A sequential global programming approach for two-scale optimization of homogenized multiphysics problems with application to Biot porous media

IF 3.6 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Bich Ngoc Vu, Vladimir Lukeš, Michael Stingl, Eduard Rohan
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Abstract

Abstract We present a new approach and an algorithm for solving two-scale material optimization problems to optimize the behaviour of a fluid-saturated porous medium in a given domain. While the state problem is governed by the Biot model describing the fluid–structure interaction in homogenized poroelastic structures, the approach is widely applicable to multiphysics problems involving several macroscopic fields in which homogenization provides the relationship between the microconfigurations and the macroscopic mathematical model. The optimization variables describe the local microstructure design by virtue of the pore shape which determines the effective medium properties, namely the material coefficients, computed by the homogenization method. The numerical optimization strategy involves (a) precomputing a database of the material coefficients associated with the geometric parameters and (b) applying the sequential global programming (SGP) method for solving the problem of macroscopically optimized distribution of material coefficients. Although there are similarities to the free material optimization (FMO) approach, only effective material coefficients are considered admissible, for which a well-defined set of corresponding configurable microstructures exists. Due to the flexibility of the SGP approach, different types of microstructures with fully independent parametrizations can easily be handled. The efficiency of the concept is demonstrated by a series of numerical experiments that show that the SGP method can simultaneously handle multiple types of microstructures with nontrivial parametrizations using a considerably low and stable number of state problems to be solved.
均匀化多物理场问题双尺度优化的序贯全局规划方法及其在Biot多孔介质中的应用
摘要提出了一种求解双尺度材料优化问题的新方法和算法,以优化给定区域内饱和流体多孔介质的行为。虽然状态问题是由描述均质多孔弹性结构中流固相互作用的Biot模型控制的,但该方法广泛适用于涉及多个宏观场的多物理场问题,其中均质提供了微观构型与宏观数学模型之间的关系。优化变量通过孔隙形状来描述局部微观结构设计,孔隙形状决定了有效介质性质,即材料系数,通过均匀化方法计算得到。数值优化策略包括:(a)预先计算与几何参数相关的材料系数数据库;(b)应用顺序全局规划(SGP)方法解决材料系数的宏观优化分布问题。虽然与自由材料优化(FMO)方法有相似之处,但只有有效材料系数被认为是可接受的,其中存在一组定义良好的相应可配置微结构。由于SGP方法的灵活性,可以很容易地处理具有完全独立参数化的不同类型的微结构。一系列数值实验证明了该方法的有效性,表明该方法可以同时处理具有非平凡参数的多种类型的微观结构,需要求解的状态问题数量相当少且稳定。
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来源期刊
Structural and Multidisciplinary Optimization
Structural and Multidisciplinary Optimization 工程技术-工程:综合
CiteScore
7.60
自引率
15.40%
发文量
304
审稿时长
3.6 months
期刊介绍: The journal’s scope ranges from mathematical foundations of the field to algorithm and software development, and from benchmark examples to case studies of practical applications in structural, aero-space, mechanical, civil, chemical, naval and bio-engineering. Fields such as computer-aided design and manufacturing, uncertainty quantification, artificial intelligence, system identification and modeling, inverse processes, computer simulation, bio-mechanics, bio-medical applications, nano-technology, MEMS, optics, chemical processes, computational biology, meta-modeling, DOE and active control of structures are covered when the topic is closely related to the optimization of structures or fluids. Structural and Multidisciplinary Optimization publishes original research papers, review articles, industrial applications, brief notes, educational articles, book reviews, conference diary, forum section, discussions on papers, authors´ replies, obituaries, announcements and society news.
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