An Adaptive Material Interpolation for the Reconstruction of P-Wave Velocity Models with Sharp Interfaces using the Topology Optimization Method

IF 1 3区 物理与天体物理 Q3 ACOUSTICS Journal of Theoretical and Computational Acoustics Pub Date : 2021-08-11 DOI:10.1142/s259172852150016x
J. F. Gonçalves, E. C. Silva
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引用次数: 1

Abstract

A topology optimization (TO) approach is used to reconstruct P-wave velocity models with sharp interfaces. The concept of material model (interpolation), usually applied in TO to design structures and multi-physics devices, is explored in this work to solve this inverse problem. An adaptive interpolation rule is proposed to deal with the reconstruction problem as a transition from a single- to a multi-material approach combining the Solid Isotropic Material with Penalization (SIMP) and peak function material models. Data collected during the optimization process is used to find material candidates by means of a curve fitting strategy based on generalized simulated annealing (GSA), if this information is not available. The numerical analysis is carried out using a finite element (FE) approach in the frequency domain. Both forward and adjoint problems are solved aided by an open source Domain-Specific Language (DSL) framework and automated derivation tool, while the optimization problem is solved by using a BFGS algorithm. Numerical results for 2D examples demonstrated that proposed material interpolation can lead to solutions with sharper interfaces and improved resolution without including any type of regularization or extra constraint in the optimization problem.
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用拓扑优化方法重建带尖锐界面的纵波速度模型的自适应材料插值
采用拓扑优化(TO)方法重建具有尖锐界面的纵波速度模型。材料模型(插值)的概念,通常应用于设计结构和多物理场器件,在本工作中探索解决这一反问题。结合固体各向同性材料与惩罚(SIMP)和峰值函数材料模型,提出了一种自适应插值规则,用于处理从单材料到多材料的重构问题。在优化过程中收集的数据,如果无法获得这些信息,则使用基于广义模拟退火(GSA)的曲线拟合策略来寻找候选材料。在频域采用有限元方法进行了数值分析。采用开源的DSL框架和自动化派生工具求解前向和伴随问题,采用BFGS算法求解优化问题。二维实例的数值结果表明,所提出的材料插值方法可以得到更清晰的界面和更高的分辨率,而不需要在优化问题中包含任何类型的正则化或额外的约束。
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来源期刊
Journal of Theoretical and Computational Acoustics
Journal of Theoretical and Computational Acoustics Computer Science-Computer Science Applications
CiteScore
2.90
自引率
42.10%
发文量
26
期刊介绍: The aim of this journal is to provide an international forum for the dissemination of the state-of-the-art information in the field of Computational Acoustics. Topics covered by this journal include research and tutorial contributions in OCEAN ACOUSTICS (a subject of active research in relation with sonar detection and the design of noiseless ships), SEISMO-ACOUSTICS (of concern to earthquake science and engineering, and also to those doing underground prospection like searching for petroleum), AEROACOUSTICS (which includes the analysis of noise created by aircraft), COMPUTATIONAL METHODS, and SUPERCOMPUTING. In addition to the traditional issues and problems in computational methods, the journal also considers theoretical research acoustics papers which lead to large-scale scientific computations.
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