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
  • [31] Phase transitions in Pareto optimal complex networks
    Seoane, Luis F.
    Sole, Ricard
    PHYSICAL REVIEW E, 2015, 92 (03)
  • [32] Interactive nonlinear multiobjective optimal design of water distribution systems using Pareto navigator technique
    Moazeni, Faegheh
    Khazaei, Javad
    SUSTAINABLE CITIES AND SOCIETY, 2021, 73
  • [33] Multi-Objective Optimal Design of Water Distribution Networks Accounting for Transient Impacts
    Huang, Yuan
    Zheng, Feifei
    Duan, Huan-Feng
    Zhang, Qingzhou
    WATER RESOURCES MANAGEMENT, 2020, 34 (04) : 1517 - 1534
  • [34] Optimal Water Distribution Network Design Accounting for Valve Shutdowns
    Giustolisi, O.
    Berardi, L.
    Laucelli, D.
    JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, 2014, 140 (03) : 277 - 287
  • [35] An Automated Design Methodology of RF Circuits by Using Pareto-Optimal Fronts of EM-Simulated Inductors
    Gonzalez-Echevarria, Reinier
    Roca, Elisenda
    Castro-Lopez, Rafael
    Fernandez, Francisco V.
    Sieiro, Javier
    Maria Lopez-Villegas, Jose
    Vidal, Neus
    IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2017, 36 (01) : 15 - 26
  • [36] Pareto-Optimal Adaptive Loss Residual Shrinkage Network for Imbalanced Fault Diagnostics of Machines
    Yu, Yaoxiang
    Guo, Liang
    Gao, Hongli
    Liu, Yuekai
    Feng, Tingting
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2022, 18 (04) : 2233 - 2243
  • [37] Optimal Sensor Network Design for Early Intrusion Detection and Identification in Water Distribution Networks
    Palleti, Venkata Reddy
    Narasimhan, Shankar
    Rengasamy, Raghunathan
    2016 INDIAN CONTROL CONFERENCE (ICC), 2016, : 134 - 139
  • [38] Optimal Tank Design in Water Distribution Networks: Review of Literature and Perspectives
    Batchabani, Essoyeke
    Fuamba, Musandji
    JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, 2014, 140 (02) : 136 - 145
  • [39] Comparison of evolutionary algorithms applied to optimal design of water distribution networks
    Muranaka, Renata Sayuri
    Rangel, Jonas Soares
    Marotta, Marcelo Antonio
    Soares, Alexandre Kepler
    RBRH-REVISTA BRASILEIRA DE RECURSOS HIDRICOS, 2024, 29
  • [40] PAPR-Constrained Pareto-Optimal Waveform Design for OFDM-STAP Radar
    Sen, Satyabrata
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (06): : 3658 - 3669