Luis Cea , Orlando García-Feal , Guillaume Nord , Guillaume Piton , Cédric Legoût
{"title":"在 Iber 软件中实施基于二维浅水方程的 GPU 增强型多级土壤侵蚀模型","authors":"Luis Cea , Orlando García-Feal , Guillaume Nord , Guillaume Piton , Cédric Legoût","doi":"10.1016/j.envsoft.2024.106098","DOIUrl":null,"url":null,"abstract":"<div><p>We present the implementation of a new fully distributed multiclass soil erosion module. The model is based on a 2D finite volume solver (Iber+) for the 2D shallow water equations that computes the overland flow water depths and velocities. From these, the model evaluates the transport of sediment particles due to bed load and suspended load, including rainfall-driven and runoff-driven erosion processes, and using well-established physically-based formulations. The evolution of the mass of sediment particles in the soil layer is computed from a mass conservation equation for each sediment class. The solver is implemented using High Performance Computing techniques that take advantage of the computational capabilities of standard Graphical Processing Units, achieving speed-ups of two orders of magnitude relative to a sequential implementation on the CPU. We show the application and validation of the model at different spatial scales, ranging from laboratory experiments to meso-scale catchments.</p></div>","PeriodicalId":310,"journal":{"name":"Environmental Modelling & Software","volume":null,"pages":null},"PeriodicalIF":4.8000,"publicationDate":"2024-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1364815224001592/pdfft?md5=9a4c81ebf7342db73ac298d495e8cdc9&pid=1-s2.0-S1364815224001592-main.pdf","citationCount":"0","resultStr":"{\"title\":\"Implementation of a GPU-enhanced multiclass soil erosion model based on the 2D shallow water equations in the software Iber\",\"authors\":\"Luis Cea , Orlando García-Feal , Guillaume Nord , Guillaume Piton , Cédric Legoût\",\"doi\":\"10.1016/j.envsoft.2024.106098\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>We present the implementation of a new fully distributed multiclass soil erosion module. The model is based on a 2D finite volume solver (Iber+) for the 2D shallow water equations that computes the overland flow water depths and velocities. From these, the model evaluates the transport of sediment particles due to bed load and suspended load, including rainfall-driven and runoff-driven erosion processes, and using well-established physically-based formulations. The evolution of the mass of sediment particles in the soil layer is computed from a mass conservation equation for each sediment class. The solver is implemented using High Performance Computing techniques that take advantage of the computational capabilities of standard Graphical Processing Units, achieving speed-ups of two orders of magnitude relative to a sequential implementation on the CPU. We show the application and validation of the model at different spatial scales, ranging from laboratory experiments to meso-scale catchments.</p></div>\",\"PeriodicalId\":310,\"journal\":{\"name\":\"Environmental Modelling & Software\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":4.8000,\"publicationDate\":\"2024-06-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S1364815224001592/pdfft?md5=9a4c81ebf7342db73ac298d495e8cdc9&pid=1-s2.0-S1364815224001592-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Environmental Modelling & Software\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1364815224001592\",\"RegionNum\":2,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Environmental Modelling & Software","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1364815224001592","RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0
摘要
我们介绍了一个新的全分布式多级土壤侵蚀模块的实施情况。该模型基于二维浅水方程的二维有限体积求解器(Iber+),可计算陆上流水深度和流速。在此基础上,该模型利用成熟的物理公式,评估了床面负荷和悬浮负荷导致的沉积物颗粒迁移,包括降雨驱动和径流驱动的侵蚀过程。土壤层中沉积物颗粒质量的变化是根据每类沉积物的质量守恒方程计算得出的。该求解器采用高性能计算技术实现,充分利用了标准图形处理单元的计算能力,与 CPU 上的顺序实现相比,速度提高了两个数量级。我们展示了该模型在从实验室实验到中尺度流域等不同空间尺度上的应用和验证。
Implementation of a GPU-enhanced multiclass soil erosion model based on the 2D shallow water equations in the software Iber
We present the implementation of a new fully distributed multiclass soil erosion module. The model is based on a 2D finite volume solver (Iber+) for the 2D shallow water equations that computes the overland flow water depths and velocities. From these, the model evaluates the transport of sediment particles due to bed load and suspended load, including rainfall-driven and runoff-driven erosion processes, and using well-established physically-based formulations. The evolution of the mass of sediment particles in the soil layer is computed from a mass conservation equation for each sediment class. The solver is implemented using High Performance Computing techniques that take advantage of the computational capabilities of standard Graphical Processing Units, achieving speed-ups of two orders of magnitude relative to a sequential implementation on the CPU. We show the application and validation of the model at different spatial scales, ranging from laboratory experiments to meso-scale catchments.
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.