{"title":"Projection-based model order reduction for prestressed concrete with an application to the standard section of a nuclear containment building","authors":"Eki Agouzal, Jean-Philippe Argaud, Michel Bergmann, Guilhem Ferté, Sylvie Michel-Ponnelle, Tommaso Taddei","doi":"arxiv-2401.05098","DOIUrl":null,"url":null,"abstract":"We propose a projection-based model order reduction procedure for the ageing\nof large prestressed concrete structures. Our work is motivated by applications\nin the nuclear industry, particularly in the simulation of containment\nbuildings. Such numerical simulations involve a multi-modeling approach: a\nthree-dimensional nonlinear thermo-hydro-visco-elastic rheological model is\nused for concrete; and prestressing cables are described by a one-dimensional\nlinear thermo-elastic behavior. A kinematic linkage is performed in order to\nconnect the concrete nodes and the steel nodes: coincident points in each\nmaterial are assumed to have the same displacement. We develop an adaptive\nalgorithm based on a Proper Orthogonal Decomposition (POD) in time and greedy\nin parameter to build a reduced order model (ROM). The nonlinearity of the\noperator entails that the computational cost of the ROM assembly scales with\nthe size of the high-fidelity model. We develop an hyper-reduction strategy\nbased on empirical quadrature to bypass this computational bottleneck: our\napproach relies on the construction of a reduced mesh to speed up online\nassembly costs of the ROM. We provide numerical results for a standard section\nof a double-walled containment building using a qualified and broadly-used\nindustrial grade finite element solver for structural mechanics\n(code$\\_$aster).","PeriodicalId":501061,"journal":{"name":"arXiv - CS - Numerical Analysis","volume":"85 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - CS - Numerical Analysis","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2401.05098","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
We propose a projection-based model order reduction procedure for the ageing
of large prestressed concrete structures. Our work is motivated by applications
in the nuclear industry, particularly in the simulation of containment
buildings. Such numerical simulations involve a multi-modeling approach: a
three-dimensional nonlinear thermo-hydro-visco-elastic rheological model is
used for concrete; and prestressing cables are described by a one-dimensional
linear thermo-elastic behavior. A kinematic linkage is performed in order to
connect the concrete nodes and the steel nodes: coincident points in each
material are assumed to have the same displacement. We develop an adaptive
algorithm based on a Proper Orthogonal Decomposition (POD) in time and greedy
in parameter to build a reduced order model (ROM). The nonlinearity of the
operator entails that the computational cost of the ROM assembly scales with
the size of the high-fidelity model. We develop an hyper-reduction strategy
based on empirical quadrature to bypass this computational bottleneck: our
approach relies on the construction of a reduced mesh to speed up online
assembly costs of the ROM. We provide numerical results for a standard section
of a double-walled containment building using a qualified and broadly-used
industrial grade finite element solver for structural mechanics
(code$\_$aster).
我们为大型预应力混凝土结构的老化提出了一种基于投影的模型阶次缩减程序。我们的工作源于核工业的应用,特别是安全壳建筑的模拟。这种数值模拟涉及一种多模型方法:混凝土采用三维非线性热-水-粘-弹性流变模型;预应力钢索采用一维全线性热弹性行为描述。为了连接混凝土节点和钢筋节点,我们采用了运动学关联方法:假定每种材料中的重合点具有相同的位移。我们开发了一种基于适当正交分解(POD)时间和贪婪参数的自适应算法,以建立减阶模型(ROM)。运算器的非线性导致 ROM 组装的计算成本与高保真模型的大小成比例。我们开发了一种基于经验正交的超还原策略,以绕过这一计算瓶颈:我们的方法依赖于缩小网格的构建,以加快 ROM 的在线组装成本。我们提供了使用合格的、广泛使用的工业级结构力学有限元求解器(代码$\_$aster)计算双层安全壳建筑标准截面的数值结果。