Proposed for presentation at the SIAM conference on Computational Science and Engineering held March 1-5, 2021.最新文献

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Dimensionality Reduction and Physics-Informed Neural Networks for Climate Land Models. 气候陆地模式的降维和物理信息神经网络。
K. Sargsyan, C. Safta, Ricciuto Daniel
{"title":"Dimensionality Reduction and Physics-Informed Neural Networks for Climate Land Models.","authors":"K. Sargsyan, C. Safta, Ricciuto Daniel","doi":"10.2172/1854072","DOIUrl":"https://doi.org/10.2172/1854072","url":null,"abstract":"","PeriodicalId":149846,"journal":{"name":"Proposed for presentation at the SIAM conference on Computational Science and Engineering held March 1-5, 2021.","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125535056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating improving and maintaining a performance portable land-ice model using Albany Trilinos and Kokkos. 利用Albany Trilinos和Kokkos评估、改进和维护便携式陆冰模型的性能。
Jerry Watkins, Max Carlson, I. Tezaur, Kyle Shan
{"title":"Evaluating improving and maintaining a performance portable land-ice model using Albany Trilinos and Kokkos.","authors":"Jerry Watkins, Max Carlson, I. Tezaur, Kyle Shan","doi":"10.2172/1854325","DOIUrl":"https://doi.org/10.2172/1854325","url":null,"abstract":"","PeriodicalId":149846,"journal":{"name":"Proposed for presentation at the SIAM conference on Computational Science and Engineering held March 1-5, 2021.","volume":"26 3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129749000","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mixed-Precision Schemes for Linear Algebra Kernels on GPUs. gpu上线性代数核的混合精度方案。
G. Moon, S. Rajamanickam
{"title":"Mixed-Precision Schemes for Linear Algebra Kernels on GPUs.","authors":"G. Moon, S. Rajamanickam","doi":"10.2172/1854428","DOIUrl":"https://doi.org/10.2172/1854428","url":null,"abstract":"","PeriodicalId":149846,"journal":{"name":"Proposed for presentation at the SIAM conference on Computational Science and Engineering held March 1-5, 2021.","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128708430","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
On the Design of Diffuse Acoustic Fields: A PDE-Constrained Optimization Approach. 漫射声场设计:pde约束优化方法。
W. Aquino, J. Rouse, M. Bonnet
{"title":"On the Design of Diffuse Acoustic Fields: A PDE-Constrained Optimization Approach.","authors":"W. Aquino, J. Rouse, M. Bonnet","doi":"10.2172/1854068","DOIUrl":"https://doi.org/10.2172/1854068","url":null,"abstract":"","PeriodicalId":149846,"journal":{"name":"Proposed for presentation at the SIAM conference on Computational Science and Engineering held March 1-5, 2021.","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115297250","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pressio: A Computational Framework Enabling Projection-Based Model Reduction for Large-Scale Nonlinear Dynamical Systems. 基于投影的大尺度非线性动力系统模型约简计算框架。
P. Blonigan, F. Rizzi, E. Parish, John Tencer
{"title":"Pressio: A Computational Framework Enabling Projection-Based Model Reduction for Large-Scale Nonlinear Dynamical Systems.","authors":"P. Blonigan, F. Rizzi, E. Parish, John Tencer","doi":"10.2172/1853851","DOIUrl":"https://doi.org/10.2172/1853851","url":null,"abstract":"","PeriodicalId":149846,"journal":{"name":"Proposed for presentation at the SIAM conference on Computational Science and Engineering held March 1-5, 2021.","volume":"76 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127289762","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Use of Model Discrepancy and Model Selection as a Means of Informing Missing Physics. 利用模型差异和模型选择作为缺失物理信息的一种手段。
K. Maupin, Teresa Portone
{"title":"Use of Model Discrepancy and Model Selection as a Means of Informing Missing Physics.","authors":"K. Maupin, Teresa Portone","doi":"10.2172/1848042","DOIUrl":"https://doi.org/10.2172/1848042","url":null,"abstract":"","PeriodicalId":149846,"journal":{"name":"Proposed for presentation at the SIAM conference on Computational Science and Engineering held March 1-5, 2021.","volume":"121 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134303052","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hyper-Differential Sensitivity Analysis for Robust Machine Learned Surrogate Models. 鲁棒机器学习代理模型的超差分灵敏度分析。
Joseph L. Hart
{"title":"Hyper-Differential Sensitivity Analysis for Robust Machine Learned Surrogate Models.","authors":"Joseph L. Hart","doi":"10.2172/1847611","DOIUrl":"https://doi.org/10.2172/1847611","url":null,"abstract":"","PeriodicalId":149846,"journal":{"name":"Proposed for presentation at the SIAM conference on Computational Science and Engineering held March 1-5, 2021.","volume":"143 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122890451","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Spectral Equivalence Properties of Higher-Order Tensor Product Finite Elements and Applications to Preconditioning. 高阶张量积有限元的谱等价性质及其在预处理中的应用。
C. Dohrmann
{"title":"Spectral Equivalence Properties of Higher-Order Tensor Product Finite Elements and Applications to Preconditioning.","authors":"C. Dohrmann","doi":"10.2172/1761047","DOIUrl":"https://doi.org/10.2172/1761047","url":null,"abstract":"The focus of this study is on spectral equivalence results for higher‚order tensor product finite elements in the H (curl), H (div), and L function spaces. For certain choices of the higher‚order shape functions, the resulting mass and stiffness matrices are spectrally equivalent to those for an assembly of lowest‚order edge‚, face‚ or interior‚based elements on the associated Gauss‚Lobatto‚Legendre ̆GLL ̄ mesh. This equivalence will help enable the development of efficient domain decomposition or multigrid preconditioners. Specifically, preconditioners for the equivalent lowest‚ order linear system can be used for the higher‚order problem and avoid the demands of assembling a higher‚order coefficient matrix. Using assemblies of lowest‚order ̆linear ̄ elements for efficient preconditioning of higher‚order discretizations in the function space H is not new. We refer the interested reader to Section 7.1 of [10] or the introduction of [2] for a discussion of the pioneering work by Orszag [9], Deville and Mund [3, 8], Canuto [1] and others. We are, however, not aware of similar approaches for problems using higher‚order edge‚ ̆Nédélec ̄, face‚ ̆Raviart‚Thomas ̄ or interior‚based elements. We note for the case of nodal elements that the degrees of freedom ̆DOFs ̄ for a higher‚order element and its equivalent assembly of lowest‚order elements are nodal values in both cases. This natural one‚to‚one correspondence of DOFs can be realized for edge‚, face‚ and interior‚based elements by using shape functions ̆bases ̄ associated with integrals and introduced by Gerritsma [5]. For edge‚based elements, the DOFs for the shape functions are associated with integrals of tangential components of a vector field along each edge of the associated GLL mesh ̆see Figure 1 left ̄. Similarly, DOFs for face‚based elements correspond to integrals of the normal component of a vector field over individual faces of the GLL mesh ̆see Figure 1 right ̄. For completeness, we also present shape functions","PeriodicalId":149846,"journal":{"name":"Proposed for presentation at the SIAM conference on Computational Science and Engineering held March 1-5, 2021.","volume":"54 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121848931","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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