A Complex Network Approach for Pareto-Optimal Design of Water Distribution Networks

被引:0
|
作者
Sitzenfrei, Robert [1 ]
Wang, Qi [2 ]
Kapelan, Zoran [3 ,4 ]
Savic, Dragan [4 ,5 ,6 ]
机构
[1] Univ Innsbruck, Unit Environm Engn, Innsbruck, Tirol, Austria
[2] Guangdong Univ Technol, Sch Civil & Transportat Engn, Guangzhou, Peoples R China
[3] Delft Univ Technol, Dept Water Management, Fac Civil Engn & Geosci, Delft, Netherlands
[4] Univ Exeter, Ctr Water Syst, Exeter, Devon, England
[5] KWR Water Cycle Res Inst, Nieuwegein, Netherlands
[6] Univ Kebangsaan Malaysia, Dept Civil Engn, Bangi, Malaysia
来源
WORLD ENVIRONMENTAL AND WATER RESOURCES CONGRESS 2021: PLANNING A RESILIENT FUTURE ALONG AMERICA'S FRESHWATERS | 2021年
基金
奥地利科学基金会;
关键词
graph; multi-objective optimization; edge betweenness centrality; resilience; costs; virtRome; DISTRIBUTION-SYSTEMS; DECOMPOSITION; OPTIMIZATION;
D O I
暂无
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Water distribution networks (WDNs) are vital parts of the urban infrastructure, and their construction, operation, and maintenance incur major investments. Therefore, many different approaches for optimizing WDNs exist. However, when it comes to large real WDNs, computational time becomes a significant factor, as the possible number of potential solutions grows exponentially. This paper discusses a highly efficient approach for Pareto-optimal design of WDNs based on complex network analysis (CNA). A real WDN with about 4,000 pipes (decision variables) was optimized first using a straightforward evolutionary algorithm approach with two objectives being cost minimization and resilience maximization. By systematically investigating topological features of the obtained Pareto-optimal solutions, insights into optimal networks are generated and a new design approach based on CNA is developed, which outperforms the results of the evolutionary algorithm. The proposed CNA approach is then successfully used to optimize a WDN with the same objectives where the evolutionary algorithm approach is computationally infeasible (semi-real case study with 157,040 decision variables).
引用
收藏
页码:901 / 913
页数:13
相关论文
共 50 条
  • [1] Pareto-optimal design of water distribution networks: an improved graph theory-based approach
    Hajibabaei, Mohsen
    Hesarkazzazi, Sina
    Minaei, Amin
    Savic, Dragan
    Sitzenfrei, Robert
    JOURNAL OF HYDROINFORMATICS, 2023, 25 (05) : 1909 - 1926
  • [2] Improving the Quality of Pareto Optimal Solutions in Water Distribution Network Design
    Choi, Young Hwan
    Jung, Donghwi
    Lee, Ho Min
    Yoo, Do Guen
    Kim, Joong Hoon
    JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, 2017, 143 (08)
  • [3] Pareto-optimal radar waveform design
    De Maio, A.
    Piezzo, M.
    Farina, A.
    Wicks, M.
    IET RADAR SONAR AND NAVIGATION, 2011, 5 (04) : 473 - 482
  • [4] The Pareto-optimal Solution Set of the Equilibrium Network Design Problem with Multiple Commensurate Objectives
    Lin, Dung-Ying
    Xie, Chi
    NETWORKS & SPATIAL ECONOMICS, 2011, 11 (04) : 727 - 751
  • [5] Pareto-Optimal Sustainable Transportation Network Design under Spatial Queuing
    Huang, Wei
    Xu, Guangming
    Lo, Hong K.
    NETWORKS & SPATIAL ECONOMICS, 2020, 20 (03) : 637 - 673
  • [6] Using Complex Network Analysis for Optimization of Water Distribution Networks
    Sitzenfrei, Robert
    Wang, Qi
    Kapelan, Zoran
    Savic, Dragan
    WATER RESOURCES RESEARCH, 2020, 56 (08)
  • [7] Pareto-Optimal Pilot Design for Cellular Massive MIMO Systems
    Le, Tuan Anh
    Chien, Trinh Van
    Nakhai, Mohammad Reza
    Le-Ngoc, Tho
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (11) : 13206 - 13215
  • [8] A multi-objective evolutionary approach to Pareto-optimal model trees
    Czajkowski, Marcin
    Kretowski, Marek
    SOFT COMPUTING, 2019, 23 (05) : 1423 - 1437
  • [9] A Pareto-Optimal Refinement Method for Protein Design Scaffolds
    Nivon, Lucas Gregorio
    Moretti, Rocco
    Baker, David
    PLOS ONE, 2013, 8 (04):
  • [10] The Pareto-optimal Solution Set of the Equilibrium Network Design Problem with Multiple Commensurate Objectives
    Dung-Ying Lin
    Chi Xie
    Networks and Spatial Economics, 2011, 11 : 727 - 751