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DOI10.1029/2019WR025694
A New Derivative-Free Linear Approximation for Solving the Network Water Flow Problem With Convergence Guarantees
Wang, Shen1; Taha, Ahmad F.1; Sela, Lina2; Giacomoni, Marcio H.3; Gatsis, Nikolaos1
2020-03-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2020
卷号56期号:3
文章类型Article
语种英语
国家USA
英文摘要

Addressing challenges in urban water infrastructure systems, including aging infrastructure, supply uncertainty, extreme events, and security threats, depends highly on water distribution networks modeling emphasizing the importance of realistic assumptions, modeling complexities, and scalable solutions. In this study, we propose a derivative-free, linear approximation for solving the network water flow problem. The proposed approach takes advantage of the special form of the nonlinear head loss equations, and, after the transformation of variables and constraints, the water flow problem reduces to a linear optimization problem that can be efficiently solved by modern linear solvers. Ultimately, the proposed approach amounts to solving a series of linear optimization problems. We demonstrate the proposed approach through several case studies and show that the approach can model arbitrary network topologies and various types of valves and pumps, thus providing modeling flexibility. Under mild conditions, we show that the proposed linear approximation converges. We provide sensitivity analysis and discuss in detail the current limitations of our approach and suggest solutions to overcome these. All the codes, tested networks, and results are freely available on Github for research reproducibility.


领域资源环境
收录类别SCI-E
WOS记录号WOS:000538000800001
WOS关键词SIMULATION ; MODELS ; RELIABILITY
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/280598
专题资源环境科学
作者单位1.Univ Texas San Antonio, Dept Elect & Comp Engn, San Antonio, TX USA;
2.Univ Texas Austin, Dept Civil Architectural & Environm Engn, Cockrell Sch Engn, Austin, TX 78712 USA;
3.Univ Texas San Antonio, Dept Civil & Environm Engn, San Antonio, TX USA
推荐引用方式
GB/T 7714
Wang, Shen,Taha, Ahmad F.,Sela, Lina,et al. A New Derivative-Free Linear Approximation for Solving the Network Water Flow Problem With Convergence Guarantees[J]. WATER RESOURCES RESEARCH,2020,56(3).
APA Wang, Shen,Taha, Ahmad F.,Sela, Lina,Giacomoni, Marcio H.,&Gatsis, Nikolaos.(2020).A New Derivative-Free Linear Approximation for Solving the Network Water Flow Problem With Convergence Guarantees.WATER RESOURCES RESEARCH,56(3).
MLA Wang, Shen,et al."A New Derivative-Free Linear Approximation for Solving the Network Water Flow Problem With Convergence Guarantees".WATER RESOURCES RESEARCH 56.3(2020).
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