 CNY/m3 in 2021. The water scarcity index and the pressure index were high, with annual mean values of 0.95 and 0.99, respectively. Water consumption and economic growth are generally decoupled weakly and strongly, with the number of strong decoupling occurrences increasing significantly from 2011 to 2021.
随着中国城市化进程的不断加快,经济快速发展与半干旱城市水资源短缺之间的矛盾日益突出。因此,研究水资源利用与经济增长之间的关系显得尤为重要。研究选取兰州市作为研究区域,建立了综合评价水资源利用状况的评价指标体系,同时采用水足迹法和 Tapio 脱钩模型测算了 2002 年至 2021 年水资源利用与经济发展的脱钩状况。结果表明,总水足迹和人均水足迹呈先增后减的趋势。不同产业部门的水足迹差异较大,农业用水占总用水量的 72.87%。水资源自给率超过 96.5%。经济价值从 2002 年的 22.54 元/立方米大幅增加到 2021 年的 183.99 元/立方米。缺水指数和压力指数较高,年均值分别为 0.95 和 0.99。用水量与经济增长一般呈弱脱钩和强脱钩,2011-2021 年强脱钩次数明显增加。
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引用次数: 0
Assessing the environmental impacts of reclaimed and conventional water in hydroponics based on a life cycle assessment approach 基于生命周期评估方法评估水栽法中再生水和常规水对环境的影响
Pub Date : 2024-07-08 DOI: 10.2166/ws.2024.160
Abdullah Nadeem, Muhammad Atiq Ur Rehman Tariq, Kaleem Sarwar, Mudassar Iqbal, Khalil Ahmad, Khalil Ahmed
As the global population is approaching toward 9 billion by 2050, challenges of food and water scarcity intensify. Hydroponics, an innovative and eco-friendly technology, has gained prominence in addressing these challenges. This study employs life cycle assessment (LCA) to comprehensively evaluate the environmental and economic impacts of utilizing reclaimed water in a hydroponic system. Results from midpoint, endpoint, and normalized analyses reveal key contributors to the hydroponic system's environmental burden, including water, substrates, fertilizers, and energy sources. Significant impacts have been observed in marine and terrestrial ecotoxicity as well as photochemical ozone formation. Reclaimed water consistently demonstrates lower environmental impacts compared to conventional water across various indicators, such as climate change (131 kg CO2 eq.), fine particulate matter formation (0.108 kg PM2.5 eq.), and freshwater consumption (0.291 m3). The study emphasizes the potential of hydroponics with reclaimed water to offer sustainable and environmentally friendly agricultural practices. The detailed LCA results provide valuable insights for policymakers and stakeholders, promoting the adoption of hydroponics to address food and water scarcity challenges. From the findings, reclaimed water in hydroponics lowers the environmental impacts as compared to conventional water and PVC along with electricity is the major contributor in environmental burden.
到 2050 年,全球人口将接近 90 亿,粮食和水资源短缺的挑战日益严峻。水培技术作为一种创新的生态友好型技术,在应对这些挑战方面已经取得了显著成效。本研究采用生命周期评估(LCA)方法,全面评估在水培系统中使用再生水对环境和经济的影响。中点、终点和归一化分析的结果揭示了造成水培系统环境负担的主要因素,包括水、基质、肥料和能源。在海洋和陆地生态毒性以及光化学臭氧形成方面观察到了重大影响。在气候变化(131 千克二氧化碳当量)、细颗粒物形成(0.108 千克 PM2.5 当量)和淡水消耗(0.291 立方米)等各项指标上,再生水对环境的影响始终低于传统水。该研究强调了利用再生水进行水培的潜力,以提供可持续和环保的农业实践。详细的生命周期评估结果为政策制定者和利益相关者提供了宝贵的见解,促进了水培技术的采用,以应对粮食和水资源短缺的挑战。研究结果表明,与传统水相比,水培法中的再生水对环境的影响更小,而聚氯乙烯和电力是造成环境负担的主要因素。
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引用次数: 0
Integrated multi-objective chance-constrained fuzzy interval linear programming model with principal component analysis for optimizing agricultural water resource management under uncertainties 基于主成分分析的多目标机会约束模糊区间线性规划综合模型,用于优化不确定条件下的农业水资源管理
Pub Date : 2024-07-05 DOI: 10.2166/ws.2024.156
Ruoyu Yin, Lei Jin, Haiyan Fu, Yurui Fan, Xi Zhang, Li Wang
This study addresses the pivotal challenge of water resource allocation in urban environments by introducing a novel approach – a multi-objective chance-constrained fuzzy interval linear programming model integrated with principal component analysis (PCA). This innovative model aims to alleviate subjectivity in urban water management processes, particularly in adjusting water demands across various sectors. The proposed model incorporates correlation analysis to identify dimensionality-reducing factors of multitarget components, determining the proportion of each target component relative to the total components. Fuzzy sets are applied to irrigation water resource allocation quantity, segmented into six levels of fuzzy membership to analyze the stochasticity of water supply. Results demonstrate the model's efficacy, revealing that variations in risk probabilities impact water supply, necessitating positive water management strategies to enhance agricultural efficiency and negative strategies to mitigate the risk of inadequate water supply. Key findings emphasize the significance of agricultural water availability and the structure of irrigation water use in optimal resource allocation. Importantly, the study showcases the enhanced precision achieved through the proposed multi-objective chance-constrained fuzzy interval linear programming with PCA, thereby refining the optimization outcomes for water management under multifaceted objectives.
本研究通过引入一种新方法--一种与主成分分析(PCA)相结合的多目标机会约束模糊区间线性规划模型--来解决城市环境中水资源分配所面临的关键挑战。这一创新模型旨在减轻城市水资源管理过程中的主观性,尤其是在调整各部门的用水需求时。建议的模型结合了相关性分析,以确定多目标成分的降维因素,确定每个目标成分相对于总成分的比例。模糊集应用于灌溉水资源分配数量,分为六个模糊成员等级,以分析供水的随机性。结果证明了该模型的有效性,揭示了风险概率的变化对供水的影响,因此需要采取积极的水资源管理策略来提高农业效率,同时采取消极策略来降低供水不足的风险。主要研究结果强调了农业供水量和灌溉用水结构在资源优化配置中的重要性。重要的是,该研究展示了利用 PCA 的多目标机会约束模糊区间线性规划所实现的更高精度,从而完善了多目标下的水资源管理优化结果。
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引用次数: 0
Research on urban water demand prediction based on machine learning and feature engineering 基于机器学习和特征工程的城市用水需求预测研究
Pub Date : 2024-07-04 DOI: 10.2166/ws.2024.157
Dongfei Yan, Yi Tao, Jianqi Zhang, Huijia Yang
Urban water demand prediction is not only the foundation of water resource planning and management, but also an important component of water supply system optimization and scheduling. Therefore, predicting future water demand is of great significance. For univariate time series data, the issue of outliers can be solved through data preprocessing. Then, the data input dimension is increased through feature engineering, and finally, the LightGBM (Light Gradient Boosting Machine) model is used to predict future water demand. The results demonstrate that cubic polynomial interpolation outperforms the Prophet model and the linear method in the context of missing value interpolation tasks. In terms of predicting water demand, the LightGBM model demonstrates excellent forecasting performance and can effectively predict future water demand trends. The evaluation indicators MAPE (mean absolute percentage error) and NSE (Nash–Sutcliffe efficiency coefficient) on the test dataset are 4.28% and 0.94, respectively. These indicators can provide a scientific basis for short-term prediction of water supply enterprises.
城市需水预测不仅是水资源规划和管理的基础,也是供水系统优化和调度的重要组成部分。因此,预测未来需水量意义重大。对于单变量时间序列数据,可以通过数据预处理解决异常值问题。然后,通过特征工程增加数据输入维度,最后使用 LightGBM(Light Gradient Boosting Machine,光梯度提升机)模型预测未来用水需求。结果表明,在缺失值插值任务中,三次多项式插值优于先知模型和线性方法。在预测需水量方面,LightGBM 模型表现出卓越的预测性能,能够有效预测未来需水量趋势。在测试数据集上的评价指标 MAPE(平均绝对误差)和 NSE(纳什-苏特克利夫效率系数)分别为 4.28% 和 0.94。这些指标可为供水企业的短期预测提供科学依据。
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引用次数: 0
Quantitative evaluation of runoff drivers based on the MLLR-Budyko framework 基于 MLLR-Budyko 框架的径流驱动因素定量评估
Pub Date : 2024-06-04 DOI: 10.2166/ws.2024.129
Gaozhen Wang, Hongxiang Wang, Lintong Huang, Ning He, Bing Wang, Fengtian Hong, Yanhua Li, Handong Ye, Jiaqi Lan, Wenxian Guo
Few evaluation frameworks investigate the mechanisms causing runoff alterations by quantifying the causes of runoff alterations across different time scales (wet/normal/dry seasons and months) and in-depth analysis of each meteorological indicator's contribution to runoff change. This study quantitatively evaluated the hydrological regime of the Jialing River before and after the abrupt change predicated on the indicators of hydrologic alteration and range of variability approach (IHA-RVA) and the Gini coefficient. Through the partial differential equation of runoff characteristics (MLLR-Budyko), and separated in detail the contribution of each meteorological indicator to runoff alterations. Additionally, the ABCD model expanded and validated the results of the partial differential equations on the runoff contribution on a time scale. The findings demonstrate that the overall hydrological regime changed moderately in the river (48.63%). Of the 14 meteorological indicators separated by MLLR-Budyko, the wet season precipitation contributed the most to the runoff alterations, with a contribution rate of −178.12% of the runoff changes driven by all the meteorological indicators, and the coefficient of variation of the annual precipitation contributed the least, with a contribution rate of 2.16%; use ABCD model reconstruction of natural runoff found significant differences in the contribution of drivers at different time scales.
很少有评价框架通过量化不同时间尺度(雨季/常年/旱季和月)径流变化的原因并深入分析各气象指标对径流变化的贡献来研究径流变化的机制。本研究以水文变化指标和变率范围法(IHA-RVA)和基尼系数为基础,对突变前后的嘉陵江水文系统进行了定量评价。通过径流特性偏微分方程(MLLR-Budyko),详细分离了各气象指标对径流变化的贡献。此外,ABCD 模型扩展并验证了偏微分方程在时间尺度上对径流贡献的结果。研究结果表明,该河流的整体水文状况变化不大(48.63%)。在 MLLR-Budyko 分离的 14 个气象指标中,雨季降水对径流变化的贡献最大,在所有气象指标驱动的径流变化中,雨季降水的贡献率为-178.12%,而年降水变异系数的贡献最小,贡献率为 2.16%;使用 ABCD 模型重建天然径流发现,在不同时间尺度上,驱动因素的贡献率存在显著差异。
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引用次数: 0
Remediation potential of arsenic in the alluvial aquifers in the Bengal Basin: insights from simulations and time estimates 孟加拉盆地冲积含水层中砷的补救潜力:模拟和时间估算的启示
Pub Date : 2024-06-03 DOI: 10.2166/ws.2024.128
Xinyi Chen
Arsenic is found in significant quantities within the alluvial aquifers. Bangladesh heavily relies on the alluvial aquifers of the Bengal Basin as a source of irrigation and drinking water. Due to the flat topography, arsenic within an aquifer is not easily flushed out of the system. Additionally, continuous, unregulated pumping causes arsenic from deeper aquifers to migrate to shallower levels. This study simulates groundwater and contaminant transport in the alluvial aquifers of the Bengal Basin by comparison between two scenarios prior to human intervention with different sea levels, employing a combination of MODFLOW, MODPATH and MT3DMS. The simulations demonstrate that the hydraulic gradient and flow rates were higher during periods of considerably lower sea levels than they are at present. Additionally, it would require 5,600 years for the Holocene aquifer and 3,300 years for the Last Glacial Period aquifer to flush arsenic to the Bangladesh standard concentrations in drinking water in a 100-m-thick contaminated aquifer. This implies that if the sea level continues to rise with climate change, it will be difficult to remove arsenic from the alluvial aquifers in the Bengal Basin by natural flushing, which means artificial interventions need to be done in that region in the interest of the nation's health.
在冲积含水层中发现了大量的砷。孟加拉国严重依赖孟加拉盆地的冲积含水层作为灌溉和饮用水的来源。由于地形平坦,含水层中的砷不易被冲出系统。此外,持续、无节制的抽水会导致砷从较深的含水层向较浅的含水层迁移。本研究结合使用 MODFLOW、MODPATH 和 MT3DMS,模拟了孟加拉盆地冲积含水层中的地下水和污染物迁移情况,比较了人类干预前不同海平面下的两种情况。模拟结果表明,在海平面相当低的时期,水力梯度和流速比现在要高。此外,在一个 100 米厚的受污染含水层中,全新世含水层需要 5,600 年,末次冰川期含水层需要 3,300 年才能将砷冲刷到孟加拉国饮用水标准浓度。这意味着,如果海平面随着气候变化继续上升,将很难通过自然冲刷清除孟加拉盆地冲积含水层中的砷,这意味着为了国家的健康,需要在该地区进行人工干预。
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引用次数: 0
Evaluation of five gridded precipitation products for estimating precipitation and drought over Yobe, Nigeria 评估用于估算尼日利亚约贝降水和干旱的五种网格降水产品
Pub Date : 2024-05-21 DOI: 10.2166/ws.2024.113
Sidi Yusuf Dawa, Mou Leong Tan, N. Samat, Ranjan Roy, Fei Zhang
Ground observations are often considered as the most reliable and precise source of precipitation data. However, long-term precipitation data from ground observations are lacking in many parts of the world. Gridded precipitation products (GPPs) therefore have emerged as crucial alternatives to ground observations, but it is essential to assess their capability to accurately replicate precipitation patterns. This study aims to evaluate the performance of five GPPs, NASA POWER, TerraClimate, Climate Hazards Group Infrared Precipitation with Climate Data (CHIRPS), GPCC, and Climate Research Unit (CRU), in capturing precipitation and drought patterns from 1981 to 2021 in Yobe, Nigeria. The results indicate that GPCC had good performance at both monthly and annual scales, with high correlation coefficients and low error values. However, it tends to underestimate precipitation amounts in certain areas. Other products also exhibit satisfactory performance with moderate correlations with ground observations. Drought analysis indicates that GPCC outperforms other products in standardised precipitation index-6 calculations, while NASA POWER demonstrates inconsistencies with ground observations, particularly during the early 1980s and mid-2000s. In conclusion, GPCC is the most preferable GPP for precipitation and drought analysis in the Yobe State in Nigeria.
地面观测通常被认为是最可靠、最精确的降水数据来源。然而,世界上许多地方都缺乏来自地面观测的长期降水数据。因此,网格降水产品(GPPs)成为地面观测的重要替代品,但评估其准确复制降水模式的能力至关重要。本研究旨在评估 NASA POWER、TerraClimate、Climate Hazards Group Infrared Precipitation with Climate Data (CHIRPS)、GPCC 和 Climate Research Unit (CRU) 这五种 GPP 在捕捉尼日利亚约贝 1981 年至 2021 年降水和干旱模式方面的性能。结果表明,GPCC 在月度和年度尺度上均表现良好,相关系数高,误差值低。不过,它往往会低估某些地区的降水量。其他产品的性能也令人满意,与地面观测数据的相关性适中。干旱分析表明,GPCC 在标准化降水指数-6 计算方面优于其他产品,而 NASA POWER 与地面观测数据不一致,特别是在 20 世纪 80 年代早期和 2000 年代中期。总之,在尼日利亚约贝州进行降水和干旱分析时,GPCC 是最理想的 GPP。
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引用次数: 0
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Water Supply
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