泥沙输运模拟的平衡效率和准确性

Wenjie Wei, S. Clark, Huayou Su, M. Wen, X. Cai
{"title":"泥沙输运模拟的平衡效率和准确性","authors":"Wenjie Wei, S. Clark, Huayou Su, M. Wen, X. Cai","doi":"10.1088/1749-4699/6/1/015011","DOIUrl":null,"url":null,"abstract":"Simulating multi-lithology sediment transport requires numerically solving a fully coupled system of nonlinear partial differential equations. The most standard approach is to simultaneously update all the unknown fields. Such a fully implicit strategy can be computationally demanding due to the need for Newton–Raphson iterations to set up and solve a large system of linearized algebraic equations. Fully explicit numerical schemes that do not solve linear systems are possible to devise, but suffer from considerably lower numerical stability and accuracy. Adding to this competition, there are semi-implicit numerical schemes that lie between the two extremes. This paper presents two contributions. First, we devise a new semi-implicit scheme that has second-order accuracy in the temporal direction. Second, and more importantly, we propose a novel methodology for comparing numerical schemes by considering accuracy, stability and computing speed at the same time. This methodology is general and easy to use, based on simple prediction models for the overall computation time on multicore architectures. Our findings are accompanied by numerical experiments modeling the sediment transport in Monterey Bay.","PeriodicalId":89345,"journal":{"name":"Computational science & discovery","volume":"6 1","pages":"015011"},"PeriodicalIF":0.0000,"publicationDate":"2013-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1088/1749-4699/6/1/015011","citationCount":"4","resultStr":"{\"title\":\"Balancing efficiency and accuracy for sediment transport simulations\",\"authors\":\"Wenjie Wei, S. Clark, Huayou Su, M. Wen, X. Cai\",\"doi\":\"10.1088/1749-4699/6/1/015011\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Simulating multi-lithology sediment transport requires numerically solving a fully coupled system of nonlinear partial differential equations. The most standard approach is to simultaneously update all the unknown fields. Such a fully implicit strategy can be computationally demanding due to the need for Newton–Raphson iterations to set up and solve a large system of linearized algebraic equations. Fully explicit numerical schemes that do not solve linear systems are possible to devise, but suffer from considerably lower numerical stability and accuracy. Adding to this competition, there are semi-implicit numerical schemes that lie between the two extremes. This paper presents two contributions. First, we devise a new semi-implicit scheme that has second-order accuracy in the temporal direction. Second, and more importantly, we propose a novel methodology for comparing numerical schemes by considering accuracy, stability and computing speed at the same time. This methodology is general and easy to use, based on simple prediction models for the overall computation time on multicore architectures. Our findings are accompanied by numerical experiments modeling the sediment transport in Monterey Bay.\",\"PeriodicalId\":89345,\"journal\":{\"name\":\"Computational science & discovery\",\"volume\":\"6 1\",\"pages\":\"015011\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-12-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://sci-hub-pdf.com/10.1088/1749-4699/6/1/015011\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computational science & discovery\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1088/1749-4699/6/1/015011\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computational science & discovery","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1088/1749-4699/6/1/015011","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

摘要

模拟多岩性沉积物输运需要数值求解一个完全耦合的非线性偏微分方程组。最标准的方法是同时更新所有未知字段。由于需要牛顿-拉夫森迭代来建立和求解线性化代数方程的大型系统,因此这种完全隐式策略的计算要求很高。完全明确的数值方案,不解决线性系统是可能的设计,但遭受相当低的数值稳定性和精度。除了这种竞争之外,还有半隐式的数值方案介于这两个极端之间。本文提出了两个贡献。首先,我们设计了一种在时间方向上具有二阶精度的半隐式格式。其次,更重要的是,我们提出了一种同时考虑精度、稳定性和计算速度的数值格式比较的新方法。该方法基于对多核体系结构总体计算时间的简单预测模型,具有通用性和易用性。我们的研究结果伴随着蒙特雷湾泥沙运移的数值模拟实验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Balancing efficiency and accuracy for sediment transport simulations
Simulating multi-lithology sediment transport requires numerically solving a fully coupled system of nonlinear partial differential equations. The most standard approach is to simultaneously update all the unknown fields. Such a fully implicit strategy can be computationally demanding due to the need for Newton–Raphson iterations to set up and solve a large system of linearized algebraic equations. Fully explicit numerical schemes that do not solve linear systems are possible to devise, but suffer from considerably lower numerical stability and accuracy. Adding to this competition, there are semi-implicit numerical schemes that lie between the two extremes. This paper presents two contributions. First, we devise a new semi-implicit scheme that has second-order accuracy in the temporal direction. Second, and more importantly, we propose a novel methodology for comparing numerical schemes by considering accuracy, stability and computing speed at the same time. This methodology is general and easy to use, based on simple prediction models for the overall computation time on multicore architectures. Our findings are accompanied by numerical experiments modeling the sediment transport in Monterey Bay.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信