Distributed control parallelism in multidisciplinary aircraft design

D. T. Krasteva, L. Watson, C. Baker, B. Grossman, W. Mason, R. Haftka
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引用次数: 9

Abstract

Multidisciplinary design optimization (MDO) for large-scale engineering problems poses many challenges (e.g., the design of an efficient concurrent paradigm for global optimization based on disciplinary analyses, expensive computations over vast data sets, etc.) This work focuses on the application of distributed schemes for massively parallel architectures to MDO problems, as a tool for reducing computation time and solving larger problems. The specific problem considered here is configuraton optimization of a high speed civil transport (HSCT), and the efficient parallelization of the embedded paradigm for reasonable design space identification. Two distributed dynamic load balancing techniques (random polling and global round robin with message combining) and two necessary termination detection schemes (global task count and token passing) were implemented and evaluated in terms of effectiveness and scalability to large problem sizes and a thousand processors. The effect of certain parameters on execution time was also inspected. Empirical results demonstrated stable performance and effectiveness for all schemes, and the parametric study showed that the selected algorithmic parameters have a negligible effect on performance.
多学科飞机设计中的分布式并行控制
大规模工程问题的多学科设计优化(MDO)提出了许多挑战(例如,基于学科分析的高效并行全局优化范式的设计,对大量数据集的昂贵计算等)。本工作侧重于大规模并行架构的分布式方案在MDO问题中的应用,作为减少计算时间和解决更大问题的工具。本文考虑的具体问题是高速民用运输(HSCT)的结构优化,以及嵌入式范式的有效并行化,以实现合理的设计空间识别。实现了两种分布式动态负载平衡技术(随机轮询和带消息组合的全局轮询)和两种必要的终止检测方案(全局任务计数和令牌传递),并对其有效性和可伸缩性进行了评估。还考察了某些参数对执行时间的影响。实验结果表明,所有方案的性能和有效性稳定,参数研究表明,所选择的算法参数对性能的影响可以忽略不计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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