复合材料无人艇夹芯结构声振特性多目标优化设计

Multi-objective optimization of vibro-acoustic characteristics for composite USV sandwich structures

  • 摘要:
    目的 为解决复合材料无人艇结构设计中轻量化与低噪声性能之间的矛盾,提升艇体水下声隐身能力,针对复合材料无人艇夹芯结构的声辐射特性及厚度优化开展研究。
    方法 基于声−结构耦合理论,建立包含玻璃纤维增强复合材料(GFRP)蒙皮与聚氯乙烯(PVC)泡沫芯层的无人艇夹芯结构有限元声学模型,对10~50 Hz频段内的水下声辐射特性进行数值预报;通过参数化分析,系统研究GFRP蒙皮厚度与PVC芯层厚度变化对结构声辐射性能的影响规律。在此基础上,构建以结构重量和辐射总声压级为双目标的优化模型,采用高斯过程回归(GPR)建立厚度−声学响应代理模型,结合非支配排序遗传算法(NSGA-II)开展多目标优化,获取连续厚度设计空间内的Pareto最优解集。
    结果 研究表明,夹芯结构声辐射性能对GFRP蒙皮与PVC芯层厚度变化均较为敏感,其中PVC芯层厚度对声学性能改善起主导作用,而GFRP蒙皮厚度在满足结构要求后变化幅度较小。多目标优化得到的Pareto前沿呈现明显的边际递减特征;基于解集分析提炼出轻量化、性能均衡与强化降噪这3类厚度配比方案,其中性能均衡方案对应蒙皮厚度约3~4 mm、 芯层厚度约10~18 mm,可在结构重量可控的前提下,实现约3~5 dB的辐射总声压级降低。
    结论 所提出的分析与优化方法,为复合材料无人艇夹芯结构低噪声设计提供了可量化的工程参考依据。

     

    Abstract:
    Objective To address the trade-off between lightweight design and low-noise performance in composite unmanned surface vehicles (USVs) structures and to enhance the hull's underwater acoustic stealth capability, this study systematically investigates the acoustic radiation characteristics and thickness optimization of composite sandwich structures used in USVs.
    Methods Based on vibro-acoustic coupling theory, a finite element acoustic model of a USV sandwich structure composed of glass fiber-reinforced polymer (GFRP) skins and a PVC foam core is established to numerically predict underwater acoustic radiation in the frequency range of 10–50 Hz. Parametric analyses are performed to systematically examine the effects of variations in GFRP skin thickness and PVC core thickness on the acoustic radiation performance of the structure. On this basis, a bi-objective optimization model is developed with structural weight and total radiated sound pressure level (TRSPL) as the objectives. Gaussian Process Regression (GPR) is employed to construct a surrogate model describing the relationship between structural thickness parameters and acoustic response. The Non-dominated Sorting Genetic Algorithm II (NSGA-II) is integrated to perform multi-objective optimization, thereby obtaining the Pareto optimal solution set within the continuous thickness design space.
    Results The results demonstrate that the acoustic radiation performance of the sandwich structure is sensitive to variations in both skin and core thickness. The PVC foam core thickness plays a dominant role in improving acoustic performance, whereas the GFRP skin thickness varies within a relatively narrow range once structural requirements are satisfied. The Pareto front obtained from multi-objective optimization exhibits a clear characteristic of diminishing marginal returns. Based on an analysis of the Pareto solution set, three representative thickness-matching schemes are identified: lightweight, performance-balanced, and enhanced noise-reduction configurations. For instance, the performance-balanced scheme, with a skin thickness of approximately 3–4 mm and a core thickness of approximately 10–18 mm, can achieve a reduction of approximately 3–5 dB in the total radiated sound pressure level while maintaining a controllable structural weight.
    Conclusions The proposed analysis and optimization approach provides a quantitative engineering reference for the low-noise design of composite sandwich structures in USVs.

     

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