Metamodel-based multidisciplinary design optimization methods for aerospace system

IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS
Renhe Shi, Teng Long, Nianhui Ye, Yufei Wu, Zhao Wei, Zhenyu Liu
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引用次数: 21

Abstract

The design of complex aerospace systems is a multidisciplinary design optimization (MDO) problem involving the interaction of multiple disciplines. However, because of the necessity of evaluating expensive black-box simulations, the enormous computational cost of solving MDO problems in aerospace systems has also become a problem in practice. To resolve this, metamodel-based design optimization techniques have been applied to MDO. With these methods, system models can be rapidly predicted using approximate metamodels to improve the optimization efficiency. This paper presents an overall survey of metamodel-based MDO for aerospace systems. From the perspective of aerospace system design, this paper introduces the fundamental methodology and technology of metamodel-based MDO, including aerospace system MDO problem formulation, metamodeling techniques, state-of-the-art metamodel-based multidisciplinary optimization strategies, and expensive black-box constraint-handling mechanisms. Moreover, various aerospace system examples are presented to illustrate the application of metamodel-based MDOs to practical engineering. The conclusions derived from this work are summarized in the final section of the paper. The survey results are expected to serve as guide and reference for designers involved in metamodel-based MDO in the field of aerospace engineering.

基于元模型的航空航天系统多学科设计优化方法
复杂航天系统的设计是一个涉及多学科相互作用的多学科设计优化问题。然而,由于评估昂贵的黑匣子模拟的必要性,解决航空航天系统中MDO问题的巨大计算成本也成为了实践中的一个问题。为了解决这一问题,基于元模型的设计优化技术已被应用于MDO。利用这些方法,可以使用近似元模型快速预测系统模型,以提高优化效率。本文对基于元模型的航空航天系统MDO进行了全面的综述。从航空航天系统设计的角度,介绍了基于元模型的MDO的基本方法和技术,包括航空航天系统MDO问题的制定、元建模技术、最先进的基于元模型多学科优化策略和昂贵的黑匣子约束处理机制。此外,还以各种航空航天系统为例,说明了基于元模型的MDO在实际工程中的应用。论文的最后一节总结了这项工作得出的结论。调查结果有望为航空航天工程领域基于元模型的MDO的设计者提供指导和参考。
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来源期刊
Astrodynamics
Astrodynamics Engineering-Aerospace Engineering
CiteScore
6.90
自引率
34.40%
发文量
32
期刊介绍: Astrodynamics is a peer-reviewed international journal that is co-published by Tsinghua University Press and Springer. The high-quality peer-reviewed articles of original research, comprehensive review, mission accomplishments, and technical comments in all fields of astrodynamics will be given priorities for publication. In addition, related research in astronomy and astrophysics that takes advantages of the analytical and computational methods of astrodynamics is also welcome. Astrodynamics would like to invite all of the astrodynamics specialists to submit their research articles to this new journal. Currently, the scope of the journal includes, but is not limited to:Fundamental orbital dynamicsSpacecraft trajectory optimization and space mission designOrbit determination and prediction, autonomous orbital navigationSpacecraft attitude determination, control, and dynamicsGuidance and control of spacecraft and space robotsSpacecraft constellation design and formation flyingModelling, analysis, and optimization of innovative space systemsNovel concepts for space engineering and interdisciplinary applicationsThe effort of the Editorial Board will be ensuring the journal to publish novel researches that advance the field, and will provide authors with a productive, fair, and timely review experience. It is our sincere hope that all researchers in the field of astrodynamics will eagerly access this journal, Astrodynamics, as either authors or readers, making it an illustrious journal that will shape our future space explorations and discoveries.
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