PTSNet: A Parallel Transient Simulator for Water Transport Networks based on vectorization and distributed computing
Modeling transient flow in water transport networks (WTNs) is characterized by hyperbolic partial differential equations. Existing commercial and open-source software for transient modeling in WTNs have limitations, such as lack of scalability and compatibility with high-performance computers, diffi...
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| Vydané v: | Environmental modelling & software : with environment data news Ročník 158; s. 105554 |
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| Hlavní autori: | , , |
| Médium: | Journal Article |
| Jazyk: | English |
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Elsevier Ltd
01.12.2022
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| ISSN: | 1364-8152, 1873-6726 |
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| Abstract | Modeling transient flow in water transport networks (WTNs) is characterized by hyperbolic partial differential equations. Existing commercial and open-source software for transient modeling in WTNs have limitations, such as lack of scalability and compatibility with high-performance computers, difficulty to systematically execute simulations and analyze results. This work proposes a novel open-source Python package that relies on vectorization and distributed computing to overcome the limitations of existing software. The proposed library, the Parallel Transient Simulator for Water Networks (PTSNet), surpasses in computational performance existing modeling tools and incorporates novel analytics functionalities. PTSNet has been tested on WTNs composed of tens, hundreds, and thousands of hydraulic elements using a personal and a supercomputer, running from tens to hundreds of processors. We show through rigorous analyses that PTSNet is scalable, accurate, and significantly speeds up simulations with sufficiently dense numerical grids.
•The new method relies on vectorized and distributed parallel computing.•The proposed method surpasses performance of existing modeling tools.•Open-source Python package for modeling water transport systems is developed. |
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| AbstractList | Modeling transient flow in water transport networks (WTNs) is characterized by hyperbolic partial differential equations. Existing commercial and open-source software for transient modeling in WTNs have limitations, such as lack of scalability and compatibility with high-performance computers, difficulty to systematically execute simulations and analyze results. This work proposes a novel open-source Python package that relies on vectorization and distributed computing to overcome the limitations of existing software. The proposed library, the Parallel Transient Simulator for Water Networks (PTSNet), surpasses in computational performance existing modeling tools and incorporates novel analytics functionalities. PTSNet has been tested on WTNs composed of tens, hundreds, and thousands of hydraulic elements using a personal and a supercomputer, running from tens to hundreds of processors. We show through rigorous analyses that PTSNet is scalable, accurate, and significantly speeds up simulations with sufficiently dense numerical grids.
•The new method relies on vectorized and distributed parallel computing.•The proposed method surpasses performance of existing modeling tools.•Open-source Python package for modeling water transport systems is developed. |
| ArticleNumber | 105554 |
| Author | Hodges, Ben R. Sela, Lina Riaño-Briceño, Gerardo |
| Author_xml | – sequence: 1 givenname: Gerardo surname: Riaño-Briceño fullname: Riaño-Briceño, Gerardo email: griano@utexas.edu – sequence: 2 givenname: Ben R. surname: Hodges fullname: Hodges, Ben R. email: hodges@utexas.edu – sequence: 3 givenname: Lina orcidid: 0000-0002-5834-8451 surname: Sela fullname: Sela, Lina email: linasela@utexas.edu |
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| CitedBy_id | crossref_primary_10_1016_j_envsoft_2025_106618 crossref_primary_10_1016_j_watres_2024_122201 crossref_primary_10_1029_2024WR039742 |
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| Keywords | Transient flow Parallel computing High-performance computing Networked water systems Message Passing Interface |
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