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A non-intrusive reduced-order model for compressible fluid and fractured solid coupling and its application to blasting

机译:可压缩流体与裂隙固体耦合的非侵入式降阶模型及其在爆破中的应用

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摘要

This work presents the first application of a non-intrusive reduced order method to model solid interacting with compressible fluid flows to simulate crack initiation and propagation. In the high fidelity model, the coupling process is achieved by introducing a source term into the momentum equation, which represents the effects of forces of the solid on the fluid. A combined single and smeared crack model with the Mohr–Coulomb failure criterion is used to simulate crack initiation and propagation. The non-intrusive reduced order method is then applied to compressible fluid and fractured solid coupled modelling where the computational cost involved in the full high fidelity simulation is high. The non-intrusive reduced order model (NIROM) developed here is constructed through proper orthogonal decomposition (POD) and a radial basis function (RBF) multi-dimensional interpolation method. The performance of the NIROM for solid interacting with compressible fluid flows, in the presence of fracture models, is illustrated by two complex test cases: an immersed wall in a fluid and a blasting test case. The numerical simulation results show that the NIROM is capable of capturing the details of compressible fluids and fractured solids while the CPU time is reduced by several orders of magnitude. In addition, the issue of whether or not to subtract the mean from the snapshots before applying POD is discussed in this paper. It is shown that solutions of the NIROM, without mean subtracted before constructing the POD basis, captured more details than the NIROM with mean subtracted from snapshots.
机译:这项工作提出了一种非侵入式降阶方法的第一个应用,该方法用于对与可压缩流体流相互作用的实体进行建模,以模拟裂纹的萌生和扩展。在高保真度模型中,耦合过程是通过将源项引入动量方程来实现的,动量方程表示固体对流体的作用力。结合了Mohr-Coulomb破坏准则的单一和涂抹裂纹模型,用于模拟裂纹的萌生和扩展。然后,将非侵入式降阶方法应用于可压缩流体和压裂固体耦合模型,其中,完全高保真度仿真所涉及的计算成本很高。通过适当的正交分解(POD)和径向基函数(RBF)多维插值方法构建了此处开发的非侵入式降阶模型(NIROM)。在存在裂缝模型的情况下,NIROM用于与可压缩流体进行固体相互作用的性能通过两个复杂的测试案例进行了说明:流体中的浸入式壁和爆破测试案例。数值模拟结果表明,NIROM能够捕获可压缩流体和裂缝性固体的细节,同时将CPU时间减少了几个数量级。此外,本文还讨论了在应用POD之前是否从快照中减去均值的问题。结果表明,在构建POD基础之前不减去平均值的NIROM解决方案比从快照中减去平均值的NIROM捕获的细节更多。

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