NextGen In A Box (NGIAB): Open-Source containerization of the NextGen framework to enable community-driven hydrology modeling

IF 4.6 2区 环境科学与生态学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Arpita Patel , James Halgren , Zach Wills , Nels Frazier , Benjamin Lee , Joshua Cunningham , Jordan Laser , Mohammadsepehr Karimiziarani , Trupesh Patel , Giovanni Romero , Matthew Denno , Sam Lamont , Iman Maghami , Hari Teja Jajula , M. Shahabul Alam , Sifan A. Koriche , Manjila Singh , Nia Minor , Bhavya Duvvuri , Savalan Naser Neisary , Daniel P. Ames
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引用次数: 0

Abstract

The NextGen Water Resources Modeling Framework (NextGen) greatly increases the flexibility and interoperability of hydrologic modeling workflows. However, deploying NextGen models remains challenging due to a complex installation process. To address this, we developed NextGen In A Box (NGIAB), an all-in-one distribution of the NextGen framework that simplifies deployment across environments using Docker and Singularity containers. NGIAB comes pre-configured with most components expected in version 4.0 of the National Water Model, which will use the NextGen framework. Additionally, NGIAB utilizes a cloud-based continuous integration/continuous deployment pipeline to automate releases. Through its ease of access and robust suite of included utilities, NGIAB promotes community engagement in hydrologic modeling and facilitates research-to-operation (R2O) pathways. In this work, we present the designs and technologies that enable these outcomes, along with studies and performance benchmarks that demonstrate NGIAB's applicability.

Abstract Image

NextGen In A Box (NGIAB): NextGen框架的开源容器化,可实现社区驱动的水文建模
NextGen水资源建模框架(NextGen)极大地提高了水文建模工作流程的灵活性和互操作性。然而,由于安装过程复杂,部署下一代模型仍然具有挑战性。为了解决这个问题,我们开发了NextGen In A Box (NGIAB),这是一个NextGen框架的一体化发行版,使用Docker和Singularity容器简化了跨环境的部署。NGIAB预先配置了国家水模型4.0版本中的大多数组件,该版本将使用NextGen框架。此外,NGIAB利用基于云的持续集成/持续部署管道来自动化发布。通过其易于访问和强大的配套设施,NGIAB促进了社区参与水文建模,并促进了从研究到运营(R2O)的途径。在这项工作中,我们提出了实现这些结果的设计和技术,以及证明NGIAB适用性的研究和性能基准。
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来源期刊
Environmental Modelling & Software
Environmental Modelling & Software 工程技术-工程:环境
CiteScore
9.30
自引率
8.20%
发文量
241
审稿时长
60 days
期刊介绍: Environmental Modelling & Software publishes contributions, in the form of research articles, reviews and short communications, on recent advances in environmental modelling and/or software. The aim is to improve our capacity to represent, understand, predict or manage the behaviour of environmental systems at all practical scales, and to communicate those improvements to a wide scientific and professional audience.
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