基于数据驱动代理模型的变形翼锁定机构的可靠性和效率优化设计与实验验证

IF 9.9 1区 工程技术 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Jiwei Yao , Shiqiu Gong , Fei Ji , Yifan Wang , Jing Zhao
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引用次数: 0

摘要

为满足高速飞机变形机翼折叠展开过程中毫秒级可靠锁紧与保持的工程需求,提出了一种新型的弹簧-锥销楔形锁紧机构(STPWLM)。对STPWLM进行了优化,提高了锁定的可靠性和效率,并通过物理实验进行了验证。在供应压力为0.4 MPa、0.6 MPa和0.8 MPa时,优化后的样机与未优化的样机相比,连杆回弹振荡分别减少了100%、100%和66.7%,锁紧时间分别缩短了100%、100%和56.98%。具体而言,根据功能要求和工作原理建立了机械结构模型。通过工程专业知识,随后确定了11个主要结构参数。建立了STPWLM的力传递和运动特性分析模型,确定了四个关键结构参数,从而明确了设计优化准则。锁紧性能指标是将链路回弹振荡次数和锁紧时间结合起来,共同反映可靠性和效率的综合指标。为了解决显式计算该度量的困难,构建了瞬态动态有限元仿真模型,并使用对比仿真来验证设计准则。采用最优拉丁超立方体设计(OLHD)与数据驱动代理模型相结合来预测锁定性能指标,显著降低了模拟的计算成本。利用实验设计(DOE)方法作为决策支持工具,对堆芯结构参数、锥销定位距离和锥角的主效应和交互效应进行敏感性分析,为优化设计提供了坚实的依据。采用多岛遗传算法确定核心结构参数的最优组合。制作了优化前后的变形翼原型,并进行了一系列对比物理实验。实验结果证实了分析模型的准确性,并证明了优化设计的优越性。这些研究结果对具有综合锁定机构的变形翼的工程设计和应用具有重要的指导意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal reliability and efficiency design with experimental validation of a locking mechanism for morphing wings using data-driven surrogate models
To satisfy the engineering demand for millisecond-level reliable locking and holding during the fold-to-deploy process of morphing wings in high-speed aircraft, this study proposes a novel spring-taper-pin wedge-locking mechanism (STPWLM). The STPWLM is optimized to enhance locking reliability and efficiency and validated through physical experiments. At supply pressures of 0.4 MPa, 0.6 MPa, and 0.8 MPa, the optimized prototype reduces link rebound oscillations by 100 %, 100 %, and 66.7 %, and shortens locking duration by 100 %, 100 %, and 56.98 %, respectively, compared with the unoptimized prototype. Specifically, a mechanical structure model is established according to the functional requirements and working principle. Through engineering expertise, 11 primary structural parameters are subsequently identified. An analytical model of the force transmission and motion properties of the STPWLM is established to identify four key structural parameters, thereby clarifying the design optimization guidelines. The locking performance metric is defined as a composite measure that combines the number of link rebound oscillations and the locking duration, jointly reflecting reliability and efficiency. To address the difficulty of explicitly calculating this metric, a transient dynamic finite element simulation model is constructed, and comparative simulations are used to verify the design guidelines. Optimal Latin hypercube design (OLHD) coupled with data-driven surrogate models is employed to predict the locking performance metric, significantly reducing the computational cost of simulations. The design of experiments (DOE) method is utilized as a decision support tool for sensitivity analysis of the main and interaction effects of the core structural parameters, taper pin positioning distance and taper angle, thus providing a solid basis for optimal design. A multi-island genetic algorithm (MIGA) is applied to determine the optimal combination of the core structural parameters. Morphing wing prototypes before and after optimization are fabricated, and a series of comparative physical experiments are conducted. Experimental results confirm the accuracy of the analytical model and demonstrate the superiority of the optimal design. These findings provide valuable guidance for the engineering design and application of morphing wings with an integrated locking mechanism.
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来源期刊
Advanced Engineering Informatics
Advanced Engineering Informatics 工程技术-工程:综合
CiteScore
12.40
自引率
18.20%
发文量
292
审稿时长
45 days
期刊介绍: Advanced Engineering Informatics is an international Journal that solicits research papers with an emphasis on 'knowledge' and 'engineering applications'. The Journal seeks original papers that report progress in applying methods of engineering informatics. These papers should have engineering relevance and help provide a scientific base for more reliable, spontaneous, and creative engineering decision-making. Additionally, papers should demonstrate the science of supporting knowledge-intensive engineering tasks and validate the generality, power, and scalability of new methods through rigorous evaluation, preferably both qualitatively and quantitatively. Abstracting and indexing for Advanced Engineering Informatics include Science Citation Index Expanded, Scopus and INSPEC.
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