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Physics-informed neural networks with Poincaré-Lighthill-Kuo method for singular perturbation problems 用poincar<s:1> - lighthill - kuo方法求解奇异摄动问题的物理信息神经网络
IF 4.6 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-02-26 DOI: 10.1007/s10409-025-24866-x
Qingyong Luo  (, ), Lei Zhang  (, ), Guowei He  (, )

Physics-informed neural networks (PINNs) have recently emerged as a powerful tool to solve differential equations for nonlinear mechanics. However, PINNs struggle with singular perturbation problems due to their locally abrupt behavior and singularities. The Poincaré-Lighthill-Kuo (PLK) method has been efficiently used to address these problems by applying perturbation expansions to both dependent and independent variables. This paper proposes a combination of the PLK method and PINNs, termed PLK-PINNs. The PLK-PINNs employ a parametric expression through two neural networks: one representing the mapping from parametric variables to independent variables, and the other approximating the solution of dependent variables with respect to parametric variables. Moreover, an auxiliary loss term is proposed to constrain the Jacobian determinant of the mapping within a constant sign interval to ensure the bijectivity of the mapping. The effectiveness of the proposed method is demonstrated through tests on typical singularity-shift and secular-term problems, with conventional PINNs in comparison.

物理信息神经网络(pinn)最近成为求解非线性力学微分方程的有力工具。然而,pinn由于其局部的突然性和奇异性而与奇异摄动问题作斗争。通过对因变量和自变量应用摄动展开,poincar - lighthill - kuo (PLK)方法有效地解决了这些问题。本文提出了一种将PLK方法与pin相结合的方法,称为PLK- pin。plk - pinn通过两个神经网络使用参数表达式:一个表示从参数变量到自变量的映射,另一个表示因变量相对于参数变量的近似解。此外,提出了一个辅助损失项,将映射的雅可比行列式约束在一个常数区间内,以保证映射的双射性。通过对典型的奇异位移和长期问题的测试,证明了该方法的有效性,并与传统的pin - n进行了比较。
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引用次数: 0
Mechanical properties of sustainable fiber-reinforced composites 可持续纤维增强复合材料的力学性能
IF 4.6 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-02-26 DOI: 10.1007/s10409-025-24874-x
Shengya Li  (, ), Xingkai Yao  (, ), Shujuan Hou  (, )

High-performance natural fiber composites have attracted global research interest due to their renewable nature, inherent biodegradability, excellent specific properties, and wide availability. The mechanical performance of single plant fiber-reinforced composites is relatively low, which severely limits their application in engineering. In this paper, the mechanical properties and failure mechanisms of ramie/basalt fiber-reinforced composites are studied. In order to do that, first, two biodegradable natural fibers, ramie fiber and basalt fiber, were selected as the reinforcing phase. Bisphenol A-type epoxy vinyl ester resin (HS-4430RT) was selected as the matrix. Four different configurations ([Ramie4]S, [Basalt4]S, [Ramie2/Basalt2 ]S, and [Basalt2/Ramie2]S) of composite laminates were fabricated using the vacuum-assisted resin transfer molding process. Then, quasi-static tensile tests and acoustic emission detection were conducted to investigate the mechanical performance of its tension specimens. Finally, the mechanical performance of the four different configurations of composite laminates under various impact energies was studied through a low-velocity impact test, and the impact response and energy absorption characteristics were evaluated. The research findings will provide valuable guidance for developing environmentally friendly ramie-basalt fiber-reinforced composites that meet mechanical performance requirements.

高性能天然纤维复合材料因其可再生、固有的生物降解性、优异的性能和广泛的可用性而引起了全球的研究兴趣。单株纤维增强复合材料的力学性能较低,严重限制了其在工程上的应用。本文研究了苎麻/玄武岩纤维增强复合材料的力学性能及破坏机理。为此,首先选择苎麻纤维和玄武岩纤维两种可降解的天然纤维作为增强相;选择双酚a型环氧乙烯基酯树脂(HS-4430RT)作为基体。采用真空辅助树脂转移成型工艺制备了[Ramie4]S、[Basalt4]S、[Ramie2/Basalt2]S和[Basalt2/Ramie2]S四种不同构型的复合层压板。然后,通过准静态拉伸试验和声发射检测对其拉伸试件的力学性能进行了研究。最后,通过低速冲击试验,研究了四种不同结构的复合材料层合板在不同冲击能量下的力学性能,并对其冲击响应和吸能特性进行了评价。研究结果将为开发符合力学性能要求的环保型苎麻-玄武岩纤维增强复合材料提供有价值的指导。
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引用次数: 0
Magnetoelastic coupling enhancement induced by a phonon channel in multiferroic composites 多铁复合材料中声子通道诱导的磁弹性耦合增强
IF 4.6 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-02-26 DOI: 10.1007/s10409-025-24870-x
Chunrui Peng  (, ), Junru Li  (, ), Haoran Niu  (, ), Dongxing Zhang  (, ), Qiuquan Guo  (, ), Xiangwei Zhu  (, ), Jun Yang  (, )

Enhancing the nonconservative force exerted on the ferromagnetic material is a key strategy for improving magnetoelastic coupling in multiferroic composites. Inspired by the mechanism of pulsed lasers injecting phonons directly into ferromagnetic materials, we propose a method to introduce and amplify phonons by constructing a “phonon channel”. Analyzing the magnon excitation spectrum reveals that magnetoelastic coupling is significantly enhanced with an increasing amplification coefficient Ap of nonconservative force in the phonon channel. When the external magnetic field is parallel to the wave vector of the spin wave, the amplitude of magnons in the anti-crossing region exhibits left-right symmetry with respect to the crossing point. In contrast, when the magnetic field is perpendicular, the symmetry becomes up-down. Introducing a coupling layer into the multiferroic composites provides a viable approach to realizing the phonon channel. Taking a multiferroic composite structure consisting of polyvinylidene fluoride and yttrium iron garnet as an example, we compare the electrical and acoustic properties of multiferroic composites with and without a coupling layer in the microwave frequency band. The enhancement of electrical and acoustic properties confirms the effectiveness of the phonon channel in multiferroic composites.

增强施加在铁磁材料上的非保守力是改善多铁磁复合材料磁弹性耦合的关键策略。受脉冲激光将声子直接注入铁磁材料的机制启发,我们提出了一种通过构建“声子通道”来引入和放大声子的方法。对磁振子激发谱的分析表明,随着声子通道中非保守力放大系数Ap的增大,磁弹性耦合显著增强。当外加磁场平行于自旋波的波矢时,反交叉区域的磁振子振幅相对于交叉点呈现左右对称。相反,当磁场垂直时,对称性变为上下。在多铁复合材料中引入耦合层为实现声子通道提供了一种可行的方法。以聚偏氟乙烯和钇铁石榴石组成的多铁复合材料结构为例,比较了在微波频段有耦合层和没有耦合层的多铁复合材料的电学和声学性能。电学和声学性能的增强证实了声子通道在多铁复合材料中的有效性。
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引用次数: 0
Direct numerical simulations of turbulent boundary layers over the discontinuous converging and diverging riblets 不连续辐合和发散纹上湍流边界层的直接数值模拟
IF 4.6 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-02-26 DOI: 10.1007/s10409-025-24823-x
Hao Wang  (, ), Yitong Fan  (, ), Weipeng Li  (, )

Direct numerical simulations of turbulent boundary layers over two types of discontinuous converging and diverging riblets are performed to validate their drag reduction performances and investigate their impacts on turbulence statistics and coherent structures. To suppress the total drag increases in the diverging region of traditional converging and diverging riblets (T-riblets), we design new converging and diverging riblets (N-riblets) with the heights gradually decreasing from the convergence line to the diverging line. Results show that both riblet configurations reduce the skin-friction drag, but the pressure drag is increased. The N-riblets are able to relieve the net drag increase from 7.42% to 0.93%, suggesting their potential in reducing the total drag. Both the discontinuous converging and diverging riblets cause the generation of large-scale secondary flows that originate from the ribbed walls and persist in the downstream wakes over the smooth walls. Their impacts on the time-averaged flow fields and Reynolds stresses are shown to be different between the T- and N-riblets. Moreover, two-point correlations of streamwise velocity fluctuations are calculated to show their modifications on coherent structures, providing more insights to explain the different impacts of T- and N-riblets on the fluid dynamics over the ribbed walls and in the downstream wakes.

本文对两种不连续的收敛和发散纹线上的湍流边界层进行了直接数值模拟,验证了它们的减阻性能,并研究了它们对湍流统计和相干结构的影响。为了抑制传统的会聚和发散肋(t -肋)在发散区域的总阻力增加,我们设计了新的会聚和发散肋(n -肋),其高度从会聚线到发散线逐渐降低。结果表明,两种布置方式均降低了摩擦阻力,但增加了压力阻力。N-riblets能够将净阻力从7.42%降低到0.93%,这表明它们具有降低总阻力的潜力。不连续的会聚和发散纹线都产生了大规模的二次流,这些二次流起源于肋壁面,并在光滑壁面上的下游尾迹中持续存在。它们对时间平均流场和雷诺应力的影响在T纹和n纹之间是不同的。此外,计算了流向速度波动的两点相关性,以显示它们在相干结构上的变化,为解释T纹和n纹对肋壁上和下游尾迹的流体动力学的不同影响提供了更多的见解。
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引用次数: 0
Effects of corner bluntness on the flow characteristics of the double-cone in non-equilibrium flow 非平衡流动中角钝度对双锥流动特性的影响
IF 4.6 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-02-26 DOI: 10.1007/s10409-025-25005-x
Junding Ai  (, ), Wei Huang  (, ), Chaoyang Liu  (, ), Jincheng Zhang  (, ), Zan Xie  (, )

Shock wave/boundary layer interaction (SWBLI) and shock/shock interaction (SSI) have drawn considerable focus due to their potential to cause severe aerodynamic heating. Research (Ai et al., 2024) demonstrated that within a high-enthalpy freestream environment, the 25°/55° double-cone flow exhibits critical coupling between SWBLI and SSI when considering high-temperature effects. This study extends the investigation into the effects of corner bluntness on double-cone flow characteristics, employing numerical simulations and the shock polar method. The results highlight a critical fillet radius beyond which the separation length decreases inversely with increasing bluntness, and below which it stabilizes at a larger value. As bluntness decreases, four distinct flow states are identified: weak interaction state, transition state, strong interaction state, and separation state. The separation state features a complex interaction of Type VI SSI, Type IV SSI, and SWBLI. Modest bluntness counterintuitively amplifies thermal loads, while substantial bluntness reduces the peak heat flux by 54.4%. Thermodynamic non-equilibrium downstream of the bow shock remains insensitive to bluntness, yet air dissociation and heat transfer correlate strongly with flow state evolution. Parameter evolution is further analyzed along wall-normal profiles at load extrema and streamlines through the triple point across bluntness variations. These insights hold significant implications for the industrial design and manufacturing of hypersonic vehicles.

激波/边界层相互作用(SWBLI)和激波/激波相互作用(SSI)由于可能引起严重的气动加热而引起了相当大的关注。研究(Ai et al., 2024)表明,在高焓自由流环境下,考虑到高温效应,25°/55°双锥流在SWBLI和SSI之间表现出临界耦合。本文采用数值模拟和激波极坐标法,扩展了角钝度对双锥流动特性的影响。结果突出了一个临界圆角半径,超过该半径,分离长度随钝度的增加而呈反比减小,低于该半径,分离长度稳定在一个较大的值。随着钝度的降低,可以识别出四种不同的流动状态:弱相互作用状态、过渡状态、强相互作用状态和分离状态。分离状态具有VI型SSI、IV型SSI和SWBLI之间复杂的相互作用。适度的钝化反而放大了热负荷,而大幅度的钝化使峰值热通量降低了54.4%。弓形激波下游的热力学非平衡对钝度不敏感,但空气解离和传热与流动状态演变密切相关。进一步分析了载荷极值时沿壁法向剖面的参数演化,并通过三点在钝度变化上的流线进行了简化。这些见解对高超音速飞行器的工业设计和制造具有重要意义。
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引用次数: 0
Turbulent flow and mixing layer over large two-dimensional square roughness 紊流和混合层在大的二维正方形粗糙度
IF 4.6 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-02-26 DOI: 10.1007/s10409-025-25088-x
Jiahui Han  (, ), Wen Zhang  (, ), Ligong Zhang  (, ), Minping Wan  (, )

In this work, we perform large-eddy simulations of the high-Reynolds-number turbulent flows over large two-dimensional transverse bars, aiming to establish the potential relationship between the mixing-layer-like shear flows in the roughness layer and the drag on the turbulent flow above. We systematically change the cavity width while keeping the height of the bars constant, and change the height of the bars with fixed cavity width for a parametric study. The results show that the mixing-layer-like shear flows emerge from the rear edge of the bars due to flow separation and develop along the crest of the cavities. As the cavity width increases, the inflectional mean velocity profile is gradually smoothed, which is related to the increasing roughness function. Meanwhile, the roughness function remains almost unchanged when increasing the height of the bars with fixed cavity width, due to similar momentum transport in the mixing-layer-like shear flows. Analysis based on the Navier-Stokes equations shows that most of the roughness drag is contributed by the Reynolds shear stress in these shear layers. The enhanced Reynolds shear stress leads to increased drag as the cavity width increases, while changing the roughness height has little impact on the mixing layer, resulting in little change in the roughness function. We also found that cavities with a width-to-height ratio equal to 1 have strong vertical motions inside the cavities but smaller drag than expected.

在这项工作中,我们进行了大涡模拟的高雷诺数湍流在大的二维横杆,旨在建立在粗糙层的混合层状剪切流和阻力的湍流之间的潜在关系。系统地在保持杆高不变的情况下改变空腔宽度,在固定空腔宽度的情况下改变杆高进行参数化研究。结果表明:由于流动分离,混合层状剪切流从棒材后缘出现,并沿空腔顶部发展;随着空腔宽度的增大,平均速度曲线逐渐平滑,这与粗糙度函数的增大有关。同时,当型腔宽度固定时,增加型腔高度时,粗糙度函数基本保持不变,这是由于混合层状剪切流的动量输运相似。基于Navier-Stokes方程的分析表明,这些剪切层中的大部分粗糙度阻力是由雷诺剪切应力贡献的。随着空腔宽度的增加,雷诺数剪切应力的增强导致阻力增大,而粗糙度高度的改变对混合层影响不大,导致粗糙度函数变化不大。我们还发现,当宽度与高度之比为1时,空腔内部有强烈的垂直运动,但阻力比预期的小。
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引用次数: 0
Study and optimization on band gap properties of petal-type acoustic metamaterial 花瓣型声学超材料带隙性能的研究与优化
IF 4.6 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-02-26 DOI: 10.1007/s10409-025-25057-x
Yansen Wu  (, ), Anshuai Wang  (, ), Yongtao Sun  (, ), Liang Wang  (, ), Yunxiang Ma  (, ), Zhaozhan Zhang  (, ), Haoqiang Gao  (, ), Qian Ding  (, )

The paper designed a petal-shaped carve beam structure (PCBS) inspired by the petal features, and its band gap properties and elastic wave propagation behavior are explored. The influence of the resonance block radius R and beam width t on the energy band structure of the PCBS is investigated separately. The research reveals that increase of the resonant block radius R leads to a wider the second band gap and higher fractional bandwidth (FB). Increase of the beam width t leads to a higher band gap frequency. The FB reaches up to 125% after parameter optimization. Subsequently, the band gap’s formation mechanism is explored using vibration mode, and it was found that the resonant block’s local resonance is the reason for the development of the wide-frequency band gap. Finally, the properties of elastic wave transmission within the PCBS are investigated. The consequence demonstrates the PCBS has remarkable band gap properties with wide frequency band gap occurs around 2972 and 16996 Hz with widths of 4887 and 5171 Hz, respectively, accompanied by an FB reaching 90.24%. The peak attenuation within the band gap reaches 350 dB. This highlights its ability for broad-frequency wave control and offers a theoretical reference for novel vibration reduction design.

本文根据花瓣的特点设计了一种花瓣形雕刻梁结构,并对其带隙特性和弹性波传播特性进行了研究。分别研究了谐振块半径R和束流宽度t对pcb能带结构的影响。研究表明,共振块半径R的增大导致第二带隙的增大和分数带宽(FB)的增大。波束宽度增大,带隙频率增大。经参数优化后,回收率可达125%。随后,利用振动模态对带隙的形成机理进行了探讨,发现谐振块的局部共振是宽带带隙发展的原因。最后,研究了弹性波在pcb内的传输特性。结果表明,pcb具有显著的带隙特性,带隙出现在2972 Hz和16996 Hz左右,宽度分别为4887 Hz和5171 Hz,同时FB达到90.24%。带隙内的峰值衰减达到350db。这突出了其对宽频波的控制能力,为新型减振设计提供了理论参考。
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引用次数: 0
The three-dimensional meshfree numerical manifold method based on parallel computing 基于并行计算的三维无网格数值流形方法
IF 4.6 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-02-26 DOI: 10.1007/s10409-025-24922-x
Keqin Zhang  (, ), Wei Wu  (, ), Danfeng Zhang  (, ), Yanfei Kang  (, ), Hehua Zhu  (, )

The numerical manifold method, extensively utilized in numerical computations, faces significant challenges in generating complex manifold elements, particularly for three-dimensional applications. To overcome this challenge, the meshfree numerical manifold method is developed by integrating the moving least-squares method into the numerical manifold method, effectively bypassing the need for meshing complex geometric objects. However, the implementation of the moving least-squares method introduces computational efficiency issues. To mitigate these, parallel computing methods have been incorporated, resulting in a tenfold increase in the speed of assembling the stiffness matrix with central processing unit parallelism, and a twentyfold increase with graphics processing unit parallelism. The static mechanical system equations for the meshfree numerical manifold method are derived using the Galerkin method. The method’s effectiveness and accuracy are then validated through a series of numerical experiments. The experiments demonstrated that the meshfree numerical manifold method achieves a high precision with minimal nodes and integration points. Additionally, positioning nodes outside the domain significantly improves computational accuracy at the boundaries.

在数值计算中广泛应用的数值流形方法在生成复杂流形元素方面面临着重大挑战,特别是在三维应用中。为了克服这一挑战,将移动最小二乘法集成到数值流形方法中,开发了无网格数值流形方法,有效地绕过了对复杂几何对象进行网格划分的需要。然而,移动最小二乘法的实现引入了计算效率问题。为了缓解这些问题,并行计算方法已经被纳入,从而使中央处理单元并行性组装刚度矩阵的速度增加了十倍,图形处理单元并行性增加了二十倍。利用伽辽金法推导了无网格数值流形法的静力系统方程。通过一系列数值实验验证了该方法的有效性和准确性。实验表明,无网格数值流形方法以最小的节点和积分点获得了较高的精度。此外,在域外定位节点可以显著提高边界处的计算精度。
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引用次数: 0
Performance degradation and maintenance optimization strategy of rolling bearings based on data fusion and adaptive partition 基于数据融合和自适应划分的滚动轴承性能退化与维护优化策略
IF 4.6 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-02-26 DOI: 10.1007/s10409-025-25076-x
Hong-Chuan Cheng  (, ), Xin-Hai Li  (, ), Guo-Hui Ma  (, ), Yu Cui  (, ), Zhi-Wu Shang  (, ), Xia-Fei Shi  (, )

The traditional method of performance degradation prediction and maintenance of rolling bearings only considers a single sensor signal, which makes it difficult to automatically partition degradation stages and prone to over-detection. A new method of performance degradation evaluation and maintenance of rolling bearings based on data-level fusion, adaptive health state partitioning, and state maintenance is proposed. Firstly, considering the degradation and impact in the process of bearing deterioration, the multi-sensor signals are dynamically weighted to achieve data-level fusion. Secondly, a bearing health index was established based on fast spectral correlation, Wasserstein distance, and linear rectification techniques. On this basis, by combining the Bayesian information criterion and the elbow rule, the precise division of rolling bearing health state is realized through hidden Markov model regression. Then, random forest was used to classify and predict the data to verify the validity of the proposed data fusion method and health indicator. Finally, condition-based maintenance strategy based on the fourth moment, stress-strength interference model, and Gamma process is proposed to avoid excessive detection and reduce maintenance costs. Through accelerated degradation experiments and field validation tests on the rolling bearing test data set of Xi’an Jiaotong University and FEMTO (PRONOSTIA), the accuracy and superiority of the proposed method in the prediction and maintenance of bearing health state are verified.

传统的滚动轴承性能退化预测和维护方法只考虑单个传感器信号,这使得难以自动划分退化阶段并且容易过度检测。提出了一种基于数据级融合、自适应健康状态划分和状态维护的滚动轴承性能退化评估与维护新方法。首先,考虑轴承劣化过程中的退化和冲击,对多传感器信号进行动态加权,实现数据级融合;其次,基于快速谱相关、瓦瑟斯坦距离和线性整流技术建立了轴承健康指数;在此基础上,结合贝叶斯信息准则和肘部规则,通过隐马尔可夫模型回归实现滚动轴承健康状态的精确划分。然后利用随机森林对数据进行分类和预测,验证所提出的数据融合方法和健康度指标的有效性。最后,提出了基于第四矩、应力-强度干涉模型和Gamma过程的状态维修策略,避免了过度检测,降低了维修成本。通过对西安交通大学和FEMTO (PRONOSTIA)滚动轴承测试数据集的加速退化实验和现场验证试验,验证了所提方法在轴承健康状态预测和维护方面的准确性和优越性。
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引用次数: 0
Hydrodynamics of the self propulsion of a three-dimensional bioinspired travelling wave plate in ground effect 地面效应下三维仿生行波片自推进的流体动力学
IF 4.6 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-02-26 DOI: 10.1007/s10409-025-24958-x
Zhiqiang Xin  (, ), Ming Sun  (, ), Yiming Ren  (, )

In nature, some undulating propulsion organisms with broad pectoral fin utilize ground effect to swim near walls such as the seabed. Inspired by these organisms, the immersed boundary method was adopted to carry out a three-dimensional numerical simulation of a self-propelled wave plate in ground effect. We had taken into account the three-dimensional flow characteristics of the wavy plate from aspects such as the initial height from the ground, the undulating parameters, and the geometric features of the body. It is found that the undulating rules of travelling wave plate in ground effect need to be controlled in order to obtain better motion performance in ground effect, and the wavy plate can enhance the thrust force rather than the lift force compared with flapping propulsion. The characteristics of the wake vortex structure of the wavy plate change with the undulating amplitude. The optimal fluctuation amplitude enables the plate to achieve a relatively good propulsion speed. Compared with other amplitudes, the swimming efficiency can be increased by 66% at the optimal fluctuation amplitude. Increasing the undulating frequency does not alter the structure of the wake vortices, but it results in a uniform enhancement of the wake vorticity intensity of the plate. When the frequency increases from 1.8 to 2.6, the cruising speed increases by 48%, and the swimming efficiency improves by 30%. For the three-dimensional shape, different shape characteristics also have an impact on it. The plate with larger aspect ratio has a higher speed and a higher swimming efficiency under the same undulating parameters.

在自然界中,一些胸鳍宽的波浪推进生物利用地面效应在海床等墙壁附近游动。受这些生物的启发,采用浸入边界法对自航波板进行了地面效应的三维数值模拟。我们从离地面的初始高度、波动参数、体的几何特征等方面考虑了波浪板的三维流动特性。研究发现,为了获得更好的地效运动性能,需要控制行波片在地效作用下的波动规律,并且与扑翼推进相比,行波片可以增强推力而不是升力。波浪板尾流涡结构特征随波浪幅值的变化而变化。最佳波动幅值使板能获得较好的推进速度。与其他波动幅值相比,在最佳波动幅值下,游泳效率可提高66%。增加波动频率并不会改变尾流涡的结构,但会使尾流涡强度均匀增强。当频率由1.8增加到2.6时,巡航速度提高48%,游泳效率提高30%。对于三维形状,不同的形状特征也会对其产生影响。在相同的波动参数下,宽高比越大的板具有更高的速度和游泳效率。
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