New Modularity-Based Approach to Segmentation of Water Distribution Networks

被引:77
|
作者
Giustolisi, O. [1 ]
Ridolfi, L. [2 ]
机构
[1] Politecn Bari, Dept Civil & Environm Engn, I-70125 Bari, Italy
[2] Politecn Torino, Dept Environm Land & Infrastruct Engn, I-10129 Turin, Italy
关键词
RELIABILITY; CREATION; SYSTEMS;
D O I
10.1061/(ASCE)HY.1943-7900.0000916
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Complex and/or large size water distribution networks (WDNs) require the division of the hydraulic system into modules to simplify the analysis and the management tasks. In the modern science of networks, the modularity index has been proposed to detect communities, i.e., groups/clusters of nodes characterized by stronger interconnections. The modularity index is a measure of the strength of the network division into communities and it is maximized to identify them. Therefore, the division into modules of WDNs, also named segmentation, could be performed by using the modularity index as metric to identify cluster of nodes. Nevertheless, modularity index needs to be revised considering the specificity of the hydraulic systems, which are infrastructure networks. In fact, the division into modules for infrastructure networks, although it can be based on the identification of clusters of nodes, is not aimed at investigating network features. Differently, the aim is the practical issue of simplifying system analysis, planning and management; therefore, the division is constrained by the technical needs. Accordingly, in the present work the classic modularity index is firstly presented. Successively, it is tailored and modified for WDNs. Furthermore, a MO strategy for optimal segmentation is presented and discussed also using a real test network. The optimization framework is based on the maximization of the WDN-oriented modularity-based index versus the minimization of the cost of newly installed devices to obtain network segments. Those are a set of optimal divisions into modules of the hydraulic system which are the basis for an integrated, dynamical planning. (C) 2014 American Society of Civil Engineers.
引用
收藏
页数:14
相关论文
共 50 条
  • [1] Improved modularity-based approach for partition of Water Distribution Networks
    Yao, Huaqi
    Zhang, Tuqiao
    Shao, Yu
    Yu, Tingchao
    Lima Neto, Iran E.
    URBAN WATER JOURNAL, 2021, 18 (02) : 69 - 78
  • [2] Modularity-Based Image Segmentation
    Li, Shijie
    Wu, Dapeng Oliver
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2015, 25 (04) : 570 - 581
  • [3] Modularity-based representation learning for networks*
    He, Jialin
    Li, Dongmei
    Liu, Yuexi
    CHINESE PHYSICS B, 2020, 29 (12)
  • [4] Modularity-based approach for tracking communities in dynamic social networks
    Mazza, Michele
    Cola, Guglielmo
    Tesconi, Maurizio
    KNOWLEDGE-BASED SYSTEMS, 2023, 281
  • [5] Modularity-based representation learning for networks
    何嘉林
    李冬梅
    刘阅希
    Chinese Physics B, 2020, 29 (12) : 676 - 682
  • [6] Modularity-Based Procedure for Partitioning Water Distribution Systems into Independent Districts
    Ciaponi, Carlo
    Murari, Enrico
    Todeschini, Sara
    WATER RESOURCES MANAGEMENT, 2016, 30 (06) : 2021 - 2036
  • [7] Modularity-Based Procedure for Partitioning Water Distribution Systems into Independent Districts
    Carlo Ciaponi
    Enrico Murari
    Sara Todeschini
    Water Resources Management, 2016, 30 : 2021 - 2036
  • [8] Modularity-Based Backbone Extraction in Weighted Complex Networks
    Rajeh, Stephany
    Savonnet, Marinette
    Leclercq, Eric
    Cherifi, Hocine
    NETWORK SCIENCE (NETSCI-X 2022), 2022, 13197 : 67 - 79
  • [9] A new grid- and modularity-based layout algorithm for complex biological networks
    He, Sheng
    Liu, Yi-Jun
    Ye, Fei-Yue
    Li, Ren-Pu
    Dai, Ren-Jun
    PLOS ONE, 2019, 14 (08):
  • [10] A novel infrastructure modularity index for the segmentation of water distribution networks
    Giustolisi, O.
    Ridolfi, L.
    WATER RESOURCES RESEARCH, 2014, 50 (10) : 7648 - 7661