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The performance of encoder–decoder neural networks for leak detection in water distribution networks 用于配水管网漏水检测的编码器-解码器神经网络的性能
Pub Date : 2024-07-26 DOI: 10.2166/ws.2024.174
P. Mohan Doss, M. Rokstad, F. Tscheikner-Gratl
This work outlines the performance of three variants of deep neural networks for leak detection in water distribution networks, namely – autoencoders (AEs), variational autoencoders (VAEs), and long short-term memory autoencoders (LSTM-AEs). The multivariate pressure signals reconstructed from these models are analysed for leakage identification. The leak onset time is estimated using a fast approximation sliding window technique, which computes statistical discrepancies in prediction errors. The performance of all three variants is validated using the widely studied L-Town benchmark network. Furthermore, their feasibility for real-world application is studied by applying them to a real-world case study representing the data availability and network design often found in smaller- and medium-sized utilities in Norway. The results for the benchmark network showed that AE and LSTM-AE showed comparable detection performance for abrupt leaks with VAE performing the least. For incipient leaks, the LSTM-AE showed better detection performance with few false-positives. For the real-world dataset, the performance was significantly lower due to the quantity and quality of data available, and the contradiction of inherent requirements of data-driven models. In addition, the analysis revealed that the positioning of pressure sensors in the network is critical for the leak detection performance of these models.
本研究概述了用于配水管网泄漏检测的三种深度神经网络变体的性能,即自动编码器(AE)、变异自动编码器(VAE)和长短期记忆自动编码器(LSTM-AE)。从这些模型中重建的多变量压力信号可用于泄漏识别分析。使用快速近似滑动窗口技术估算泄漏发生时间,该技术计算预测误差的统计差异。使用广泛研究的 L-Town 基准网络验证了所有三种变体的性能。此外,通过将它们应用于实际案例研究,研究了它们在现实世界中应用的可行性,该案例研究代表了挪威中小型公用事业中常见的数据可用性和网络设计。基准网络的结果表明,AE 和 LSTM-AE 对突然泄漏的检测性能相当,而 VAE 的性能最低。对于初期泄漏,LSTM-AE 的检测性能更高,误报率更低。对于真实世界数据集,由于可用数据的数量和质量以及与数据驱动模型内在要求的矛盾,其性能明显较低。此外,分析表明,压力传感器在网络中的定位对这些模型的泄漏检测性能至关重要。
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引用次数: 0
Impact of flexible vegetation on hydraulic characteristics in compound channels with converging floodplains 柔性植被对洪泛区交汇复合渠道水力特性的影响
Pub Date : 2024-07-26 DOI: 10.2166/ws.2024.172
Noopur Awasthi, Munendra Kumar, Ritu Raj
Floodplains in natural rivers are curved and narrow, rather than following a straight path and the presence of vegetation and varying depth of flow affects the flow parameters of the channels. The purpose of this study is to investigate the effects of the convergence of the channel and relative depth of flow on the depth-averaged velocity (DAV) and boundary shear stress (BSS) of a converging compound channel. The effect of vegetation on DAV and BSS was also deliberated. To examine the effect of vegetation, synthetic grass 8 cm in height was used as a flexible vegetation to depict the natural conditions of the rivers. The DAV was calculated using an acoustic Doppler velocimeter (ADV) and the measurement of BSS was done using the Preston tube technique. After analysing the data, it was revealed that as the convergence of floodplains increases, maximum DAV increases. The presence of vegetation reduces the velocity specifically at lower flow depths. BSS increases with the convergence as well as vegetation. This research provides valuable data and results which will be helpful in better flood management, river restoration, and designing effective hydraulic structures.
自然河流中的洪泛区是弯曲而狭窄的,而不是沿着一条直线前进,植被的存在和水流深度的变化会影响河道的水流参数。本研究的目的是探讨河道的汇流和相对水深对汇流复式河道的水深平均流速(DAV)和边界剪应力(BSS)的影响。此外,还讨论了植被对 DAV 和 BSS 的影响。为了研究植被的影响,使用了高度为 8 厘米的合成草作为柔性植被,以描绘河流的自然条件。使用声学多普勒流速仪(ADV)计算 DAV,使用普雷斯顿管技术测量 BSS。对数据进行分析后发现,随着洪泛平原汇聚程度的增加,最大 DAV 值也随之增加。植被的存在降低了流速,特别是在较低的水流深度。BSS 随汇聚度和植被的增加而增加。这项研究提供了宝贵的数据和结果,有助于更好地进行洪水管理、河流修复和设计有效的水力结构。
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引用次数: 0
Climatic teleconnection of the future trend of meteorological, GRACE-DSI, and vegetation-conditioned-based drought analysis in the Ganga Basin 恒河流域气象、GRACE-DSI 和基于植被条件的干旱分析未来趋势的气候远程连接
Pub Date : 2024-07-26 DOI: 10.2166/ws.2024.173
M. U. Hasan, Nadeem Akhtar, A. Rai, Mohd Amir Khan, Faisal M. Alfaisal, R. S. Alharbi, Khalid S. Hashim
This study assesses drought in the Ganga River Basin using SPI, GRACE-DSI, and VCI via GIS and non-parametric tests. Future SPI trends show increasing drought severity from 1986 to 2020. GRACE-DSI analysis (2002–2020) indicates a potential rise in drought conditions. VCI computations reveal vegetation health dynamics. Findings suggest an impending severe drought in the Ganga Basin, necessitating urgent water resource management. Drought causes are linked to precipitation changes and resource over-exploitation in changing climate conditions. The study emphasizes implementing measures like water conservation, sustainable land use, and groundwater recharge strategies to mitigate drought impacts.
本研究通过地理信息系统和非参数检验,利用 SPI、GRACE-DSI 和 VCI 评估了恒河流域的干旱情况。未来的 SPI 趋势表明,从 1986 年到 2020 年,干旱的严重程度将不断增加。GRACE-DSI 分析(2002-2020 年)显示干旱状况有可能加剧。VCI 计算显示了植被健康动态。研究结果表明,恒河流域即将发生严重干旱,需要紧急进行水资源管理。干旱的原因与降水量变化和气候变化条件下的资源过度开发有关。研究强调要实施节水、可持续土地利用和地下水补给战略等措施,以减轻干旱的影响。
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引用次数: 0
Does water rights trading promote the efficiency of water use? Empirical evidence from pilot water rights trading in China 水权交易能提高用水效率吗?中国水权交易试点的经验证据
Pub Date : 2024-07-24 DOI: 10.2166/ws.2024.171
Tao Xu, Zheng Wu, Guiliang Tian, Ziteng Shi
Water rights trading policy is an important economic tool in China's water resource management. Accurately estimating the level of water resource utilization efficiency in experimental areas and impartially assessing the impact of the water rights trading market's operation on water resource utilization efficiency have policy implications for improving water resource governance tools and capabilities. Based on the panel data of 19 provinces (regions) in China from 2010 to 2019, this paper describes the development of a three-stage data envelopment analysis model to measure water use efficiency and the application of the difference-in-differences method based on propensity score matching (PSM-DID) to examine the effect of water rights trading policies on the model. The results indicate that (1) after the introduction of the water rights trading policy, the water use efficiency in the experimental areas improved substantially; (2) the PSM-DID method also confirms this finding, and water rights trading has a positive influence on water use efficiency. The research outcomes of this study can be used to objectively appraise the policy performance of the water rights trading policy and provide a theoretical foundation for its nationwide implementation.
水权交易政策是中国水资源管理的重要经济手段。准确估算试验区水资源利用效率水平,公正评估水权交易市场运行对水资源利用效率的影响,对提升水资源治理手段和能力具有政策意义。本文基于2010-2019年中国19个省(区)的面板数据,建立了衡量水资源利用效率的三阶段数据包络分析模型,并应用基于倾向得分匹配的差分法(PSM-DID)检验了水权交易政策对模型的影响。结果表明:(1)在引入水权交易政策后,实验区的用水效率有了大幅提高;(2)PSM-DID 方法也证实了这一结论,水权交易对用水效率有积极影响。本研究成果可用于客观评价水权交易政策的政策绩效,为其在全国范围内的实施提供理论依据。
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引用次数: 0
Water quality analysis, treatment, and economic feasibility of water services of the Neora River in the fringe area of Neora-Valley National Park, India 印度尼奥拉河谷国家公园边缘地区尼奥拉河的水质分析、处理和供水服务的经济可行性
Pub Date : 2024-07-23 DOI: 10.2166/ws.2024.168
Sahana Mukherjee, Jayeeta Saha, Neha Sharma, Sovik Das, Shiva Shankar Chaturvedi
Assessment of surface water is essential for an accurate water management plan. The present investigation was focused on quality analysis, treatment, and economic feasibility of the River Neora, a source of raw water in the fringe area of the Neora-Valley National Park, India. Pearson's correlations showed a positive correlation (0.629) between temperature and total solids (TS), whereas a negative correlation (−0.23) for dissolved oxygen with other parameters. In ANOVA, F-value (>1) was obtained for all the parameters except BOD5. The water quality index (WQI) was determined to find out whether the river water meets the drinking water requirements for local inhabitants in the lower fringe. A high coliform count (approximately 4.5/100 mL) in downstream further warranted to design of an advanced treatment, the electrochemical oxidation batch reactor. To maintain the water quality grade, the estimation of water benefits was mandatory. The water consumption for domestic and non-domestic purposes was calculated at 5,314,400 and 1,470,000,000 L/yr, respectively. Obtainability and no tax coverage might have led to the overexploitation of water, which paved the way for monetary evaluation (695.29 US$). This study provided an overview of the potential of River Neora, which can be restored in the long run by adopting the water development policies by the government.
地表水评估对于制定准确的水资源管理计划至关重要。本次调查的重点是印度尼奥拉-山谷国家公园边缘地区的原水水源尼奥拉河的水质分析、处理和经济可行性。皮尔逊相关性表明,温度与总固体(TS)之间呈正相关(0.629),而溶解氧与其他参数之间呈负相关(-0.23)。在方差分析中,除 BOD5 外,其他参数的 F 值均大于 1。水质指数(WQI)的测定是为了了解河水是否符合下游边缘地区当地居民的饮用水要求。由于下游的大肠菌群数量较高(约为 4.5/100 mL),因此需要设计一种先进的处理方法,即电化学氧化批式反应器。为了保持水质等级,必须对水效益进行估算。经计算,生活和非生活用水量分别为 5,314,400 升/年和 1,470,000,000 升/年。可获得性和无税可能会导致水资源的过度开发,这为货币评估(695.29 美元)铺平了道路。本研究概述了 Neora 河的潜力,从长远来看,政府可通过水开发政策恢复该河的水量。
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引用次数: 0
Coupled weather and crop simulation modeling for smart irrigation planning: a review 用于智能灌溉规划的天气和作物耦合模拟模型:综述
Pub Date : 2024-07-23 DOI: 10.2166/ws.2024.170
Mohamed Naziq S., Sathyamoorthy N. K., Dheebakaran Ga, P. S., Vadivel N.
Efficient irrigation scheduling is essential for optimizing crop yields and water-use efficiency. This review examines crop simulation models and methods for improving irrigation management, with a focus on integrating weather forecast data. The FAO (Food and Agriculture Organization) developed models such as AquaCrop, WOFOST (WOrld FOod Studies), DSSAT (Decision Support System for Agrotechnology Transfer), and APSIM (Agricultural Production Systems sIMulator), exploring the incorporation of forecasted ETo (reference evapotranspiration) calculated based on forecasted values of weather through the Penman-Monteith method and rainfall data into the models using modified rule-based approaches with various forecast horizons, which enhances irrigation planning. Optimization methods, including genetic algorithms coupled with crop models, are also assessed and have shown significant water savings and profit gains compared with traditional farming practices. Emerging real-time irrigation scheduling tools, including simulation-optimization, field data assimilation, and human–machine interactions, further improve productivity and water conservation. Studies have also shown that web-based decision support using satellite remote sensing and crop models can be used to effectively monitor crop water status and predict real-time irrigation needs. Ongoing innovations like coupling crop models with optimization techniques, weather forecasting, remote sensing, and recommendations based on field experiments have shown promise for transforming irrigation planning and management.
高效的灌溉调度对优化作物产量和用水效率至关重要。本综述探讨了改进灌溉管理的作物模拟模型和方法,重点是整合天气预报数据。联合国粮食及农业组织(FAO)开发了 AquaCrop、WOFOST(世界粮食研究)、DSSAT(农业技术转让决策支持系统)和 APSIM(农业生产系统模拟器)等模型,探索通过彭曼-蒙蒂斯方法将根据天气预报值计算出的参考蒸散量(ETo)和降雨量数据纳入模型,采用基于规则的修正方法,并采用不同的预测范围,从而加强灌溉规划。此外,还评估了优化方法,包括与作物模型相结合的遗传算法,结果表明与传统耕作方法相比,可显著节水和增加利润。新兴的实时灌溉调度工具,包括模拟优化、田间数据同化和人机互动,进一步提高了生产率和节水效果。研究还表明,利用卫星遥感和作物模型的网络决策支持可有效监测作物水分状况并预测实时灌溉需求。正在进行的创新,如将作物模型与优化技术、天气预报、遥感和基于田间试验的建议相结合,已显示出改变灌溉规划和管理的前景。
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引用次数: 0
3D criteria to improve real-time pressure control in water distribution network system architecture 改善配水管网系统结构中实时压力控制的 3D 标准
Pub Date : 2024-07-22 DOI: 10.2166/ws.2024.166
Saeid Mohammadzade Negharchi, R. Shafaghat
Real-time control (RTC) methods have been developed for over one decade to regulate service pressure and reduce leakage using pressure control valves in water distribution networks (WDN). The present study investigates control node selection frameworks and RTC system architecture for the field-oriented control of a rural WDN. The unique topology of the case-study area, the small size of the area, and high-pressure variety increased the considerations of the RTC system. A computer code was developed based on the method of characteristics for the hydraulic simulation of the network. The code could analyze unsteady flows through sloped pipes, implement pressure-based analysis, and regulate control valves based on the target node. Leakage reduction, pressure fluctuation reduction, and cavitation prevention were used as three criteria and constraints in the selection of control nodes. It was found that the optimal strategy would reduce the real water loss from 25 to 10%. Furthermore, key parameters in remote sensing were evaluated to minimize the number of sensors in order to further simplify the control algorithm and RTC system architecture through an artificial neural network (ANN) approach. The control function with a convergence rate of 99% was introduced.
实时控制(RTC)方法已经开发了十多年,用于在配水管网(WDN)中使用压力控制阀调节服务压力和减少泄漏。本研究探讨了农村 WDN 面向现场控制的控制节点选择框架和 RTC 系统架构。案例研究地区独特的拓扑结构、狭小的面积和高压种类增加了对 RTC 系统的考虑。根据网络水力模拟的特性方法,开发了一套计算机代码。该代码可以分析通过倾斜管道的不稳定流,实施基于压力的分析,并根据目标节点调节控制阀。在选择控制节点时,将减少泄漏、减少压力波动和防止气蚀作为三个标准和约束条件。结果发现,最佳策略可将实际水量损失从 25% 降低到 10%。此外,还对遥感的关键参数进行了评估,以尽量减少传感器的数量,从而通过人工神经网络(ANN)方法进一步简化控制算法和 RTC 系统结构。引入了收敛率高达 99% 的控制功能。
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引用次数: 0
Characteristics and causes of groundwater level dynamics in the Changji oasis on the northern slopes of the Tianshan Mountains, China 中国天山北坡昌吉绿洲地下水位动态特征及成因
Pub Date : 2024-07-19 DOI: 10.2166/ws.2024.165
Xin Hu, Wu Bin, Gao Fan, Mingliang Du
Groundwater level dynamics reflect the relationship between groundwater recharge and discharge, and changes in groundwater resources. To effectively manage and protect groundwater resources, it is necessary to analyze spatial and temporal changes in groundwater levels and the underlying reasons. Results indicate that groundwater levels in the study area have declined, particularly in the irrigation area. Specifically, from 2000 to 2020, the area with groundwater levels <10 m deep decreased by 71.41%, the area with groundwater levels within the range of 10–50 m increased by 26.19%, and the area >50 m deep increased by 167.38%. Results indicate that groundwater levels in the study area have declined, particularly in the irrigation area. Human activities, such as groundwater extraction for cropland expansion, are the primary factors contributing to declining groundwater levels in the plains. Therefore, based on the research results, we need to make efforts to develop non-traditional water resources to alleviate the scarcity of groundwater resources, further strengthen water resources monitoring and regulation, vigorously develop water-saving measures and drought-resistant crops, raise public awareness of water conservation, to ensure the rational utilization of groundwater resources.
地下水位动态反映了地下水补给和排泄之间的关系以及地下水资源的变化。为了有效地管理和保护地下水资源,有必要分析地下水水位的时空变化及其根本原因。研究结果表明,研究区域的地下水位有所下降,尤其是在灌溉区。具体而言,从 2000 年到 2020 年,地下水水深 50 米的区域增加了 167.38%。结果表明,研究区域的地下水位有所下降,尤其是在灌溉区。人类活动,如为扩大耕地面积而抽取地下水,是导致平原地区地下水位下降的主要因素。因此,根据研究结果,我们需要努力开发非传统水资源以缓解地下水资源匮乏的问题,进一步加强水资源监测和调控,大力发展节水措施和抗旱作物,提高公众节水意识,确保地下水资源的合理利用。
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引用次数: 0
An experimental investigation for the determination of the optimum ratio of nano clay for reducing local scour around a cylindrical bridge pier 确定纳米粘土最佳比例以减少圆柱形桥墩周围局部冲刷的实验研究
Pub Date : 2024-07-19 DOI: 10.2166/ws.2024.164
Abubaker Sami Dheyab, Mustafa Günal
Local scour is one of the main causes of the bridge collapse. It occurs when the flow erodes the sediments surrounding the bridge's piers. This experimental study aims to find an innovative approach for armoring the bed using nano clay to mitigate the erodibility of non-uniform sand beds. Additionally, the study investigates the nano clay-sand bed under various hydraulic conditions, with different pier diameters to determine the optimal nano clay ratio for minimizing local scour around a cylindrical bridge pier. This study indicates that the nano clay could be used effectively to reduce the local scour depth, with an optimum ratio of 0.25% when the flow shallowness is less than 1.4 and an optimum ratio of 0.5% for the flow shallowness between 1.4 and 2. Notably, a significant reduction of up to 68% in local scour depth is observed out of all experiments. Furthermore, the study demonstrates the influence of nano clay on other factors related to local scour depth. It presents a predictive equation that can be used to estimate the depth of local scour in a bed composed of nano clay and non-uniform sand. This equation is derived from the obtained data from this experimental investigation.
局部冲刷是造成桥梁垮塌的主要原因之一。当水流侵蚀桥墩周围的沉积物时,就会出现这种情况。本实验研究旨在寻找一种创新方法,利用纳米粘土加固沙床,以减轻非均匀沙床的侵蚀性。此外,该研究还调查了不同水力条件下的纳米粘土-沙床以及不同直径的桥墩,以确定最佳的纳米粘土比率,从而最大限度地减少圆柱形桥墩周围的局部冲刷。研究表明,纳米粘土可有效减少局部冲刷深度,当水流浅度小于 1.4 时,最佳比例为 0.25%;当水流浅度介于 1.4 和 2 之间时,最佳比例为 0.5%。值得注意的是,在所有实验中都观察到局部冲刷深度大幅降低了 68%。此外,该研究还证明了纳米粘土对与局部冲刷深度有关的其他因素的影响。研究提出了一个预测方程,可用于估算由纳米粘土和非均匀砂组成的河床的局部冲刷深度。该方程是根据实验研究获得的数据推导出来的。
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引用次数: 0
Leakage assessment of water supply networks in a university based on WB-Easy Calc and night minimum flow: a case study in Xi'an 基于世行计算易和夜间最小流量的高校供水管网渗漏评估:西安案例研究
Pub Date : 2024-07-18 DOI: 10.2166/ws.2024.163
Bo Zhang, Jingtai Zhang, Jiaqing Xiong
Under carbon peaking and carbon neutrality goals in China, many public institutions have started to decarbonise their energy consumption sectors, saving water and indirectly reducing energy consumption by controlling leaks in water supply networks. Universities receive more attention for their huge water consumption. The campus water supply system of a university in Xi'an was selected as the study object. Through real-time monitoring of the water consumption of the water supply network system, flow trends and leakage characteristics were analysed in conjunction with changes in water consumption, and WB-Easy Calc (water balance analysis software) proposed by the International Water Association was used to calibrate and evaluate the system for leakage. The results show that: with each building as a separate metering zone, the minimum night-time flow rate of the university occurs between 2:00 and 5:00 a.m., and the WB-Easy Calc analysis can obtain more accurate apparent leakage; therefore, the combination of the water balance method and the minimum night-time flow rate method can effectively assess the water use and leakage of the university, which is a good inspiration for assessing the water-saving potential of the university and formulating the corresponding water-saving measures.
在中国的碳调峰和碳中和目标下,许多公共机构已开始对其能源消耗部门进行去碳化,通过控制供水管网的泄漏来节约用水并间接降低能耗。高校因其巨大的用水量而受到更多关注。西安某大学的校园供水系统被选作研究对象。通过对供水管网系统用水量的实时监测,结合用水量的变化分析了流量趋势和渗漏特征,并利用国际水协会提出的 WB-Easy Calc(水平衡分析软件)对系统进行了渗漏校核和评价。结果表明:以每栋楼为一个独立的计量区域,该校夜间最小流量发生在凌晨 2:00 至 5:00,WB-Easy Calc 分析可以得到较为准确的表观漏失量;因此,将水平衡法和夜间最小流量法相结合,可以有效评估该校的用水量和漏失量,对评估该校的节水潜力和制定相应的节水措施有很好的启示作用。
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引用次数: 0
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Water Supply
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