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Adaptive neuro-fuzzy interface system based performance monitoring technique for hydropower plants 基于自适应神经模糊接口系统的水电厂性能监测技术
Pub Date : 2022-08-28 DOI: 10.1080/09715010.2022.2115320
K.Vimala Kumar, R. Saini
ABSTRACT Energy has played a significant role in developing civilization, but the continuous use of fossil fuels has hampered the environment. Hydropower is the alternative to fossil fuels. But most of the hydropower plants in hilly areas suffer from silt erosion problems. Erosion of underwater parts creates vibration and noise and reduces machine efficiency. Therefore, online monitoring of turbines and other equipment is necessary to minimize losses due to erosion and part-load operation. Various studies are reported in the literature and found that correlation-based machine efficiency monitoring is one of the popular techniques. ANN method is useful for system modeling with a wide range of applications. However, despite the excellent classification capacities, its development can be time-consuming, computer-intensive, and prone to overfitting. In this paper, an Adaptive Neuro-Fuzzy Interface System (ANFIS) has been utilized to develop a correlation that removes the drawbacks of ANN and can predict the efficiency of the machine with an R2-value of 0. 99,976 having a Mean Absolute Percentage Error (MAPE) of 0.0108% at 0.06482% Root Mean Square Percentage Error (RMSPE).
能源在人类文明发展中发挥了重要作用,但化石燃料的持续使用却对环境造成了不利影响。水力发电是化石燃料的替代品。但山区水电站大多存在泥沙侵蚀问题。水下部件的侵蚀会产生振动和噪音,降低机器效率。因此,有必要对涡轮机和其他设备进行在线监测,以尽量减少由于侵蚀和部分负荷运行造成的损失。文献报道了各种各样的研究,发现基于相关性的机器效率监测是一种流行的技术。人工神经网络方法在系统建模中具有广泛的应用前景。然而,尽管有出色的分类能力,它的开发可能是耗时的,计算机密集型的,并且容易过度拟合。在本文中,一个自适应神经模糊接口系统(ANFIS)已被用于开发一种相关性,该相关性消除了人工神经网络的缺点,并且可以预测r2值为0的机器的效率。99,976的平均绝对百分比误差(MAPE)为0.0108%,均方根百分比误差(RMSPE)为0.06482%。
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引用次数: 9
Energy dissipation for supercritical flows by using screens with triangular shape openings 三角形开口筛网对超临界流动的能量耗散
Pub Date : 2022-08-03 DOI: 10.1080/09715010.2022.2107880
U. Singh, P. Roy
ABSTRACT In the present study, experiments were conducted in the laboratory to investigate the effectiveness of perforated screens having triangular shape openings in dissipating the energy of supercritical flows. The porosity of the perforated screens was maintained at 45%. Experiments were conducted by placing the screens at an angle α (45°, 75°, 90°, 120°, and 135°) with the upstream direction of supercritical flow. Further, for each of the angular positions, the screens were used both in single and double layers. In the case of the double layer, the two screens were placed at a 2.5 cm gap. The supercritical flow when collided with the screen, a hydraulic jump was created in the immediate upstream of the screen. In all the experiments, the Froude number, F1 of the supercritical flow approaching the screen was varied from 3.16 to 19.26. The relative energy dissipation between the upstream and downstream of the screen was significantly larger than that due to the classical hydraulic jumps. Further, it was found that this relative energy loss varied non-linearly with respect to F1, but the variation was negligible due to screen angles α.
在本研究中,在实验室进行了实验,以研究具有三角形开口的多孔筛网在超临界流动中消散能量的有效性。射孔筛管的孔隙率保持在45%。实验采用与超临界流上游方向成45°、75°、90°、120°和135°夹角放置筛网进行。此外,对于每个角度位置,屏幕都被用于单层和双层。在双层的情况下,两个屏幕被放置在2.5厘米的间隙。超临界流体与筛管发生碰撞时,在筛管的上游产生了一个液压跃变。在所有实验中,超临界气流接近筛网的弗劳德数F1在3.16 ~ 19.26之间变化。筛网上下游之间的相对能量耗散明显大于传统水力跳变造成的能量耗散。此外,还发现这种相对能量损失与F1呈非线性变化,但由于屏角α的影响,这种变化可以忽略不计。
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引用次数: 1
Bulk Flow Characteristics of a Gravel Bed River with Instream Emergent Vegetation 含河道突发性植被的砾石河床体流量特征
Pub Date : 2022-08-02 DOI: 10.1080/09715010.2022.2107881
Sadegh Derakhshan, H. Afzalimehr, Vijay Singh
ABSTRACT Aquatic vegetation and morphology are integral components of fluvial systems, study of which is important due to ecological and engineering projects. Often, studies in fluvial systems are carried out in the laboratory as collecting data in the field is expensive and difficult, and even risky. A field study was carried out to measure the hydraulic and geometric parameters of the bed and the banks of a gravel bed river with instream emergent vegetation in northern Iran. The aim of this study was to gain insight into the effect of bed forms and vegetation patches on flow resistance and distribution of velocity and bed shear stress. The boundary layer characteristics method was employed to calculate the shear velocity and friction factor, the resulted friction values are compared with that of Manning’s equation. The friction of bed forms was estimated using a linear superposition of friction. Results showed that the boundary layer characteristics method was suitable for calculating the shear velocity under various conditions, moreover, the distribution of velocity and bed shear stress were discussed. The findings of this study will be useful in river management and restoration.
水生植被及其形态是河流系统的重要组成部分,对其进行研究具有重要的生态和工程意义。通常,河流系统的研究是在实验室进行的,因为在现场收集数据既昂贵又困难,甚至有风险。为了测量伊朗北部一条有河道突发性植被的砾石河床和河岸的水力和几何参数,进行了实地研究。本研究的目的是了解河床形态和植被斑块对水流阻力、流速和河床剪应力分布的影响。采用边界层特征法计算了剪切速度和摩擦系数,并与Manning方程计算结果进行了比较。利用摩擦的线性叠加来估计床型的摩擦。结果表明,边界层特征法适用于各种条件下的剪切速度计算,并对速度和床层剪应力的分布进行了讨论。本研究结果对河流的管理和恢复具有重要意义。
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引用次数: 0
Current meter methodology for discharge measurement in circular pipe 圆管放电测量的电流计方法
Pub Date : 2022-08-02 DOI: 10.1080/09715010.2022.2107879
Cristian Purece, V. Panaitescu
ABSTRACT One of the main methods used for determining the discharge of a high head hydropower plant equipped with a circular penstock is the current meter method. The article presents a simple, but safe way to increase the accuracy of discharge measurement by means of the current meter method based on a new methodology for location velocity measuring points in the measuring section of a circular conduit. The proposed methodology utilizes the interdependence between the admissible interpolation and the radial distribution of the measuring points for diminishing the coincidence error, adopting the interpolation law proposed by Winternitz for this goal, a law that is both simple and whose calculation error is low. At the same time, the new methodology envisages increasing the number of intervals the admissible interpolating function domain is divided into through the measuring point lay out in a circular measuring section along a spiral considering that the interpolation error is inversely proportional to this number of intervals.
采用圆形压力管的高水头水电厂流量测定的主要方法之一是流速计法。本文提出了一种在圆形管道测量段中定位测速点的新方法,提出了一种简单而安全的方法,即利用电流计法来提高放电测量的精度。所提出的方法利用可接受插值与测点径向分布之间的相互依赖关系来减小符合误差,为此采用了Winternitz提出的插值定律,该定律既简单又计算误差小。同时,考虑到插值误差与区间数成反比,该方法设想通过沿螺旋形圆形测量段布置的测点来增加可允许插值函数域的区间数。
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引用次数: 0
Numerical investigation of wave impact forces on coastal deck structures with girders along the West Coast of India in changing climate 气候变化条件下印度西海岸带梁甲板结构波浪冲击力的数值研究
Pub Date : 2022-07-28 DOI: 10.1080/09715010.2022.2104623
Akhila Padmajan, Rameeza Moideen, Manas Ranjan Behera
ABSTRACT Coastal structural damage has been a serious issue in the past decades due to changes in various ocean environmental parameters and increased frequency of extreme events. The present study focuses on the estimation of wave impact forces on typical deck structures at Indian port locations in a changing climate scenario. The effect of climate change has been investigated by applying the future ocean climate characteristics, such as future wave height conditions and sea-level rise by the year 2100 using RCP 4.5 scenario obtained from the recent studies. The numerical investigations were carried out by generating solitary waves in a numerical wave tank modelled using an open-source CFD model REEF3D. Comparison of peak wave impact force and pressure distribution due to climate change on a model and prototype deck structure in the elevated condition is carried out to investigate the scale effects. Overall, the study concluded that there is a significant change in both vertical and horizontal forces on coastal deck structures due to climate change, where the percentage change varies with varying airgaps and geographical locations. Investigation on prototype scale deck shows that the model scale overestimates the positive horizontal impact force to a larger extent than the vertical impact force.
在过去的几十年里,由于各种海洋环境参数的变化和极端事件的频率增加,海岸结构破坏已经成为一个严重的问题。本研究的重点是在气候变化的情况下估计波浪对印度港口典型甲板结构的冲击力。利用最近研究得到的RCP 4.5情景,应用未来海洋气候特征,如未来波高条件和2100年海平面上升,研究了气候变化的影响。数值研究是通过在使用开源CFD模型REEF3D模拟的数值波槽中产生孤立波来进行的。对比了气候变化对模型和原型甲板结构在高架状态下的峰值波冲击力和压力分布,探讨了尺度效应。总体而言,该研究得出结论,由于气候变化,沿海甲板结构的垂直和水平力都发生了显著变化,其中百分比变化随气隙和地理位置的不同而变化。对原型尺甲板的研究表明,模型尺对水平正冲击力的高估程度大于对垂直正冲击力的高估程度。
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引用次数: 0
Analysis of changes in extreme rainfall characteristics over Ambica river basin, India 印度阿姆比卡河流域极端降雨特征变化分析
Pub Date : 2022-07-26 DOI: 10.1080/09715010.2022.2098681
Zeel B Patel, S. Yadav
ABSTRACT Significant variations are detected in extreme rainfall characteristics over Ambica river basin, Gujarat. The frequent flooding in Ambica basin has become a persistent phenomenon over last decade. Based on new knowledge and understanding in Extreme Value Theory (EVT), the discrepancies in extreme rainfall characteristics over entire basin are analyzed considering the daily rainfall series of 25 rain gauge stations for period of 1961–2017. At each station, the threshold value was selected as 90th percentile rainfall for computing the excesses of Peak over Threshold (POT) series. To examine the variations in rainfall pattern, basic rainfall indices viz. total annual rainfall (PRCPTOT), rainy days (RD) and simple daily intensity index (SDII) are calculated. To assess the non-uniformity of extreme rainfall, coefficient of variation (Cv) has been found. Non-parametric tests like Modified Mann-Kendall (MMK) test and Sen’s slope test were used for evaluating the trend. The western parts of the basin show a declining trend in PRCPTOT and SDII, wherein stationarity has been observed for RD. The stations in the central region show a significantly declining trend in total annual rainfall. The SDII and RD are found to be higher and lower respectively for the stations situated in eastern parts of the basin. It has been found that 20 %, 4 % and 17 % of stations exhibit significant decreasing trends in PRCPTOT, RD and SDII respectively. The western basin has lesser values of coefficient of variation (Cv) as compared to stations in eastern part. At the majority of stations, extreme rainfall duration and frequency were found to be stationary, whereas intensity of extreme rainfall is found to be non-stationary. Also, it has been found that 16 % of stations exhibit significant decreasing trends in extreme rainfall intensity and duration, which demonstrates the consequences to water availability in near future.
古吉拉特邦Ambica河流域极端降雨特征显著变化。近十年来,阿姆比卡盆地频繁发生的洪水已成为一个持续的现象。基于极值理论(EVT)的新知识和新认识,基于1961-2017年25个雨量站日降水序列,分析了全流域极端降水特征的差异。在每个站点,选取阈值作为第90百分位降雨量来计算峰值超过阈值(POT)系列的超量。为了研究降雨模式的变化,我们计算了基本降雨指数,即年总降雨量(PRCPTOT)、雨天(RD)和简单日强度指数(SDII)。为了评估极端降雨的不均匀性,我们找到了变异系数(Cv)。采用修正Mann-Kendall (MMK)检验和Sen 's斜率检验等非参数检验评价趋势。流域西部地区PRCPTOT和SDII呈下降趋势,其中RD呈平稳趋势,中部地区站年总降雨量呈显著下降趋势。盆地东部台站的SDII和RD分别较高和较低。PRCPTOT、RD和SDII分别有20%、4%和17%的站点呈显著下降趋势。与东部台站相比,西部台站的变异系数(Cv)值较小。在大多数台站,极端降雨的持续时间和频率是稳定的,而极端降雨的强度是不稳定的。此外,16%的站点在极端降雨强度和持续时间上呈现出显著的减少趋势,这表明了在不久的将来对水资源供应的影响。
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引用次数: 0
Exploring the dependence between discharge indices and catchment descriptors for suspended sediment load in Indian Rivers 探讨印度河流悬沙负荷的流量指标与流域描述符之间的相关性
Pub Date : 2022-07-25 DOI: 10.1080/09715010.2022.2104624
S. Maheshwari, S. Chavan
ABSTRACT In this paper, we have explored the dependence of discharge indices (and their return period) on various catchment descriptors, such as average slope, basin relief, drainage area, maximum elevation, and mean elevation. Discharge indices, viz., effective discharge, functional-equivalent discharge, and fraction-load discharge, are considered in this study. These indices characterize long-term sediment transport through stream networks and are generally adopted as design flows for restoration of streams and in geomorphic, as well as in eco-hydrologic studies. These indices (and their return period) were determined based on a continuous probability distribution (e.g. log-normal and Gamma)-based Magnitude-Frequency Analysis approach. These indices and their return period were found to have a negative correlation with all these catchment descriptors except the drainage area. This is because there is a reduction in the magnitude of discharge indices with the rise in average slope, basin relief, maximum elevation, and mean elevation, which indicates that a lesser magnitude of flows/discharges is effective in carrying a considerable amount of sediments over time as the transport of sediments is assisted by high slopes of upstream catchments, viz., headwater catchments. These correlated descriptors can be useful in the determination of indices (and their return period) for ungauged catchments.
摘要本文探讨了流域平均坡度、流域起伏度、流域面积、最大高程和平均高程等流域描述符对流域流量指数及其回归周期的影响。本研究考虑了有效排放、功能当量排放和部分负荷排放等排放指标。这些指标描述了水系网络中长期泥沙运移的特征,通常被用作河流修复、地貌学和生态水文研究的设计流量。这些指数(及其回复期)是基于连续概率分布(例如对数正态分布和伽马)的震级频率分析方法确定的。除流域面积外,这些指数及其回归期与所有流域描述符均呈负相关。这是因为随着平均坡度、流域起伏、最大高程和平均高程的增加,流量指数的大小减小,这表明随着时间的推移,较小的流量/流量可以有效地携带相当数量的沉积物,因为上游集水区(即源头集水区)的高坡度有助于沉积物的运输。这些相关的描述符在确定未测量流域的指数(及其回归期)时很有用。
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引用次数: 0
Effect of leakage location on pressure deficiency index of water distribution network 泄漏位置对配水管网压力亏缺指数的影响
Pub Date : 2022-07-14 DOI: 10.1080/09715010.2022.2094731
Nidhi C Pandya, Reena Popawala, S. Yadav
ABSTRACT Hydraulic assessment of water distribution networks (WDNs) is the fundamental process to check their efficiency in providing sufficient water with desirable pressure at the consumer end. The presence of leakage leads to reduction in the efficiency of the system. The relationship between leakage location and its effect on network behavior has not yet been analyzed effectively. In the present study, influence of leakage and its location is analyzed for the purpose of hydraulic assessment and leakage management. A network with leakages at different locations is developed in the laboratory and its leakage rates are analyzed using pressure-driven demand and leakage (PDDL) approach. The same method is applied to a real-life distribution system for verification. To check the effect of the leakage location, a pressure deficiency index (PDI) is considered as a hydraulic performance indicator in this study. Results show the relationship between the leakage location and variation in PDI. Findings of this study provide an effective reference for real-life WDN leakage management.
供水管网的水力评价是检查其在用户端提供足够的水和理想压力的效率的基本过程。泄漏的存在导致了系统效率的降低。泄漏位置与其对网络行为的影响之间的关系尚未得到有效的分析。本文分析了泄漏的影响及其位置,为水力评价和泄漏管理提供依据。在实验室中建立了一个不同位置的泄漏网络,并使用压力驱动需求和泄漏(PDDL)方法分析了其泄漏率。将同样的方法应用于实际的配电系统进行验证。为了检验泄漏位置的影响,本研究采用压力不足指数(PDI)作为水力性能指标。结果显示了泄漏位置与PDI变化之间的关系。本研究结果为现实生活中的WDN泄漏管理提供了有效的参考。
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引用次数: 0
Volume driven analysis for house level water supply assessment in an intermittent water supply system 间歇式供水系统中住宅水位供水评估的体积驱动分析
Pub Date : 2022-07-12 DOI: 10.1080/09715010.2022.2098683
C. R. Suribabu, P. Sivakumar, Nivedita Sivakumar
ABSTRACT Intermittent water supply (IWS) system delivers the drinking water for a short duration of a day. Customers’ satisfaction with such a system highly depends on the volume of water delivered at each house service connection rather than the pressure-dependent flow rate. In most of the systems, the supply is made until emptying of the source storage reservoir or tank happens. The advantaged consumers (who belong to the high-pressure zone) receive water quicker than the disadvantaged consumers. As the IWS has trusted with the volume of water delivered, volume-driven analysis (VDA) is required to understand the supply rate at demand nodes and the actual duration of supply to the consumers located across the network. Supply to each house service connection (HSC) depends on the availability of static pressure at the ferrule points in the distribution main. The aggregated volume of water that can be delivered by the node corresponding to the available pressure requires an equivalent arrangement that represents house service connections (HSCs) in the modeling. In the present work, a modified method of volume-driven analysis is presented to simulate the aggregated flow from the HSCs at each node and to evaluate the actual volume of water delivered within the supply duration. The application of the method is illustrated through a hypothetical rural water supply network. The volume of water that can be received by the group of houses and its duration of supply to fulfill the demanded volume can be obtained from the proposed analysis and also it is shown how the uncontrolled withdrawal of water affects the disadvantaged consumers in the water supply system.
间歇供水系统(IWS)是一种在短时间内提供饮用水的系统。客户对这种系统的满意度在很大程度上取决于在每个家庭服务连接处输送的水量,而不是取决于压力的流量。在大多数系统中,供应一直持续到源储罐或储罐清空为止。处于有利地位的消费者(属于高压区)比处于不利地位的消费者获得水的速度更快。由于IWS信任供水量,因此需要量驱动分析(VDA)来了解需求节点的供水量以及整个网络中消费者的实际供水量。每个家庭服务连接(HSC)的供应取决于配电总管的插箍点上静压的可用性。与可用压力相对应的节点可以输送的总水量需要在建模中表示住宅服务连接(hsc)的等效安排。在本工作中,提出了一种改进的体积驱动分析方法来模拟每个节点上hsc的汇总流量,并评估在供水持续时间内的实际水量。通过一个假设的农村供水网络来说明该方法的应用。可以从提出的分析中获得一组房屋可以接收的水量及其供应时间,以满足需求的水量,并且还显示了不受控制的取水如何影响供水系统中的弱势消费者。
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引用次数: 3
Review of the state-of-the-art for monitoring urban drainage water quality using rhodamine WT dye as a tracer 罗丹明WT染料作为示踪剂监测城市排水水质的研究进展
Pub Date : 2022-07-11 DOI: 10.1080/09715010.2022.2098682
K. Swarnkar, V. Nikam, K. Gupta, J. Pearson
ABSTRACT With increasing urbanization, wastewater and industrial effluents are being discharged into watercourses. Due to high-density development, it is difficult to construct conventional flow measurement structures like weirs. Hence, to measure the flow, dye tracing studies are an appropriate method for urban drainage channels. Dye tracing studies along with water quality monitoring can be analyzed to understand the behavior of pollutants in specific sections of the study area. This paper presents a state-of-the-art review for employing dye tracing studies to ascertain the pathways of pollutants and a case study. A dye tracing study was carried out at the Kolshet drain, Thane, India, to conceptualize contaminant transport using rhodamine WT (water tracer) dye. The study was carried out jointly by the Indian Institute of Technology Bombay, India and the University of Warwick, UK. Rhodamine WT dye was injected at the injection point and the distribution of dye concentration with time was logged with four portable fluorometers installed at measurement points. The data were analyzed and the longitudinal dispersion coefficient (‘DL’) for solute transport in the drain was computed.
随着城市化进程的加快,污水和工业废水被排入河道。由于高密度的发展,传统的堰等流量测量结构难以建设。因此,为了测量流量,染料示踪研究是城市排水渠道的一种合适的方法。通过分析染料追踪研究和水质监测,可以了解污染物在研究区域特定区域的行为。本文介绍了采用染料示踪研究来确定污染物的途径和案例研究的最新进展。一项染料示踪研究在印度塔那的科尔谢特排水沟进行,利用罗丹明WT(水示踪剂)染料对污染物的迁移进行了概念化。这项研究是由印度孟买的印度理工学院和英国华威大学联合进行的。在注射点注射罗丹明WT染料,用安装在测量点的四个便携式荧光仪记录染料浓度随时间的分布。对数据进行了分析,并计算了溶质在排水管中的纵向色散系数。
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引用次数: 1
期刊
ISH Journal of Hydraulic Engineering
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