Statistical Modeling of Water Shortage in Water Distribution Systems in Guangzhou

Author:

Cheng Weiping1,Luo Huidan1ORCID,Long Zhihong2,Xu Gang2,Tian Lin3

Affiliation:

1. College of Civil Engineering and Architecture, Zhejiang University, Hangzhou 310058, China

2. Guangzhou Water Supply Co., Ltd., Guangzhou 510600, China

3. Shanghai Chengtou Water Group Co., Ltd., Shanghai 200002, China

Abstract

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.

Funder

Science and Technology Plan Project of the Ministry of Housing and Urban-Rural Development

Zhejiang Province Key Research and Development Program Project

Guangzhou Water Supply Company

Publisher

MDPI AG

Subject

Water Science and Technology,Aquatic Science,Geography, Planning and Development,Biochemistry

Reference30 articles.

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