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Analysis of characteristic snow parameters and associated factors in a cold region in northeast China 东北寒区特征降雪参数及相关因子分析
Pub Date : 2019-03-01 DOI: 10.2166/WS.2018.096
Q. Fu, Li Peng, Tianxiao Li, Song Cui, Dong Liu, Peiru Yan, Hong-Jin Chen
Snow characteristics were measured in the comprehensive experimental field and the results of a detailed analysis of physical snow properties indicated that snowpack characteristics are affected by a variety of climate parameters. The average liquid water content of snow increased from 0.5% to 3.5%. The bottom snow layer exhibited larger parameter variations than those in the surface and middle layers. The average snow porosity was 72.3% for the entire snowpack, and the changing rate of porosity ranged from 4% to 19% during the accumulation period and from 7% to 25% during the snowmelt period. The porosity of the bottom layer displayed the fastest decline and the largest range. The air temperature, snow temperature and solar radiation showed significant positive correlations with the liquid water content of the snow, and the calculated correlation coefficients were all above 0.9. In addition, relative humidity and temperature were negatively correlated. All meteorological factors studied affected the melting capacity of snow to varying degrees. This study included the design and implementation of snow experiments on bare land under natural conditions as well as measurements of snow parameters in detailed snowpack layers and explained the characteristics of snow parameters combined with meteorological factors.
在综合试验场对积雪特性进行了测量,详细分析了积雪的物理特性,结果表明积雪特性受多种气候参数的影响。雪的平均液态水含量从0.5%增加到3.5%。底层积雪的参数变化大于表层和中间层。整个积雪的平均孔隙度为72.3%,积雪积累期孔隙度变化率为4% ~ 19%,融雪期为7% ~ 25%。底层孔隙度下降最快,幅度最大。气温、雪温和太阳辐射与雪中液态水含量呈显著正相关,相关系数均在0.9以上。相对湿度与温度呈负相关。所研究的气象因子对融雪能力有不同程度的影响。本研究包括自然条件下裸地积雪试验的设计和实施,以及详细积雪层积雪参数的测量,并结合气象因子解释了积雪参数的特征。
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引用次数: 3
Adsorption of fluoride on a chitosan-based magnetic nanocomposite: equilibrium and kinetics studies 壳聚糖基磁性纳米复合材料对氟化物的吸附:平衡和动力学研究
Pub Date : 2019-02-01 DOI: 10.2166/WS.2018.050
A. Abri, M. Tajbakhsh, A. Sadeghi
A new derivative of chitosan functionalized with chloroacyl chloride and 2-(2-aminoethylamino) ethanol was synthesized for the preparation of the magnetic nanocomposite containing Fe 3 O 4 @TiO 2 nanoparticles. Characterizations were done by Fourier transform infrared spectroscopy (FT-IR), X-ray diffraction (XRD), scanning electron microscopy (SEM), thermogravimetric analysis (TGA), and vibrating sample magnetometer (VSM). Nanocomposite was examined for the defluoridation of water, and the effect of contact time, pH, initial fluoride ion concentration, contact time and adsorbent dosage were investigated. Langmuir model showed the best agreement with the experimental data. The maximum adsorption capacity for the fluoride removal from aqueous solutions was 15.385 mg/g at 318 K and pH = 5.0. The adsorption mechanism matches the pseudo-second-order kinetic model with a rate constant ( k 2 ) of 0.68 g/mg·min. Thermodynamics study of the nature of adsorption showed that ΔH and ΔS was 13.767 kJ/mol and 0.066 kJ/mol·K respectively. A mechanism for the fluoride sorption was proposed by considering the electrostatic and hydrogen bonding interactions.
合成了氯酰氯和2-(2-氨基乙胺)乙醇功能化的新型壳聚糖衍生物,用于制备含fe3o4 @ tio2纳米磁性复合材料。通过傅里叶变换红外光谱(FT-IR)、x射线衍射(XRD)、扫描电镜(SEM)、热重分析(TGA)和振动样品磁强计(VSM)对其进行了表征。研究了纳米复合材料对水的除氟效果,考察了接触时间、pH、初始氟离子浓度、接触时间和吸附剂用量对水除氟效果的影响。Langmuir模型与实验数据最吻合。在318 K、pH = 5.0条件下,对氟的最大吸附量为15.385 mg/g。吸附机理符合准二级动力学模型,速率常数k 2为0.68 g/mg·min。吸附性质的热力学研究表明,ΔH和ΔS分别为13.767 kJ/mol和0.066 kJ/mol·K。结合静电和氢键相互作用,提出了氟吸附的机理。
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引用次数: 20
The origin and risks associated with loose deposits in a drinking water distribution system 饮用水分配系统中松散沉积物的来源和相关风险
Pub Date : 2019-02-01 DOI: 10.2166/WS.2018.073
Amanda Mussared, R. Fabris, J. Vreeburg, J. Jelbart, M. Drikas
Sediment accumulates in distribution systems over time, and can potentially result in dirty water events. The primary origin of these particles in most networks has not been examined. Controlled sediment re-suspension (flushing) events were performed at 10 sites in a drinking water distribution system and repeated 6 months later to observe re-deposition. Different patterns of sediment deposition observed are suspected to be related to particle origin. A large proportion of pipe sediment re-suspended during the first flushing event was composed of iron, most likely arising from corrosion of distribution system infrastructure. This sediment appears to play a role in sheltering microbial cells from secondary disinfection. In this study, a source of particles was identified that may provide an alternate explanation for the presence of iron deposits in systems not dominated by iron pipework.
随着时间的推移,沉积物在分配系统中积累,并可能导致污水事件。在大多数网络中,这些粒子的主要来源尚未得到检验。在饮用水分配系统的10个站点进行控制沉积物再悬浮(冲洗)事件,并在6个月后重复观察再沉积。观测到的不同泥沙沉积模式被怀疑与颗粒的起源有关。在第一次冲洗过程中,管道沉积物中有很大一部分是由铁组成的,很可能是由于分配系统基础设施的腐蚀造成的。这种沉积物似乎在保护微生物细胞免受二次消毒方面起作用。在这项研究中,确定了颗粒的来源,这可能为在不以铁管道为主的系统中存在铁矿提供另一种解释。
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引用次数: 12
Forecasting failure rate of water pipes 预测水管故障率
Pub Date : 2019-02-01 DOI: 10.2166/WS.2018.078
M. Kutyłowska
This paper presents the results of failure rate prediction by means of support vector machines (SVM) – a non-parametric regression method. A hyperplane is used to divide the whole area in such a way that objects of different affiliation are separated from one another. The number of support vector determines the complexity of the relations between dependent and independent variables. The calculations were performed using Statistical 12.0. Operational data (provided by the Water Utility) for one selected zone of the water supply system for the period 2008–2014 were used for forecasting. The whole data set (in which data on distribution pipes were distinguished from those on house connections) for the years 2008–2014 was randomly divided into two subsets: a training subset – 75% (5 years) and a testing subset – 25% (2 years). Dependent variables ( λ r for the distribution pipes and λ p for the house connections) were forecasted using independent variables (the total length – L r and L p and number of failures – N r and N p of the distribution pipes and the house connections, respectively). Four kinds of kernel functions: linear, polynomial, sigmoidal and radial basis functions were applied. The SVM model based on the linear kernel function was found to be optimal for predicting the failure rate of each kind of water conduit. This model9s maximum relative error of predicting failure rates λ r and λ p during the testing stage amounted to about 4% and 14%, respectively. The average experimental failure rates in the whole analysed period amounted to 0.18, 0.44, 0.17 and 0.24 fail./(km·year) for the distribution pipes, the house connections and the distribution pipes made of respectively PVC and cast iron.
本文介绍了一种非参数回归方法——支持向量机(SVM)的故障率预测结果。超平面用于划分整个区域,使不同隶属关系的对象彼此分离。支持向量的个数决定了因变量和自变量之间关系的复杂程度。使用Statistical 12.0进行计算。2008-2014年期间供水系统的一个选定区域的运行数据(由水务公司提供)用于预测。2008-2014年的整个数据集(其中配电管道的数据与房屋连接的数据不同)被随机分为两个子集:训练子集- 75%(5年)和测试子集- 25%(2年)。因变量(分配管道λ r和住宅连接λ p)使用自变量(分配管道和住宅连接的总长度- L r和L p以及故障数量- N r和N p)进行预测。采用了四种核函数:线性基、多项式基、s型基和径向基。基于线性核函数的支持向量机模型对各类输水管道的故障率预测效果最优。该模型在试验阶段预测故障率λ r和λ p的最大相对误差分别约为4%和14%。在整个分析期内,配水管、房屋连接件和配水管的平均试验故障率分别为0.18、0.44、0.17和0.24次/(km·年)。
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引用次数: 19
Situations, challenges and strategies of urban water management in Beijing under rapid urbanization effect 快速城市化效应下北京城市水管理现状、挑战与对策
Pub Date : 2019-02-01 DOI: 10.2166/WS.2018.057
Wen Liu, Weiping Chen, Q. Feng, R. Deo
As the capital and a major political hub for China, Beijing has undergone a rapid urbanization effect with significant population growth in recent years. At the same time, Beijing has also been suffering from severe water problems such as, water scarcity, urban flooding and other issues related to water pollution. These have increasingly generated severe water problems and stymied the pace and scope of sustainable urban development. The critical challenges faced by water resource administrations pertains to the issues of sustainable management of water resources and the relevant actions to be put in place in order to address these water related problems. In this study, the current water situation of Beijing are described in great details focusing on the water resources amounts, water supply, water consumption and water pollution changes analyzed from historical to the recent years. The challenges of Beijing urban water management systems are also analyzed to offer possible solutions in light of the current trends. Finally, a number of useful strategies and action-oriented measures are provided for Beijing9s urban water resource administration to assist them in overcoming the current water management challenges and or them to move towards a more sustainable developmental city.
作为中国的首都和主要政治中心,北京近年来经历了快速的城市化效应,人口增长显著。与此同时,北京也面临着严重的水资源问题,如水资源短缺、城市洪水和其他与水污染有关的问题。这些问题日益造成严重的水问题,并阻碍了可持续城市发展的速度和范围。水资源管理部门面临的关键挑战涉及水资源的可持续管理问题,以及为解决这些与水有关的问题而采取的相关行动。本研究对北京市水资源现状进行了详细的描述,重点分析了北京市水资源量、供水量、用水量和水污染从历史到近年的变化情况。分析了北京城市水管理系统面临的挑战,并根据当前的趋势提出了可能的解决方案。最后,为北京城市水资源管理提供了一些有用的战略和行动导向的措施,以帮助他们克服当前的水管理挑战,或他们走向一个更可持续发展的城市。
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引用次数: 9
Quantitative impact of precipitation and human activity on runoff in the upper and middle Taoer River basin 陶尔河中上游流域降水和人类活动对径流的定量影响
Pub Date : 2019-02-01 DOI: 10.2166/WS.2018.049
Ying Sun, Xiujuan Liang, Changlai Xiao, Z. Fang
Improved analysis and usage of water resources in the Taoer River basin requires an evaluation of the contributions of precipitation and human activities to runoff. In this study, we apply an integrated method combining the non-parametric Mann–Kendall trend test and the double-mass curve to analyze runoff data from 1961 to 2010. The major findings are as follows: (1) annual runoff showed a statistically significant decrease, while precipitation showed no significant trend; (2) an abrupt change point was identified in 1998 at four representative stations, resulting in the study period being divided into pre-change and post-change periods for subsequent analysis. The double-mass curves were approximately linear in the pre-change periods, indicating that the dominant factor was probably climate change. Annual precipitation–runoff curves showed a decreasing trend from 1998, probably because of human activity; (3) the contributions of human activity to runoff in the post-change period for the four selected stations were 58.31%, 17.81%, 37.17%, and 47.66%, and the influence of human activity increased after the abrupt change point.
改进洮尔河流域水资源的分析和利用,需要对降水和人类活动对径流的贡献进行评估。本文采用非参数Mann-Kendall趋势检验和双质量曲线相结合的综合方法对1961 - 2010年径流数据进行分析。主要结果表明:(1)年径流量呈显著减少趋势,降水量无显著趋势;(2) 1998年4个代表性站点出现突变点,将研究期分为变化前期和变化后期进行后续分析。变化前的双质量曲线近似为线性,表明气候变化可能是主导因素。自1998年以来,年降水量-径流曲线呈下降趋势,可能与人类活动有关;(3)变化后人类活动对径流的贡献分别为58.31%、17.81%、37.17%和47.66%,突变点后人类活动的影响增大。
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引用次数: 7
Energy consumption in the life cycle of plumbing fixtures 管道装置生命周期内的能源消耗
Pub Date : 2019-02-01 DOI: 10.2166/WS.2018.053
A. Kalbusch, E. Ghisi
The main objective of this paper is to propose a method for quantifying the energy consumption in the life cycle of different plumbing fixtures. The method can be used to estimate the energy consumption in the production, use and disposal phases of plumbing fixtures. This allows for the comparison between the performances of different plumbing fixtures and the identification of the share of each phase on the energy consumption over the life cycle. The method was applied in a case study in Southern Brazil to quantify the energy consumption in the life cycle of two types of taps installed on a university campus. The total energy consumption in the life cycle of ordinary and self-closing taps used in the study was respectively, 177.71 MJ and 164.11 MJ over four years. Production accounted for 33% of the energy consumption share of the ordinary tap, while the use phase accounted for 65% and the disposal phase for 2%. For the self-closing tap, the production phase accounted for 46% of the energy consumption share, the use phase for 52% and the disposal phase for 2%. Therefore, considering the energy consumption in the life cycle, self-closing taps should be preferred over ordinary taps.
本文的主要目的是提出一种量化不同管道装置生命周期能耗的方法。该方法可用于估算管道装置在生产、使用和处置阶段的能耗。这样就可以比较不同管道装置的性能,并确定整个生命周期中每个阶段的能源消耗份额。该方法在巴西南部的一个案例研究中得到应用,量化了安装在一所大学校园内的两种类型水龙头在生命周期中的能耗。研究中使用的普通水龙头和自闭水龙头4年生命周期总能耗分别为177.71 MJ和164.11 MJ。生产占普通水龙头能耗份额的33%,而使用阶段占65%,处置阶段占2%。对于自闭水龙头,生产阶段占能耗份额的46%,使用阶段占52%,处置阶段占2%。因此,考虑到生命周期内的能耗,自闭水龙头应优于普通水龙头。
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引用次数: 1
Geo-spatial analysis of radon in spring and well water using kriging interpolation method 基于kriging插值法的泉水和井水氡的地理空间分析
Pub Date : 2019-02-01 DOI: 10.2166/WS.2018.070
Abdul Razzaq Khan, M. Rafique, S. Rahman, M. Basharat, Chand Shahzadi, Ishtiaq Ahmed
Radon activity concentration was measured in 101 springs and well water samples collected from Muzaffarabad city and its outskirts. Sixty springs and 41 well water samples were analyzed, using RAD7, an electronic radon detector manufactured by Durridge Company Inc., for the estimation of radon borne activities and their relevant effects. Results obtained show that for spring water, the water borne radon activity varied from 0.246 ± 0.348 to 34.36 ± 5.54 Bq L −1 with an average value of 10.16 ± 2.42 Bq L −1 . For well water, the water borne radon activity varied from 0.86 ± 0.10 to 16.12 ± 0.22 Bq L −1 with an average value of 4.21 ± 0.13 Bq L −1 . Concentration of radon borne activities were subsequently used for determination of inhalation and ingestion doses. The inhalation and ingestion doses for spring water samples varied from 0.0062 ± 0.0087 to 0.865 ± 0.14 mSv y −1 and 0.052± 0.073 to 7.22 ± 1.16 mSv y −1 , respectively. The inhalation and ingestion doses for well water varied from 0.022 ± 0.0025 to 0.41 ± 0.0054 mSv y −1 and 0.18± 0.021 to 3.38 ± 0.045 mSv y −1 , respectively. 33.33% of spring and 7.32% of well water samples were found with values above the recommendation levels of the United States Environmental Protection Agency (∼11.1 Bq L −1 ). As a single measurement cannot serve as a best estimate of the unsampled areas in the region, Kriging interpolation method, a geo-statistical method, was used to get an estimate of spatial distribution of water borne radon in the area of study. Kriging mapping shows that higher radon concentrations are found in areas with lithology consisting of sandstones, siltstones, shales and claystones.
在穆扎法拉巴德市及其郊区采集的101个泉水和井水样本中测量了氡活度浓度。采用美国Durridge公司生产的RAD7电子氡检测仪对60个泉水和41个井水样品进行了分析,以估计氡的携带活性及其相关影响。结果表明:泉水的氡活度变化范围为0.246±0.348 ~ 34.36±5.54 Bq L−1,平均值为10.16±2.42 Bq L−1;井水氡活度变化范围为0.86±0.10 ~ 16.12±0.22 Bq L−1,平均值为4.21±0.13 Bq L−1。氡传播活性的浓度随后被用于确定吸入和摄入剂量。泉水样品的吸入和摄入剂量分别为0.0062±0.0087 ~ 0.865±0.14 mSv y - 1和0.052±0.073 ~ 7.22±1.16 mSv y - 1。井水的吸入和摄入剂量分别为0.022±0.0025 ~ 0.41±0.0054 mSv y - 1和0.18±0.021 ~ 3.38±0.045 mSv y - 1。33.33%的泉水和7.32%的井水样本的值高于美国环境保护署的建议水平(~ 11.1 Bq L−1)。由于单次测量不能很好地估计研究区域内的未采样区域,因此采用地质统计学方法Kriging插值法对研究区域内水体氡的空间分布进行了估计。Kriging测图显示,在砂岩、粉砂岩、页岩和粘土岩岩性组成的地区,氡浓度较高。
{"title":"Geo-spatial analysis of radon in spring and well water using kriging interpolation method","authors":"Abdul Razzaq Khan, M. Rafique, S. Rahman, M. Basharat, Chand Shahzadi, Ishtiaq Ahmed","doi":"10.2166/WS.2018.070","DOIUrl":"https://doi.org/10.2166/WS.2018.070","url":null,"abstract":"Radon activity concentration was measured in 101 springs and well water samples collected from Muzaffarabad city and its outskirts. Sixty springs and 41 well water samples were analyzed, using RAD7, an electronic radon detector manufactured by Durridge Company Inc., for the estimation of radon borne activities and their relevant effects. Results obtained show that for spring water, the water borne radon activity varied from 0.246 ± 0.348 to 34.36 ± 5.54 Bq L −1 with an average value of 10.16 ± 2.42 Bq L −1 . For well water, the water borne radon activity varied from 0.86 ± 0.10 to 16.12 ± 0.22 Bq L −1 with an average value of 4.21 ± 0.13 Bq L −1 . Concentration of radon borne activities were subsequently used for determination of inhalation and ingestion doses. The inhalation and ingestion doses for spring water samples varied from 0.0062 ± 0.0087 to 0.865 ± 0.14 mSv y −1 and 0.052± 0.073 to 7.22 ± 1.16 mSv y −1 , respectively. The inhalation and ingestion doses for well water varied from 0.022 ± 0.0025 to 0.41 ± 0.0054 mSv y −1 and 0.18± 0.021 to 3.38 ± 0.045 mSv y −1 , respectively. 33.33% of spring and 7.32% of well water samples were found with values above the recommendation levels of the United States Environmental Protection Agency (∼11.1 Bq L −1 ). As a single measurement cannot serve as a best estimate of the unsampled areas in the region, Kriging interpolation method, a geo-statistical method, was used to get an estimate of spatial distribution of water borne radon in the area of study. Kriging mapping shows that higher radon concentrations are found in areas with lithology consisting of sandstones, siltstones, shales and claystones.","PeriodicalId":23573,"journal":{"name":"Water Science & Technology: Water Supply","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82040167","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 11
A comparison of artificial intelligence models for the estimation of daily suspended sediment load: a case study on the Telar and Kasilian rivers in Iran 日悬沙负荷估算的人工智能模型比较:以伊朗泰拉尔河和卡西连河为例
Pub Date : 2019-02-01 DOI: 10.2166/WS.2018.062
S. Emamgholizadeh, Razieh Karimi Demneh
The suspended sediment load estimation of rivers is one of the main issues in hydraulic engineering. Different traditional methods such as sediment rating curve (SRC) can be used to estimate the suspended sediment load of rivers. The main problem of this method is its low accuracy and uncertainty. In this study, the ability of three intelligence models namely Gene Expression Programming (GEP), Artificial Neural Networks (ANN) and Adaptive Neuro Fuzzy Inference System (ANFIS) were compared to the SRC method. The daily flow discharge and sediment discharge of two hydrometric stations of Kasilian and Telar rivers in the period of 1964–2014 were used to develop intelligence models. The performance of these methods indicated that all intelligence models give reliable results in the estimation of the suspended sediment load and their performance was better than the SRC method. Moreover, results showed that the GEP model with a high coefficient of determination (R 2 ) and a low mean absolute error (MAE) was better than both the ANN and ANFIS models for the estimation of daily suspended sediment load of the two sub-basins of Kasilian and Telar rivers.
河流悬沙负荷估算是水利工程中的主要问题之一。泥沙等级曲线(SRC)等不同的传统方法可用于估算河流的悬沙负荷。该方法的主要问题是精度低,不确定度大。在本研究中,比较了基因表达编程(GEP)、人工神经网络(ANN)和自适应神经模糊推理系统(ANFIS)三种智能模型与SRC方法的能力。利用卡斯连河和泰拉尔河两个水文站1964-2014年的日流量和日输沙量建立智能模型。结果表明,各智能模型对悬沙荷载的估计结果可靠,且均优于SRC方法。结果表明,GEP模型具有较高的决定系数(r2)和较低的平均绝对误差(MAE),较ANN和ANFIS模型更适合于估算Kasilian河和Telar河两个子流域的日悬沙负荷。
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引用次数: 31
Pressure management and residential consumption reduction 压力管理和减少居民消费
Pub Date : 2019-02-01 DOI: 10.2166/WS.2018.071
M. Garmendia, J. Almandoz, A. Arrizabalaga, F. Arregui
The benefits of applying pressure management in urban water supply networks have been well known for more than 10 years. Apart from reducing leakage, it also reduces burst frequency and consumption. However, the reduction of consumption with pressure is an objective that has only been considered a priority in water scarcity scenarios and suffers from a lack of systematic or conclusive studies. This paper analyses the relationship between pressure and consumption in a water distribution network equipped with remote water meter reading. Based on end use breakdowns, the paper estimates the percentage of pressure-dependent consumption. It establishes three different scenarios and assesses the relationship between pressure and consumption by means of the N3 coefficient.
十多年来,在城市供水网络中应用压力管理的好处已经众所周知。除了减少泄漏外,还可以减少突发频率和消耗。然而,减少有压力的消费只是在缺水情况下才被视为优先目标,缺乏系统的或结论性的研究。本文分析了远程抄表供水管网压力与用水量的关系。基于最终用途的细分,本文估计了压力依赖消耗的百分比。建立了三种不同的情景,并利用N3系数评价了压力与消耗之间的关系。
{"title":"Pressure management and residential consumption reduction","authors":"M. Garmendia, J. Almandoz, A. Arrizabalaga, F. Arregui","doi":"10.2166/WS.2018.071","DOIUrl":"https://doi.org/10.2166/WS.2018.071","url":null,"abstract":"The benefits of applying pressure management in urban water supply networks have been well known for more than 10 years. Apart from reducing leakage, it also reduces burst frequency and consumption. However, the reduction of consumption with pressure is an objective that has only been considered a priority in water scarcity scenarios and suffers from a lack of systematic or conclusive studies. This paper analyses the relationship between pressure and consumption in a water distribution network equipped with remote water meter reading. Based on end use breakdowns, the paper estimates the percentage of pressure-dependent consumption. It establishes three different scenarios and assesses the relationship between pressure and consumption by means of the N3 coefficient.","PeriodicalId":23573,"journal":{"name":"Water Science & Technology: Water Supply","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87542688","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
期刊
Water Science & Technology: Water Supply
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