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Using Complex Network Analysis for Optimization of Water Distribution Networks
The optimization of water networks supports the decision‐making process by identifying the optimal trade‐off between costs and performance (e.g., resilience and leakage). A major challenge in the domain of water distribution systems (WDSs) is the network (re)design. While the complex nature of WDS h...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7507211/ https://www.ncbi.nlm.nih.gov/pubmed/32999510 http://dx.doi.org/10.1029/2020WR027929 |
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author | Sitzenfrei, Robert Wang, Qi Kapelan, Zoran Savić, Dragan |
author_facet | Sitzenfrei, Robert Wang, Qi Kapelan, Zoran Savić, Dragan |
author_sort | Sitzenfrei, Robert |
collection | PubMed |
description | The optimization of water networks supports the decision‐making process by identifying the optimal trade‐off between costs and performance (e.g., resilience and leakage). A major challenge in the domain of water distribution systems (WDSs) is the network (re)design. While the complex nature of WDS has already been explored with complex network analysis (CNA), literature is still lacking a CNA of optimal water networks. Based on a systematic CNA of Pareto‐optimal solutions of different WDSs, several graph characteristics are identified, and a newly developed CNA design approach for WDSs is proposed. The results show that obtained designs are comparable with results found by evolutionary optimization, but the CNA approach is applicable for large networks (e.g., 150,000 pipes) with a substantially reduced computational effort (runtime reduction up to 5 orders of magnitude). |
format | Online Article Text |
id | pubmed-7507211 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-75072112020-09-28 Using Complex Network Analysis for Optimization of Water Distribution Networks Sitzenfrei, Robert Wang, Qi Kapelan, Zoran Savić, Dragan Water Resour Res Research Articles The optimization of water networks supports the decision‐making process by identifying the optimal trade‐off between costs and performance (e.g., resilience and leakage). A major challenge in the domain of water distribution systems (WDSs) is the network (re)design. While the complex nature of WDS has already been explored with complex network analysis (CNA), literature is still lacking a CNA of optimal water networks. Based on a systematic CNA of Pareto‐optimal solutions of different WDSs, several graph characteristics are identified, and a newly developed CNA design approach for WDSs is proposed. The results show that obtained designs are comparable with results found by evolutionary optimization, but the CNA approach is applicable for large networks (e.g., 150,000 pipes) with a substantially reduced computational effort (runtime reduction up to 5 orders of magnitude). John Wiley and Sons Inc. 2020-08-18 2020-08 /pmc/articles/PMC7507211/ /pubmed/32999510 http://dx.doi.org/10.1029/2020WR027929 Text en ©2020. The Authors. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Sitzenfrei, Robert Wang, Qi Kapelan, Zoran Savić, Dragan Using Complex Network Analysis for Optimization of Water Distribution Networks |
title | Using Complex Network Analysis for Optimization of Water Distribution Networks |
title_full | Using Complex Network Analysis for Optimization of Water Distribution Networks |
title_fullStr | Using Complex Network Analysis for Optimization of Water Distribution Networks |
title_full_unstemmed | Using Complex Network Analysis for Optimization of Water Distribution Networks |
title_short | Using Complex Network Analysis for Optimization of Water Distribution Networks |
title_sort | using complex network analysis for optimization of water distribution networks |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7507211/ https://www.ncbi.nlm.nih.gov/pubmed/32999510 http://dx.doi.org/10.1029/2020WR027929 |
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