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Towards Cross-Language and Distributed Coupled-Model Design Optimization with Discrete Adjoints

机译:具有离散伴随的跨语言和分布式耦合模型设计优化

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摘要

Funded research is producing several highly specialized tools in different code-bases written with different languages. The work presented here demonstrates a proof-of-concept application connecting distinct, and possibly distributed, research codes that provide individual components of a multi-physics, coupled, or systems-level simulation. While interoperability of research codes providing distinct physics is becoming more common, this work focuses on providing a turn-key solution to adjoint sensitivity analysis. The example uses three distinct instances of a multi-physics solver to separately evaluate the fluid, mesh displacement, and structural equations. The computed sensitivities are used in a gradient based optimization algorithm to find the optimal topology of a structure under air loads. The objective considered is minimum weight and the constraint considered is maximum tip displacement. Time for serialization and deserialization of data is reported compared to the time to: 1) evaluate the finite element equations, and 2) solve the resulting global linear system. Time spent transferring data is approximately one-twentieth of the time to solve the linear system, but is within one-sixth of the time to evaluate the finite element equations.
机译:获资助的研究正在用不同的语言编写的不同代码库中产生几种高度专业化的工具。本文介绍的工作演示了概念验证应用程序,该应用程序连接了独特的,可能是分布式的研究代码,这些代码提供了多物理场,耦合或系统级仿真的各个组成部分。尽管提供不同物理学的研究代码的互操作性变得越来越普遍,但这项工作着重于为伴随灵敏度分析提供交钥匙解决方案。该示例使用多物理场求解器的三个不同实例分别评估流体,网格位移和结构方程。计算出的灵敏度用于基于梯度的优化算法中,以找到在空气载荷下结构的最佳拓扑。所考虑的目标是最小的重量,而所考虑的约束是最大的尖端位移。与以下时间相比,报告了数据序列化和反序列化时间:1)评估有限元方程,2)求解得到的整体线性系统。传输数据所花费的时间大约是求解线性系统的时间的二十分之一,但在评估有限元方程式的时间却不到六分之一。

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