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用于三维线性弹性问题的张量列车方法:块与全局算子表示及求解器性能分析

Tensor-Train Methods for 3D Linear Elasticity: Block and Global Operator Representations with Solver Performance Analysis

Quoc Thai Tran, Duc P. Truong, William Dai, Kim Ø. Rasmussen

arXiv 2608.23595首次发表:更新:

AI 中文总结

本研究提出张量列车(TT)格式求解等几何分析离散的大规模三维线性弹性问题,对比两种算子存储策略及对应求解器,验证其在压缩算子和解、提升模拟效率与可扩展性上的优势。

AI 中文摘要

本研究开发张量列车(TT)格式,用于求解等几何分析离散得到的大规模三维线性弹性问题。通过利用基函数的张量积结构以及依赖几何的系数场的低秩结构,将刚度算子、质量算子、力向量和位移解表示为TT格式。研究了两种求解策略:块算子格式,其中耦合弹性算子以分离的TT块存储;单算子格式,其中完整耦合系统以单个整体TT算子存储。针对块格式引入无矩阵的三场TT共轭梯度求解器,而单算子格式使用AMEn求解器。数值算例表明,与传统的稀疏全网格表示相比,算子和解均实现了显著压缩,证明基于TT的格式为大规模三维弹性模拟提供了高效且可扩展的方法。

英文摘要

This work develops tensor-train (TT) formulations for solving large-scale three-dimensional linear elasticity problems discretized by isogeometric analysis. By exploiting the tensor-product structure of the basis functions and the low-rank structure of geometry-dependent coefficient fields, the stiffness operator, mass operator, force vector, and displacement solution are represented in TT format. Two solution strategies are investigated: a block-operator formulation, in which the coupled elasticity operator is stored as separated TT blocks, and a single-operator formulation, in which the full coupled system is stored as one monolithic TT operator. A matrix-free three-field TT conjugate-gradient solver is introduced for the block formulation, while AMEn is used for the single-operator formulation. Numerical examples demonstrate substantial compression of both operators and solutions compared with conventional sparse full-grid representations, showing that TT-based formulations provide an efficient and scalable approach for large-scale three-dimensional elasticity simulations.

论文原文

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