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Optimization of Water Supply and Drainage System:Coordinated Development of Pipeline Network Maintenance and Sewage Plant Expansion and Operation
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作者 Jianwei Deng 《Journal of Architectural Research and Development》 2025年第5期29-35,共7页
This article focuses on the optimization of water supply and drainage systems,involving theories such as hydraulic models of pipeline systems and multi-objective collaborative optimization.It introduces the system dyn... This article focuses on the optimization of water supply and drainage systems,involving theories such as hydraulic models of pipeline systems and multi-objective collaborative optimization.It introduces the system dynamics model of sewage treatment facility expansion.Elaborating on detection technology,construction of an intelligent operation and maintenance system,and factors to be considered for sewage plant expansion,it emphasizes the importance of collaborative development and verifies benefits through the PSR model. 展开更多
关键词 water supply and drainage system Pipeline network maintenance Expansion of sewage treatment plant
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Multi-objective optimization of water supply network rehabilitation with non-dominated sorting Genetic Algorithm-II 被引量:3
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作者 Xi JIN Jie ZHANG +1 位作者 Jin-liang GAO Wen-yan WU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2008年第3期391-400,共10页
Through the transformation of hydraulic constraints into the objective functions associated with a water supply network rehabilitation problem, a non-dominated sorting Genetic Algorithm-II (NSGA-II) can be used to sol... Through the transformation of hydraulic constraints into the objective functions associated with a water supply network rehabilitation problem, a non-dominated sorting Genetic Algorithm-II (NSGA-II) can be used to solve the altered multi-objective optimization model. The introduction of NSGA-II into water supply network optimal rehabilitation problem solves the conflict between one fitness value of standard genetic algorithm (SGA) and multi-objectives of rehabilitation problem. And the uncertainties brought by using weight coefficients or punish functions in conventional methods are controlled. And also by in-troduction of artificial inducement mutation (AIM) operation, the convergence speed of population is accelerated;this operation not only improves the convergence speed, but also improves the rationality and feasibility of solutions. 展开更多
关键词 water supply system water supply network Optimal rehabilitation MULTI-OBJECTIVE Non-dominated sorting Ge-netic Algorithm (NSGA)
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Serviceability evaluation of water supply networks under seismic loads utilizing their operational physical mechanism 被引量:4
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作者 Miao Huiquan Li Jie 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2022年第1期283-296,共14页
The serviceability of water supply networks(WSNs)under seismic loads has significant importance for estimating the probable losses and the impact of diminished functionality on affected communities.The innovation pres... The serviceability of water supply networks(WSNs)under seismic loads has significant importance for estimating the probable losses and the impact of diminished functionality on affected communities.The innovation presented in this paper is suggesting a new strategy to evaluate the seismic serviceability of WSNs,utilizing their operational physical mechanism.On one hand,this method can obtain the seismic serviceability of each node as well as entire WSNs.On the other hand,this method can dynamically reflect the propagation of randomness from ground motions to WSNs.First,a finite element model is established to capture the seismic response of buried pipe networks,and a leakage model is suggested to obtain the leakage area of WSNs.Second,the transient flow analysis of WSNs with or without leakage is derived to obtain dynamic water flow and pressure.Third,the seismic serviceability of WSNs is analyzed based on the probability density evolution method(PDEM).Finally,the seismic serviceability of a real WSN in Mianzhu city is assessed to illustrate the method.The case study shows that randomness from the ground motions can obviously affect the leakage state and the probability density of the nodal head during earthquakes. 展开更多
关键词 water supply networks seismic serviceability nodal water pressure stochastic ground motions probability density evolution method
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Functionality analysis of an urban water supply network after strong earthquakes 被引量:4
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作者 Li Jichao Shang Qingxue +2 位作者 Hou Guanjie Li Quanwang Wang Tao 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2021年第2期291-302,共12页
An urban water supply network(WSN)is a crucial lifeline system that helps to maintain the normal functioning of modern society.However,the hydraulic analysis of a significantly damaged WSN that suffers from pipe break... An urban water supply network(WSN)is a crucial lifeline system that helps to maintain the normal functioning of modern society.However,the hydraulic analysis of a significantly damaged WSN that suffers from pipe breaks or leaks remains challenging.In this paper,a probability-based framework is proposed to assess the functionality of WSNs in the aftermath of powerful earthquakes.The serviceability of the WSN is quantified by using a comprehensive index that considers nodal water flow and nodal pressure.This index includes a coefficient that reflects the relative importance of these two parameters.The demand reduction(DR)method,which reduces the water flow of nodes while preventing the negative pressure of nodes,is proposed.The difference between the negative pressure elimination(NPE)method and the DR method is discussed by using the example of a WSN in a medium-sized city in China.The functionality values of the WSN are 0.76 and 0.99 when nodal pressure and nodal demands are used respectively as the index of system serviceability at an intensity level that would pertain to an earthquake considered to occur at a maximum level.When the intensity of ground motion is as high as 0.4 g,the DR method requires fewer samples than the NPE method to obtain accurate results.The NPE method eliminates most of the pipes,which may be unrealistic. 展开更多
关键词 water supply network system serviceability hydraulic analysis negative pressure elimination benchmark city
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Water Supply Network Losses in Jordan 被引量:1
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作者 Nadhir Al-Ansari N. Alibrahiem +1 位作者 M. Alsaman Sven Knutsson 《Journal of Water Resource and Protection》 2014年第2期83-96,共14页
Water supply network losses are an international problem especially in countries suffering from water scarcity like Jordan. Jordan is one of the poorest countries in its water resources and it is estimated to be below... Water supply network losses are an international problem especially in countries suffering from water scarcity like Jordan. Jordan is one of the poorest countries in its water resources and it is estimated to be below the water poverty line. Jordan is located in the Middle East and has a surface area of approximately 90,000 km2. Its population is around 6.3 million and it is estimated that the population will be 7.8 million in 2022. The gap between water supply and demand is widening due to development and a relatively high population growth rate. In addition, global climate change is expected to intensify the water shortage problem in Jordan. Thirteen years of complete records obtained from the Ministry of Water and Irrigation were analyzed. According to these records, water losses in Jordan reach about 50%. In view of the evaluation of the data and the case study conducted in this research, it is believed that Jordan can overcome the water shortage problem by adopting a water demand management strategy. In this context, efforts should be focused on reducing water losses. If this is achieved, it will save huge quantities of water and revenue. 展开更多
关键词 JORDAN water supply network water LOSSES Neamie
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Water Supply Networks as Cyber-physical Systems and Controllability Analysis 被引量:5
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作者 Yongsong Wei Shaoyuan Li 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2015年第3期313-319,共7页
Cyber-physical systems (CPS) is a system of systems which consists of many subsystems that can stand alone in an individual manner and can be taken as a typical complex network. CPS can be applied in the critical infr... Cyber-physical systems (CPS) is a system of systems which consists of many subsystems that can stand alone in an individual manner and can be taken as a typical complex network. CPS can be applied in the critical infrastructures such as water supply networks, energy supply systems, and so on. In this paper, we analyze the structure of modern city water supply networks from the view of CPS theory. we use complex network theory to build an undirected and unweighted complex network model for the water supply networks to investigate the structural properties, and present the structure of the water supply networks and detect communities by a spectral analysis of the Laplacian matrix. Then, we analyze the structure and controllability of water supply networks by the structural controllability method. The results show the feasibility and effectiveness of the proposed complex network model. © 2014 Chinese Association of Automation. 展开更多
关键词 CONTROLLABILITY Embedded systems Matrix algebra Spectrum analysis Structural properties water supply
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Unveiling water purification dynamics:A supply-flow-demand perspective from the Xiangjiang River Basin
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作者 DENG Chuxiong HUA Ye +1 位作者 LIU Yaojun ZHANG Guangjie 《Journal of Geographical Sciences》 2025年第12期2664-2684,共21页
The equilibrium between the supply and demand of water purification services is essential for safeguarding watershed ecosystems and supporting sustainable socio-economic growth.While current research mainly emphasizes... The equilibrium between the supply and demand of water purification services is essential for safeguarding watershed ecosystems and supporting sustainable socio-economic growth.While current research mainly emphasizes the static analysis of this balance,dynamic investigations into service flow characteristics remain scarce.This study focuses on the Xiangjiang River Basin in southern China,utilizing the InVEST model,differential equations governing supply and demand,and social network analysis to investigate the spatio-temporal patterns of water purification service supply and demand.The results reveal that between 2000 and 2020,the supply of water purification services showed a slight upward trend,while demand exhibited a fluctuating downward tendency,and the supply-demand surplus fluctuated.On an annual basis,the supply generally met the demand,but significant spatial variation in supply-demand balance was observed,with high-risk zones concentrated in the central Hengshao arid corridor and the northern Changzhutan metropolitan area.In the water purification service network,surplus nodes increased,while deficit nodes decreased over time.Network density improved from 98.96%in 2000 to 100%in 2020.The flow of surplus services from upstream regions alleviated supply-demand imbalances downstream,notably in the Hengyang-Shaoyang(Hengshao)arid corridor and the Changsha-Zhuzhou-Xiangtan(Changzhutan)metropolitan area.However,during drought years,diminished water volume intensified supply-demand pressures in these regions.This research framework,which incorporates the dynamic effects of service flow,broadens the scope of water purification service studies and provides a solid foundation for integrated water resource and environmental management. 展开更多
关键词 water purification service supply and demand pattern water purification service flow network analysis Xiangjiang River Basin
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Predictive Zone Control of Pressure Management for Water Supply Network Systems
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作者 Dong-Ming Liu Shao-Yuan Li 《International Journal of Automation and computing》 EI CSCD 2016年第6期607-614,共8页
In this paper we address the problem of pressure management in water supply system (WSS) network. The model-based predictive control (MPC) strategies have some important features to deal with WSS. By hydraulic ana... In this paper we address the problem of pressure management in water supply system (WSS) network. The model-based predictive control (MPC) strategies have some important features to deal with WSS. By hydraulic analysis of WSS, the predictive model is derived from the dynamic model and static model of WSS. Through WSS, the consumers' demands are required to be met at all times according to some operational constraints that must be satisfied. The constraints of flow through actuators, the water level of reservoirs and the consumer areas' pressure demand are determined by a specific system. In this work, we develop a constrained MPC controller that considers the zone control of the pressure outputs and incorporates steady state economic targets in the control cost function. The designed management strategies are applied to a case study and simulation results, covering different aspects, are provided. The output nodal pressure can be controlled in the desired zone by optimal scheduling the actuators of the WSS. If the variation range of reservoir's water level is broader, the rate of flow through the actuators is gentle, and vice versa. 展开更多
关键词 water supply system (WSS) network mathematical modelling zone control pressure control model predictive control(MPC).
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Impact of the Condition of Drinking Water Supply Networks on the Quality of Water Intended for Consumption: The Case of the Network in the Commune of Daloa (Central West of Côte d’Ivoire)
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作者 Amoin Anne Marie Kouassi Kouakou Lazare Kouassi Theophile Gnagne 《Journal of Water Resource and Protection》 2023年第12期677-691,共15页
The potability of drinking water depends not only on the source and the treatment system, but also on the quality of the waterworks. In fact, the quality of drinking water is considerably degraded by the dilapidated s... The potability of drinking water depends not only on the source and the treatment system, but also on the quality of the waterworks. In fact, the quality of drinking water is considerably degraded by the dilapidated state and lack of maintenance of drinking water networks. In Côte d’Ivoire, the majority of drinking water networks in the various towns are ageing. In Daloa, despite the efforts made by the company in charge of water treatment and distribution to make the water drinkable, the water at consumers’ taps is often colored, has an unpleasant aftertaste and settles after collection. As a result, people are concerned about the potability of tap water, and some are turning to alternative sources of drinking water of unknown quality. In order to determine the factors responsible for the deterioration in water color and taste, as well as the sectors of the network most affected, a diagnosis of the network’s equipment was carried out. Water samples taken from the network were analyzed for color and turbidity. The diagnosis revealed that most of the equipment (suction pads, valves, drains and fire hydrants) is outdated and irregularly maintained. Analyses show that the water is more colored in cast-iron and PVC pipes than in asbestos cement pipes. Coloration values in the network range from 0 to 27 UVC for asbestos cement pipes, from 15 to 56 UCV for ductile iron pipes, and from 11 to 102 UCV for PVC pipes. On the over hand, turbidity values vary from 8.02 to 3.32 NTU for ductile cast iron pipes, 8.51 to 16.98 NTU for asbestos cement pipes and 0.9 to 6.98 NTU for PVC pipes. Old cast-iron pipes release ferric ions on contact with water, degrading their color. Old cast-iron pipes release ferric ions into the water, degrading its color. The high color values observed in the vicinity of drains are thought to be due to irregular maintenance of the network. In fact, after network maintenance, a reduction rate ranging from 2% to 73% is observed for turbidity, while for color, the rate varies from 5% to 72%. In short, the network’s obsolescence and irregular maintenance contribute significantly to the deterioration of water quality. 展开更多
关键词 PIPE water supply network Drinking water Daloa
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Analytic Hierarchy Process(AHP)to Optimize the Service in a Water Supply Network
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作者 Jesús Rubén Sánchez Navarro Carmen Julia Navarro Gómez +1 位作者 David Humberto Sánchez Navarro Eduardo Herrera Peraza 《材料科学与工程(中英文B版)》 2020年第1期10-17,共8页
Decision making in drinking water supply networks is increasingly complex due to the large number of variables involved.In order to make better decisions it is necessary to use adequate and robust methodologies.This p... Decision making in drinking water supply networks is increasingly complex due to the large number of variables involved.In order to make better decisions it is necessary to use adequate and robust methodologies.This paper presents the application of the Analytic Hierarchy Process(AHP)related to the operation of the drinking water supply network of the city of Chihuahua,Mexico,where two possible alternatives are delineated with the objective to optimize the service.The application of AHP was carried out in 24 sectors that have substantial differences in their efficiency but with instrumentation and measurement in all the variables contemplated by the operating agency,with a population of 221,722 inhabitants which represent a 30%of the total population of the city,the results indicate that the best alternative is the one with less criteria to be controlled and fewer repercussions on the cost of operation and investment in the rehabilitation and replacement of the network. 展开更多
关键词 Optimize multicriteria method decision making AHP water supply network
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Selection of Water Transmission Method and Analysis of Pipe Network Zoning in Municipal Water Supply and Drainage Design
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作者 Liang Liu 《Journal of World Architecture》 2024年第2期56-61,共6页
With the acceleration of urbanization,the demand for water supply and drainage pipe networks has increased significantly.In the planning of urban construction,it is necessary to optimize the design of the water supply... With the acceleration of urbanization,the demand for water supply and drainage pipe networks has increased significantly.In the planning of urban construction,it is necessary to optimize the design of the water supply and drainage system pipe network to effectively save energy while providing residents with more accessible water resources.Therefore,the municipal water supply and drainage system and the water transmission methods should be designed according to the geographical conditions of the city.In this paper,we mainly analyze the design of municipal water supply and drainage systems and the selection of water transmission methods.Besides,the optimization of the water supply and drainage network zoning process and pipe network maintenance is also discussed,so as to provide a reference for municipal water supply and drainage work. 展开更多
关键词 Municipal water supply and drainage design water transmission method Pipe network zoning maintenance
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Optimal Dispatching of Urban Water Supply Network under Water-saving Condition
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作者 GUO Qinghe 《外文科技期刊数据库(文摘版)工程技术》 2021年第1期118-121,共4页
In order to achieve the goal of social sustainable development and improve the actual utilization rate of water resources, it is necessary to set up the optimal dispatching model of water-saving state of urban water s... In order to achieve the goal of social sustainable development and improve the actual utilization rate of water resources, it is necessary to set up the optimal dispatching model of water-saving state of urban water supply network from the perspective of limited water supply and moderate pressure reduction, so as to fundamentally alleviate the regional water pressure. Based on this, starting from the simulation calculation of water-saving state of urban water supply network, this paper puts forward the optimal scheduling scheme of water-saving state of water supply network for reference. 展开更多
关键词 urban water supply network water saving state optimal operation
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Optimal Dispatching of Large-scale Water Supply System 被引量:3
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作者 吕谋 SONG Shuang +1 位作者 Zhao Hongbin ZHANG Tuqiao 《High Technology Letters》 EI CAS 2003年第2期21-26,共6页
This paper deals with the use of optimal control techniques in large-scale water distribution networks. According to the network characteristics and actual state of the water supply system in China, the implicit model... This paper deals with the use of optimal control techniques in large-scale water distribution networks. According to the network characteristics and actual state of the water supply system in China, the implicit model, which may be solved by utilizing the hierarchical optimization method, is established. In special, based on the analyses of the water supply system containing variable-speed pumps, a software tool has been developed successfully. The application of this model to the city of Shenyang (China) is compared to experiential strategy. The results of this study show that the developed model is a very promising optimization method to control the large-scale water supply systems. 展开更多
关键词 optimal dispatching water supply system water networks implicit model hierarchical optimization
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Factors related to the functionality of community-based rural water supply and sanitation program in Indonesia
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作者 D.Daniel Trimo Pamudji Al Djono Widya Prihesti Iswarani 《Geography and Sustainability》 CSCD 2023年第1期29-38,共10页
This study used multinomial logistic regression and Bayesian belief networks(BBN)to analyze factors influenc-ing the functionality of the community-based rural drinking water supply and sanitation program(PAMSIMAS)in ... This study used multinomial logistic regression and Bayesian belief networks(BBN)to analyze factors influenc-ing the functionality of the community-based rural drinking water supply and sanitation program(PAMSIMAS)in Indonesia.28,936 PAMSIMAS projects in 33 provinces in Indonesia were analyzed.The data indicates that 85.4%of the water supply systems were fully functioning,9.1%were partially functioning,and 5.5%were not functioning.In the regression analysis,good management is positively associated with functionality and a high investment per capita is negatively associated with the functionality.The latter suggests the need for comprehen-sive economic analysis in the feasibility study in scattered housing sites and remote-undeveloped areas.We also found that high community participation at the beginning of the project was associated with the not functioning system,while women’s participation was positively associated with the functionality.Furthermore,the household connection is more likely to be functioning than communal connection.BBN analysis shows if the beneficiaries do not pay for water,the probability of not functioning systems is 20 times higher than systems with fee collec-tion.Moreover,the combination of strong management,strong financial status,and household connection rather than communal connection increases the probability of fully functioning to 98%.Improvement of data collection is also necessary to monitor the current conditions of all PAMSIMAS systems in Indonesia.This study offers a country-level perspective for better implementation of the community-based rural water supply and sanitation program in developing countries. 展开更多
关键词 Rural water supply PAMSIMAS FUNCTIONALITY Indonesia Bayesian belief networks Logistic regression
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Improved Water Network Macroscopic Model Utilising Auto-Control Adjusting Valve by PLS
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作者 李霞 赵新华 王晓东 《Transactions of Tianjin University》 EI CAS 2005年第6期452-457,共6页
In order to overcome the low precision and weak applicability problems of the current municipal water network state simulation model, the water network structure is studied. Since the telemetry system has been applied... In order to overcome the low precision and weak applicability problems of the current municipal water network state simulation model, the water network structure is studied. Since the telemetry system has been applied increasingly in the water network, and in order to reflect the network operational condition more accurately, a new water network macroscopic model is developed by taking the auto-control adjusting valve opening state into consideration. Then for highly correlated or collinear independent variables in the model, the partial least squares (PLS) regression method provides a model solution which can distinguish between the system information and the noisy data. Finally, a hypothetical water network is introduced for validating the model. The simulation results show that the relative error is less than 5.2%, indicating that the model is efficient and feasible, and has better generalization performance. 展开更多
关键词 water supply network state simulation macroscopic model auto-control adjusting valve partial least squares PLS) regression
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A Water Line Network Failure Application of Network Design Problems
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作者 Hiroaki Mohri Jun-ichi Takeshita 《Journal of Mathematics and System Science》 2015年第12期493-500,共8页
This study investigated a water supply recovery problem involving municipal water service piping. The problem consisted in recovering full service after network failure, in order to rapidly satisfy all urgent citywide... This study investigated a water supply recovery problem involving municipal water service piping. The problem consisted in recovering full service after network failure, in order to rapidly satisfy all urgent citywide demands. The optimal recovery solution was achieved through the application of so-called network design problems (NDPs), which are a form of combinatorial optimization problem. However, a conventional NDP is not suitable for addressing urgent situations because (1) it does not utilize the non-failure arcs in the network, and (2) it is solely concerned with stable costs such as flow costs. Therefore, to adapt the technique to such urgent situations, the conventional NDP is here modified to deal with the specified water supply problem. In addition, a numerical illustration using the Sendai water network is presented. 展开更多
关键词 water supply recovery problem network design problem network failure Recovery and reconstruction plan Combinatorial optimization Risk assessment/management
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Research on Urban Water Supply and Drainage Planning and Design
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作者 MAZhengjie 《外文科技期刊数据库(文摘版)工程技术》 2022年第7期164-167,共4页
Under the background of economic development and social progress, people have a higher pursuit for the quality of life. Because of this, the construction of municipal water supply and drainage works needs to combine t... Under the background of economic development and social progress, people have a higher pursuit for the quality of life. Because of this, the construction of municipal water supply and drainage works needs to combine the development of the times and the actual needs of residents for quality control. It is necessary to know that the quality of municipal water supply and drainage projects directly affects the life experience of urban residents, so it is necessary to do a good job before construction in the planning and design stage, so as to ensure that the subsequent construction can meet the needs of urban development. Water supply and drainage is an important living system in urban development. Only by planning and designing in the early stage can it run healthily and for a long time in the subsequent use. The operation of a city cant be separated from the effective operation of infrastructure, so if you want to make the operation of a city convenient for residents lives, you need to do a good job in the design of urban water supply and drainage. Based on this, this paper explores the current design of municipal water supply and drainage, and makes scientific design and planning from various angles to ensure the operation of urban water supply and drainage and ensure the normal operation of urban infrastructure. 展开更多
关键词 municipal water supply and drainage pipe network design pipeline design
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工业新城基于WaterDesk的多水厂联合调度供水
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作者 廖晖 黄玲明 +1 位作者 邓辉 汤敏 《中国给水排水》 北大核心 2025年第2期75-81,共7页
为准确评估工业、居民混合用水高峰时供水管网的状况及多水厂联合调度的可行性,采用WaterDesk对长沙市某工业新城供水系统进行水力建模,并采用抄表数据、水厂瞬时供水量及现场实测数据对水力模型进行校准,校准后应用于现状工业企业与居... 为准确评估工业、居民混合用水高峰时供水管网的状况及多水厂联合调度的可行性,采用WaterDesk对长沙市某工业新城供水系统进行水力建模,并采用抄表数据、水厂瞬时供水量及现场实测数据对水力模型进行校准,校准后应用于现状工业企业与居民之间的用水矛盾分析,以及中区老旧水厂停产情况下供水用水存在问题的分析,并提出现状管网改造建议、多水厂联合调度模拟及拟建水厂的推荐位置和供水水压推荐值,可为管网改造、新建水厂提供参考。 展开更多
关键词 waterDesk软件 工业新城 供水管网 水力模型 多水厂联合调度
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基于渗流理论的城市交通网络与供水管网级联失效分析
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作者 胡群芳 张昱 +3 位作者 宋朝阳 赫磊 车德路 苏展 《同济大学学报(自然科学版)》 北大核心 2026年第1期31-39,共9页
为解决交通网络与供水管网之间耦合关系所引发各类突发事件级联失效作用及其建模量化问题,以上海市中心城区为案例,利用出租车GPS数据及道路、供水管网GIS(Geographic Information System)数据,通过空间匹配和时间属性融合建立动态耦合... 为解决交通网络与供水管网之间耦合关系所引发各类突发事件级联失效作用及其建模量化问题,以上海市中心城区为案例,利用出租车GPS数据及道路、供水管网GIS(Geographic Information System)数据,通过空间匹配和时间属性融合建立动态耦合网络,基于渗流理论提出网络影响力指数用于量化级联失效影响。结果表明,交通网络和供水管网之间存在显著的时空耦合效应,尤其在高峰时段供水管网的失效对交通网络的连通性和运行效率产生了直接影响。同时,通过构建解耦策略,提出管网规划和维护优化方案,可减少2个网络之间跨网络级联失效影响,可为提升城市关键基础设施韧性安全与运行可靠性提供参考。 展开更多
关键词 供水管网 交通网络 耦合网络 复杂网络 渗流理论 级联失效
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基于可解释机器学习的供水管网三卤甲烷浓度预测及关键驱动因子识别模型
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作者 徐小燕 霍冉冉 +6 位作者 李惠平 周佰勤 杜振齐 庞维海 周婷 董晓晨 李亚仙 《中国环境科学》 北大核心 2026年第1期208-218,共11页
以苏州某区域供水系统主干管(采样节点间距2km)为研究对象,对干管的水温,余氯,浊度,pH值,UV_(254)和溶解性有机碳(DOC)和THMs等多项水质参数沿程变化开展了为期一年的系统性调查研究.空间尺度分析结果表明,供水管网末端8~10km处的THMs... 以苏州某区域供水系统主干管(采样节点间距2km)为研究对象,对干管的水温,余氯,浊度,pH值,UV_(254)和溶解性有机碳(DOC)和THMs等多项水质参数沿程变化开展了为期一年的系统性调查研究.空间尺度分析结果表明,供水管网末端8~10km处的THMs浓度处于相对较高水平;时间尺度分析结果表明,供水管网末端THMs的浓度在6月达到最高峰,浓度为39.06µg/L.选择4种典型机器学习算法构建管网THMs预测模型,可解释的梯度提升树(GBDT)算法能够有效避免模型过拟合,对4种THMs预测精度的R^(2)分别达到0.839,0.906,0.836和0.935.进一步应用Shapley附加解释(SHAP)对GBDT模型对全局解析发现,水温,UV_(254),DOC和供水距离与THMs生成呈正相关关系,余氯与THMs呈显著负相关关系;SHAP的局部解析表明,供水管网中余氯浓度低于0.45,0.55和0.55mg/L时可显著降低余氯对TCM,BDCM和DBCM的影响权重.基于本研究构建的数据驱动模型,可通过环境因子高效预测THMs的生成浓度,并实时控制余氯投加量防止夏季或管网末端的THMs过量生成. 展开更多
关键词 供水管网 余氯 供水距离 THMS 机器学习 SHAP分析
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