Statistical Modeling of Water Shortage in Water Distribution Systems in Guangzhou

被引:0
|
作者
Cheng, Weiping [1 ]
Luo, Huidan [1 ]
Long, Zhihong [2 ]
Xu, Gang [2 ]
Tian, Lin [3 ]
机构
[1] Zhejiang Univ, Coll Civil Engn & Architecture, Hangzhou 310058, Peoples R China
[2] Guangzhou Water Supply Co Ltd, Guangzhou 510600, Peoples R China
[3] Shanghai Chengtou Water Grp Co Ltd, Shanghai 200002, Peoples R China
关键词
artificial neural function; statistical model; water distribution systems; water shortage records; COMPLEXITY; ALGORITHM; POINT;
D O I
10.3390/w15183257
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this study, data on water shortage events were collected from customer service systems. An analysis was conducted to establish the relationship between customers' complaints and the water pressure flow conditions. A mathematical model was developed to estimate the probability of water shortage events based on water head. The Sigmoid function is commonly used as an activation function in neural networks. The function of the model is the same as the Sigmoid function, and its critical parameters correspond to the service head requirements of water facilities. By considering the interaction between human emotions and artificial systems, this study provides novel insights into improving the operational control and construction of water distribution systems.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Shortage management modeling for urban water supply systems
    Wilchfort, G
    Lund, JR
    JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT-ASCE, 1997, 123 (04): : 250 - 258
  • [2] Shortage management modeling for urban water supply systems
    Dept of Civ + Envir Engrg, Univ of California, Davis CA 95616, United States
    J Water Resour Plann Manage, 4 (250-258):
  • [3] Water Quality Modeling in Distribution Systems
    Chenevey, Ben
    JOURNAL AWWA, 2022, 114 (02): : 26 - 33
  • [4] Modeling the Reliability of Water Distribution Systems
    Shamsi, Uzair
    JOURNAL OF WATER MANAGEMENT MODELING, 2006, : 259 - 286
  • [5] Water Quality Modeling in Distribution Systems
    Chenevey, Ben
    Journal - American Water Works Association, 2022, 114 (02): : 26 - 33
  • [6] Propagation of uncertainties in water distribution systems modeling
    Karmakar, Subhankar
    DESALINATION AND WATER TREATMENT, 2011, 33 (1-3) : 107 - 117
  • [7] Modeling discoloration in potable water distribution systems
    Boxall, JB
    Saul, AJ
    JOURNAL OF ENVIRONMENTAL ENGINEERING, 2005, 131 (05) : 716 - 725
  • [8] MODELING WATER QUALITY IN DISTRIBUTION SYSTEMS.
    Males, Richard M.
    Grayman, Walter M.
    Clark, Robert M.
    Journal of Water Resources Planning and Management, 1988, 114 (02) : 197 - 209
  • [9] MODELING OF WATER AGE CHANGES IN WATER DISTRIBUTION SYSTEMS IN TIME AND SPACE
    Trebicka, Agnieszka
    EKONOMIA I SRODOWISKO-ECONOMICS AND ENVIRONMENT, 2022, 83 (04): : 91 - 102
  • [10] Environment protection -: Modeling water quality in drinking water distribution systems
    Gavrila, C
    Târlea, G
    REVISTA DE CHIMIE, 2006, 57 (01): : 101 - 103