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Leak detection in water distribution networks using deep learning 基于深度学习的配水网络泄漏检测
Pub Date : 2022-10-17 DOI: 10.1080/09715010.2022.2134742
Hridik Punukollu, A. Vasan, K. Srinivasa Raju
ABSTRACT Two deep learning algorithms, namely, Convolutional Neural Network (CNN) and Recurrent Neural Network- Long Short Term Memory (LSTM), were used to classify the water distribution networks (WDN) as leaky or non-leaky. LeakDB dataset was employed to generate different leakage scenarios for Net 1 and Hanoi benchmark WDN. Three cases, (a) incipient leaks, (b) abrupt leaks, and (c) mixed leak situations, are employed for pressure and flow conditions. A total of 1000 scenarios have been employed, 80% for training and 20% for testing. Seven metrics for analyzing the performance of CNN and LSTM are training accuracy, testing accuracy, total accuracy, true positive rate, false positive rate, false negative rate & area under curve. The results obtained are compared with those of Kammoun, et al. (2021). CNN is performing slightly better than LSTM in several metrics for most scenarios. However, both CNN and LSTM performed most of the time with better accuracy than those used by Kammoun et al. (2021). Leak detection accuracy is in the range of 90.56–98.23 % for Net1 WDN, whereas it is 49–96.55 % for Hanoi WDN.
摘要采用卷积神经网络(CNN)和递归神经网络-长短期记忆(LSTM)两种深度学习算法对供水网络(WDN)进行泄漏和非泄漏分类。利用LeakDB数据集对Net 1和Hanoi基准WDN生成不同的泄漏场景。三种情况,(a)初期泄漏,(b)突然泄漏和(c)混合泄漏情况,用于压力和流动条件。总共使用了1000个场景,80%用于培训,20%用于测试。分析CNN和LSTM性能的七个指标是训练准确率、测试准确率、总准确率、真阳性率、假阳性率、假阴性率和曲线下面积。所得结果与Kammoun, et al.(2021)的结果进行比较。在大多数情况下,CNN在几个指标上的表现略好于LSTM。然而,CNN和LSTM在大多数情况下都比Kammoun等人(2021)使用的准确率更高。Net1 WDN的泄漏检测准确率为90.56 - 98.23%,而河内WDN的泄漏检测准确率为49 - 96.55%。
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引用次数: 0
Assessment of hydro-morpho dynamics of the Nile River confluence scour 尼罗河汇合处冲刷的水形态动力学评价
Pub Date : 2022-10-16 DOI: 10.1080/09715010.2022.2134741
F. Samir, N. Badawy, Hossam El Sersawy
ABSTRACT Confluences of rivers are important component of river systems. Confluence scour is significant geomorphologically because it is a node in a channel network that controls sediment distribution, thus controlling the formation of channel migration. Nile River confluences take various shapes, such as downstream islands. Due to the construction of Aswan High Dam, major changes in hydrological characteristics downstream of the dam have affected river morphology, including the formation of islands. The purpose of this study is to investigate the hydrodynamic and morphological parameters for the Nile River confluences to provide an appropriate formula to predict confluence scour depth. For the current study, six confluence areas were selected. A numerical model was used to calculate the hydraulic characteristics of the Nile River. Geometric, morphological, and hydrodynamic analyses of selected confluences were performed in different years. Five confluence scour equations were applied to compute scour depths for the selected confluences. The scour depths for the specified confluences were calculated using five confluence scour equations. Field observations were compared to the calculated scour depths. The selected confluence scour equations didn’t have a satisfying performance for estimating the confluence scour depth in the Nile River. A new dimensionless confluence scour equation has been established.
摘要河流汇流是河流水系的重要组成部分。汇流冲刷在地貌学上具有重要意义,因为它是河道网络中的一个节点,控制着泥沙的分布,从而控制着河道迁移的形成。尼罗河汇合处形状各异,如下游岛屿。由于阿斯旺高坝的建设,大坝下游水文特征的重大变化影响了河流形态,包括岛屿的形成。本研究的目的是研究尼罗河汇合处的水动力和形态参数,为汇合处冲刷深度的预测提供合适的公式。本次研究选取了6个汇流区。采用数值模型计算了尼罗河的水力特性。在不同年份对选定的汇合点进行了几何、形态和水动力分析。应用5个汇流冲刷方程计算了所选汇流的冲刷深度。利用5个汇流冲刷方程计算了指定汇流的冲刷深度。将现场观测结果与计算的冲刷深度进行了比较。所选取的合流冲刷方程对尼罗河合流冲刷深度的估计效果不理想。建立了一个新的无量纲汇流冲刷方程。
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引用次数: 0
Impact of climate change on water availability in Bhagirathi River Basin, India 气候变化对印度Bhagirathi河流域水资源供应的影响
Pub Date : 2022-09-30 DOI: 10.1080/09715010.2022.2128905
Tripti Dimri, Shamshad Ahmad, M. Sharif
ABSTRACT The paper aims at simulating streamflow using Hydrologic Engineering Center Hydrological Modelling System (HEC-HMS) under different Representative Concentration Pathways (RCP’s) to access the impact of climate change on hydrological regime of Bhagirathi River at Tehri Dam. The input for the study is precipitation and temperature which are obtained from remote-sensing data. The temperature and precipitation data daily products are obtained from Tropical Rain Monitoring Mission (TRMM) and Atmospheric Infrared Sounder (AIRS) missions and the respective future anomalies were obtained from World Bank Climate Change Knowledge Portal (CCKP). The streamflow simulation is done for RCP’s 4.5 and 8.5 under the models csiro_mk3_6_0, bcc_csm1_1, ccsm4 and mri_cgcm3. The study found that the combination of remote-sensing data and HEC-HMS model has been successful in simulating streamflow in the region. The region will experience an increase in streamflow discharge under changing climate over the next coming years. The simulation also indicates that there will be a change in temporal distribution pattern of the discharge. Amidst these uncertainties, the predictions also give an insight into the planning and management of constructed or to be constructed hydraulic structures in the basin.
摘要利用水文工程中心水文模拟系统(HEC-HMS)模拟不同代表性浓度路径(RCP)下的河流流量,探讨气候变化对特赫里大坝巴吉拉蒂河水文状况的影响。本研究的输入是由遥感数据获得的降水和温度。温度和降水数据日产品来自热带雨监测任务(TRMM)和大气红外探测器(AIRS)任务,未来异常数据来自世界银行气候变化知识门户(CCKP)。在csiro_mk3_6_0、bcc_csm1_1、ccsm4和mri_cgcm3模型下,对RCP的4.5和8.5进行了流场模拟。研究发现,将遥感数据与HEC-HMS模式相结合,在模拟该地区的河流流量方面取得了成功。在未来几年气候变化的影响下,该地区的流量将会增加。模拟还表明,放电的时间分布模式会发生变化。在这些不确定因素中,预测也为流域内已建或待建水工结构的规划和管理提供了见解。
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引用次数: 0
Flood inundation modelling by a machine learning classifier 基于机器学习分类器的洪水淹没建模
Pub Date : 2022-09-28 DOI: 10.1080/09715010.2022.2128906
M. Sedighkia, B. Datta
ABSTRACT The present study proposes and evaluates a machine-learning classifier to simulate the flood inundation area in which adaptive neuro fuzzy inference system was applied to classify the simulated domain into flooded and non-flooded areas. Particle swarm optimization was utilized in the training process of the data-driven model. Moreover, the outputs of simulating floods by the two-dimensional numerical hydraulic model were used in the training and testing process. However, aerial images of observed floods could be used as well. Based on the results in the case study, the proposed data-driven classifier is able to reduce the computational complexities of the flood inundation modelling including runtime and CPU usage. The proposed model is highly reliable and robust for generating maximum flood inundation map in the major floods. The results indicated that the rate of incorrect assessment is less than 7% in all tests. It is recommendable to apply the proposed method in the future flood engineering projects in which numerous simulations of the maximum flooded area are required. The developed model considerably reduces the computational costs in the projects.
摘要:本文提出并评价了一种模拟洪水淹没区域的机器学习分类器,该分类器采用自适应神经模糊推理系统将模拟区域划分为洪水淹没区域和非洪水淹没区域。在数据驱动模型的训练过程中采用了粒子群算法。并将二维数值水力模型模拟洪水的结果用于训练和试验过程。然而,观测到的洪水的航空图像也可以使用。基于案例研究的结果,所提出的数据驱动分类器能够降低洪水淹没建模的计算复杂性,包括运行时间和CPU使用。该模型具有较高的可靠性和鲁棒性,可用于大洪水时最大洪水淹没图的生成。结果表明,所有测试的评估错误率均小于7%。建议在今后需要对最大淹没面积进行多次模拟的防洪工程中应用该方法。所开发的模型大大降低了工程中的计算成本。
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引用次数: 0
Assessment of sedimentation status and trap efficiency of Wyra reservoir 怀拉水库沉积状况及圈闭效率评价
Pub Date : 2022-09-16 DOI: 10.1080/09715010.2022.2122879
Shyamsunder Pindi, K. Jayakumar
ABSTRACT Sediment deposition is an inherent phenomenon of any reservoir which causes considerable storage loss thereby disturbing the economy of the community for which the reservoir is intended to serve. Failure to take adequate remedial measures to control sedimentation would result in huge loss in storage capacity. Present paper provides the analysis of the field studies using the hydrographic surveys which were conducted on the Wyra Project, a medium irrigation reservoir built across Wyra, a tributary of river Krishna. The surveys were conducted during the period when the reservoir receives good rains. The principal objectives of the study are to assess sedimentation status, annual sedimentation rate in the reservoir and to estimate the trap efficiency (Te) of the reservoir. The ‘Te’ is useful for predicting the remaining useful life span of the reservoir and the pattern of sediment deposition in the reservoir. Te is also useful in regulating the irrigation water, generation of hydroelectric power and management of sediment treatment plans. Analysis of the results showed that there is a loss of about 27.66 Mm3 (39.47%) in the storage capacity of the reservoir. The sedimentation rate was about 6.86 ha.m/100 km2/year, which is higher than what was considered at the planning stage.
泥沙淤积是任何水库的固有现象,它会造成相当大的蓄水损失,从而扰乱水库所服务的社区的经济。如果不采取适当的补救措施控制泥沙淤积,就会造成巨大的库容损失。本文对奎师那河(Krishna river)的一条支流、横跨奎师那河(Wyra)的中等灌溉水库Wyra工程进行的水文调查进行了实地研究分析。调查是在水库雨量充足的时期进行的。研究的主要目的是评估水库的沉积状况、年沉积速率和估计水库的圈闭效率(Te)。“Te”对于预测水库剩余使用寿命和水库泥沙沉积模式是有用的。它在调节灌溉用水、水力发电和管理沉积物处理计划方面也很有用。分析结果表明,水库库容损失约27.66 Mm3(39.47%)。沉积速率约为6.86 ha。M /100 km2/年,这比规划阶段考虑的要高。
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引用次数: 1
Analysis of groundwater age and flow fractions for source-sink assessments 用于源汇评价的地下水年龄和流量分量分析
Pub Date : 2022-09-13 DOI: 10.1080/09715010.2022.2122877
N. Ayinippully Nalarajan, S. Govindarajan, I. Nambi
ABSTRACT Capture zone analysis has been a prominent aspect in managing water supply wells. The study of aquifer vulnerability and protection also employs groundwater age modeling. Therefore, a comprehensive analysis of capture zones and groundwater age was used to propose a new method to understand the age fractions of water reaching pumping wells. The concept was derived from a volume-weighted approach for finding the mean age of a multi-component groundwater mixture. Numerical analysis of groundwater flow, age transport, and capture zone delineation was carried out to obtain volume-weighted mean groundwater age at the well. Thus, the groundwater age reaching a pumping well was easily assessed by computing age fractions. An additional recharge well rendered the groundwater age 25 days younger than that with a pumping well alone at 450 days. The example application described how the results could estimate the mean groundwater age at the sink point, contributed from the various sources.
捕获区分析一直是供水井管理的一个重要方面。含水层脆弱性与保护研究也采用了地下水年龄模型。因此,综合分析捕获区和地下水年龄,提出了一种新的方法来了解到达抽水井的水的年龄分数。这个概念来源于一种体积加权方法,用于寻找多组分地下水混合物的平均年龄。通过对地下水流量、年龄输运和圈定进行数值分析,得到了井内体积加权平均地下水年龄。因此,通过计算年龄分数,可以很容易地评估到达抽水井的地下水年龄。一个额外的补给井使地下水的年龄比单独抽水井的450天年轻25天。示例应用描述了结果如何可以估计从各种来源贡献的汇点的平均地下水年龄。
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引用次数: 0
Comparison of multi-objective and single objective calibration for SWAT model: a case study on Musi river basin, India SWAT模型多目标与单目标标定的比较——以印度木斯河流域为例
Pub Date : 2022-09-11 DOI: 10.1080/09715010.2022.2120369
Shashikanth Kulkarni, T. Anurag, M. Hussain, S. Prasanna, Vittal Hari
ABSTRACT Calibration of hydrological models for watersheds is critical considering the hydrological processes involved. The Soil and Water Assessment Tool (SWAT) is one such popular model and requires proper calibration, without which models have difficulty in proper simulation of runoff. The present study aims to utilize multi-objective calibration framework using Non-Dominated Genetic Algorithm- II (NSGA-II) and SWAT-Calibration Uncertainty Procedures (SWATCUP) for calibration. The study is conducted on Musi river basin located in India (10,000 Sq km) for seven years from 2013–2016. It includes an initial warm-up period of three years, the calibration period from 2015–2016, and validation period from 2014–2015. NSGA-II aims to optimize the multiple objective functions i.e. Nash Sutcliffe Efficiency (NSE) and Percentage Bias (PBias). The Monthly simulations results are expressed in terms of statistical parameters NSE, R2 and PBias for calibration and validation period. The results indicate satisfactory performance. Further, NSGA-II results are compared with SWATCUP (Sequential Uncertainty Fitting ver.2 (SUFI-2). We find NSGA-II performance is better than SWATCUP. The sensitive analysis indicates that CN2, GW_DELAY, GW_REVAP, ALPHA_BF, RCHRG_DP, and CH_K2 are very sensitive whereas SURLAG, ESCO, SLSUBBS, HRU_SLP are observed to be least sensitive.
考虑到所涉及的水文过程,流域水文模型的校准至关重要。土壤和水分评估工具(SWAT)就是这样一个流行的模型,需要适当的校准,没有这些模型就难以正确地模拟径流。本研究旨在利用非支配遗传算法-II (NSGA-II)和swat -校准不确定度程序(SWATCUP)的多目标校准框架进行校准。该研究从2013年至2016年在印度的Musi河流域(1万平方公里)进行了7年。它包括三年的初始预热期,2015-2016年的校准期和2014-2015年的验证期。NSGA-II旨在优化Nash Sutcliffe Efficiency (NSE)和Percentage Bias (PBias)等多个目标函数。每月的模拟结果以校正和验证期的统计参数NSE、R2和PBias表示。结果表明,该方法具有令人满意的性能。此外,NSGA-II结果与SWATCUP (Sequential Uncertainty Fitting ver.2)进行了比较(SUFI-2)。我们发现NSGA-II的性能优于SWATCUP。灵敏度分析结果表明,CN2、GW_DELAY、GW_REVAP、ALPHA_BF、RCHRG_DP和CH_K2的敏感性较高,而SURLAG、ESCO、SLSUBBS、HRU_SLP的敏感性最低。
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引用次数: 0
Innovative hydraulic design of some canal and river structures for economy and efficiency 为提高经济效益,对一些运河、河流构筑物进行了新颖的水力设计
Pub Date : 2022-09-06 DOI: 10.1080/09715010.2022.2120368
S. Mazumder
ABSTRACT Numerous hydraulic structures are to be provided in canals and rivers for storage, diversion and transport of water. Some innovative, economic and improved hydraulic design has been discussed. Transitions are to be provided in all canal structures wherever the canal is flumed to achieve economy. Most popular transition in the USA and Europe is Hinds transition. The author performed large numbers of experiments to introduce short curved transitions at entry and straight expansion at exit to attain higher efficiency and better performance. Energy dissipaters are usually provided with parallel side walls followed by transition structures to connect the stilling basin with normal channel section, resulting in huge cost of the structure. For low value of inflow Froude’s number (F1), the author introduced a new type of energy dissipater with straight diverging side walls starting from toe of the structure so that it functions as both energy dissipater and flow diffuser. Flow metering structures are needed for flow measurement in both rivers and canals. Parshall flumes may be free or submerged. The author invented a new proportional-type flow meter, by simultaneously fluming and raising the bed so that the flow remains free for all discharges in a given range.
在运河和河流中应设置大量水工设施,以蓄水、引水和输水。讨论了一些创新的、经济的、改进的水力设计。无论在哪里开凿运河,都要在所有的运河结构中进行过渡,以实现经济效益。在美国和欧洲最流行的过渡是印度过渡。为了获得更高的效率和更好的性能,作者进行了大量的实验,在入口引入了短曲线跃迁,在出口引入了直线膨胀。消能构筑物通常采用平行侧墙和过渡结构连接消力池与正常河道段,结构造价巨大。针对进流弗劳德数(F1)值较低的问题,笔者引入了一种从结构趾部开始的侧壁直发散的新型消能器,使其兼具消能器和扩流器的功能。河流和运河的流量测量都需要流量测量结构。Parshall水槽可能是自由的,也可能是淹没的。作者发明了一种新型的比例式流量计,通过同时吹流和提升床层,使所有排出物在给定范围内保持自由流动。
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引用次数: 0
Impact of coastal structure on shorelines along the southeast and southwest coasts of india 沿海结构对印度东南和西南海岸海岸线的影响
Pub Date : 2022-09-05 DOI: 10.1080/09715010.2022.2115319
V. Sundar, S. Sannasiraj, K. Murali, Vasanthakumar Singaravelu
ABSTRACT This study aims to explore the site-specific impact of coastal structures on the stability of the shoreline. For this study, the shoreline data were collected with higher-order accuracy along a few vulnerable stretches of the coast in the vicinity of hard structures such as Seawalls, Groyne, Breakwater, and Training walls along the southeast and southwest coasts of India. All the field collected shoreline data were analysed with statistical measures using DSAS (Digital Shoreline Analysis System) tool of ArcGIS software. The presence of shore connected coastal structures dictates the sedimentation process in its purlieu. The observed average rate of erosion and accretion in the adjoining coastlines are −5.7 m/yr and +4.92 m/yr, respectively. The field measurements from the present study would provide an effective base for the planning and implementation of coastal structures near the studied area, as well as to adopt a better methodology for coastal impact assessment. Most of the well-planned and executed hard engineering structures have yielded desirable results and benefit for the local coastal communities.
摘要本研究旨在探讨海岸结构对岸线稳定性的区位影响。在这项研究中,海岸线数据是沿着印度东南和西南海岸的坚硬结构(如海堤、格罗尼、防波堤和训练墙)附近的一些脆弱海岸以更高的精度收集的。利用ArcGIS软件中的DSAS (Digital shoreline Analysis System)工具对现场采集的岸线数据进行统计分析。与海岸相连的海岸构造的存在决定了其后部的沉积过程。观测到的相邻海岸线的平均侵蚀率和平均增积率分别为- 5.7 m/年和+4.92 m/年。本研究的实地测量结果将为所研究地区附近沿海结构的规划和实施提供有效的基础,并为沿海影响评估采用更好的方法。大多数精心规划和实施的硬工程结构都为当地沿海社区带来了理想的结果和利益。
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引用次数: 1
Laboratory investigation of flow and turbulent characteristics around permeable and impermeable groynes in a strongly curved meandering channel 强弯曲蜿蜒河道中透水和不透水沟槽周围流动和湍流特性的实验室研究
Pub Date : 2022-08-29 DOI: 10.1080/09715010.2022.2115318
K. Indulekha, P. Jayasree, K. Balan
ABSTRACT The study investigates the role of cocolog, an eco-friendly material, as groyne, in protecting the river banks in meandering channels. Laboratory experiments were conducted to compare the flow pattern and sediment dynamics in a mobile-bed meandering channel for cocolog (permeable) and impermeable groynes. It is observed that as the permeability increases, the vertical and transverse velocities are seen to be reduced in the groyne fields. The results also indicate that places of maximum scour depth display amplified velocity, turbulent intensity and turbulent kinetic energy. However, considerable reduction in these characteristics is being observed in the case of permeable groynes that have densities varying between 140 and 160 kg/m3. The eroded volume is seen to be reduced by 60% for permeable groynes of medium density compared to the tests done without groynes. Also impermeable groynes exhibit a wider distribution of the maximum values for scour depth, turbulence intensity and turbulent kinetic energy than that of permeable groynes. It is found that the cocolog groynes with suitable density (or permeability) can perform best in meandering channels by dampening the velocity and turbulence of the groyne fields.
摘要:本研究探讨了生态友好型材料可可木作为护坡材料在曲流河道中保护河岸的作用。通过室内试验,比较了流动床曲流河道中透水和不透水的水流形态和泥沙动力学。观察到,随着渗透率的增加,垂直和横向速度在砾岩场中减小。结果还表明,最大冲刷深度处的速度、湍流强度和湍流动能均有所放大。然而,在密度在140和160 kg/m3之间变化的渗透性砾岩的情况下,观察到这些特性有相当大的减少。与没有沟槽的试验相比,中密度渗透性沟槽的侵蚀体积减少了60%。在冲刷深度、湍流强度和湍流动能的最大值分布上,不透水的沟槽比透水的沟槽更宽。研究发现,适当密度(或透气性)的cocolog沟槽可以抑制沟槽场的速度和湍流,从而在曲流沟槽中发挥最佳作用。
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引用次数: 3
期刊
ISH Journal of Hydraulic Engineering
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