基于OpenMDAO的BLISS-2000多学科设计优化:流程、策略与参数研究

Multidisciplinary design optimization of BLISS-2000 based on OpenMDAO:research on process, strategy and parameters

  • 摘要:
    目的 旨在基于OpenMDAO研究BLISS-2000多学科设计优化方法的近似模型、一致性约束、边界更新策略对其收敛性能与优化效率的影响。
    方法 首先,给出BLISS-2000方法优化流程和边界更新策略;然后,基于OpenMDAO建立BLISS-2000方法模型,结合数学算例和工程算例验证所建模型准确性;最后,研究近似模型准确度、一致性等式约束及约束松弛、边界更新策略对BLISS-2000方法收敛性能与优化效率的影响。
    结果 结果表明,通过提高近似模型准确度、选取适当的约束松弛因子和边界更新因子,可显著提高BLISS-2000方法的收敛性能与优化效率,并得到基于约束松弛的BLISS-2000方法相关参数的建议取值。
    结论 研究结果可对改进BLISS-2000方法及船舶与海洋工程装备概念设计阶段应用BLISS-2000方法提供参考。

     

    Abstract:
    Objective This paper aims to study the influence of the approximation model, consistency constraints, and boundary update strategy of the BLISS-2000 multidisciplinary design optimization method on its convergence performance and optimization efficiency based on OpenMDAO.
    Method First, the optimization process and boundary update strategy of BLISS-2000 are given. A BLISS-2000 model is then established based on OpenMDAO, and its accuracy is verified by mathematical and engineering examples. Finally, the effects of the approximation model's accuracy, consistency equality constraints, constraint relaxation, and boundary update strategy on the convergence performance and optimization efficiency of the model are studied.
    Results The results show that improving the accuracy of the approximation model and selecting the appropriate constraint relaxation factors and boundary update factors can greatly improve the convergence performance and optimization efficiency of the BLISS-2000 model. At the same time, the recommended values of the relevant parameters based on constraint relaxation are obtained.
    Conclusion The results of this study can provide useful references for the improvement of the BLISS-2000 method and its application in the conceptual design stage of ships and marine equipment.

     

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