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Large eddy simulation of low-Reynolds-number flow past the SD7003 airfoil with an improved high-precision IPDG method 用改进的高精度 IPDG 方法对经过 SD7003 机翼的低雷诺数流进行大涡流模拟
IF 3.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-09 DOI: 10.1007/s10409-024-23637-x
Shixi Hao  (, ), Ming Zhao  (, ), Qiushi Ding  (, ), Jiabing Xiao  (, ), Yanan Chen  (, ), Wei Liu  (, ), Xiaojian Li  (, ), Zhengxian Liu  (, )

At low-Reynolds-number, the performance of airfoil is known to be greatly affected by the formation and burst of a laminar separation bubble (LSB), which requires a more precise simulation of the delicate flow structures. A framework based on the interior penalty discontinuous Galerkin method and large eddy simulation approach was adopted in the present study. The performances of various subgrid models, including the Smagorinsky (SM) model, the dynamic Smagorinsky (DSM) model, the wall-adapting local-eddy-viscosity (WALE) model, and the VREMAN model, have been analyzed through flow simulations of the SD7003 airfoil at a Reynolds number of 60000. It turns out that the SM model fails to predict the emergence of LSB, even modified by the Van-Driest damping function. On the contrary, the best agreement is generally achieved by the WALE model in terms of flow separation, reattachment, and transition locations, together with the aerodynamic loads. Furthermore, the influence of numerical dissipation has also been discussed through the comparison of skin friction and resolved Reynolds stresses. As numerical dissipation decreases, the prediction accuracy of the WALE model degrades. Meanwhile, nonlinear variation could be observed from the performances of the DSM model, which could be attributed to the interaction between the numerical dissipation and the subgrid model.

众所周知,在低雷诺数条件下,层流分离气泡(LSB)的形成和破裂会极大地影响机翼的性能,因此需要对微妙的流动结构进行更精确的模拟。本研究采用了基于内部惩罚非连续 Galerkin 方法和大涡模拟方法的框架。通过对雷诺数为 60000 的 SD7003 机翼进行流动模拟,分析了各种子网格模型的性能,包括 Smagorinsky(SM)模型、动态 Smagorinsky(DSM)模型、壁面适配局部涡流粘度(WALE)模型和 VREMAN 模型。结果表明,即使经过 Van-Driest 阻尼函数的修正,SM 模型也无法预测 LSB 的出现。相反,WALE 模型在气流分离、重新附着、过渡位置以及气动载荷方面通常能达到最佳一致性。此外,还通过比较表皮摩擦力和解析雷诺应力讨论了数值耗散的影响。随着数值耗散的减小,WALE 模型的预测精度也随之降低。同时,从 DSM 模型的性能中可以观察到非线性变化,这可能归因于数值耗散与子网格模型之间的相互作用。
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引用次数: 0
Thermodynamics performance assessment of precooled cycle engines with ammonia as the fuel and coolant 使用氨作为燃料和冷却剂的预冷循环发动机的热力学性能评估
IF 3.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-09 DOI: 10.1007/s10409-024-23513-x
Xin Zhang  (, ), Yang Lu  (, ), Xuejun Fan  (, )

To meet the demand for air-breathing power for wide-range vehicles at Mach 0–10, two thermal cycles with ammonia as the fuel and coolant were analyzed, namely the precooled rocket-turbine cycle (PC-RT) and the precooled gas-turbine cycle. Firstly, the operating modes of the precooled cycle engines were divided into turbine mode, precooling mode, and ramjet mode. Secondly, a fluid-structure coupling heat transfer program was used to evaluate the cooling effects of different fuels on the incoming high-temperature air. The result shows that the equivalent heat sink of ammonia is higher than that of other fuels and can meet the cooling requirement of at least Mach 4 in the precooling mode. Thirdly, the performance of the PC-RT in the turbine and precooling modes was compared at Mach 2.5. The result shows that air precooling alleviates the restriction of the pumping pressure on the minimum required β and improves the specific thrust within a reasonable range of β. Fourthly, the performance of the precooled cycle engines was compared when using different fuels. The result shows that the specific thrust of ammonia is greater than that of other fuels, and the performance advantages of ammonia are the most obvious in the precooling mode due to its highest equivalent heat sink. To sum up, the precooled cycle engines with ammonia as the fuel and coolant presented in this study have the advantages of no carbon emissions, low cost, high specific thrust, and no clogging of the cooling channels by cracking products. They are suitable for applications such as the first-stage power of the two-stage vehicle, and high Mach numbers air-breathing flight.

为了满足 0-10 马赫大范围飞行器对喷气动力的需求,研究人员分析了两种以氨作为燃料和冷却剂的热力循环,即预冷火箭涡轮循环(PC-RT)和预冷燃气涡轮循环。首先,将预冷循环发动机的工作模式分为涡轮模式、预冷模式和冲压喷气模式。其次,利用流固耦合传热程序评估了不同燃料对进入高温空气的冷却效果。结果表明,氨的等效散热量高于其他燃料,在预冷模式下至少能满足 4 马赫的冷却要求。第三,比较了 2.5 马赫时 PC-RT 在涡轮和预冷模式下的性能。结果表明,空气预冷减轻了泵压对最小所需 β 的限制,并在β 的合理范围内提高了比推力。结果表明,氨的比推力大于其他燃料,由于氨的等效散热量最高,在预冷模式下氨的性能优势最为明显。总之,本研究提出的以氨为燃料和冷却剂的预冷循环发动机具有无碳排放、成本低、比推力大、冷却通道不会被裂解产物堵塞等优点。它们适用于两级飞行器的第一级动力和高马赫数喷气飞行等应用。
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引用次数: 0
A parallel solver framework for fully implicit monolithic fluid-structure interaction 全隐式整体流固耦合并行求解框架
IF 3.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-06 DOI: 10.1007/s10409-024-24074-x
Yujie Sun  (, ), Qingshuang Lu  (, ), Ju Liu  (, )

We propose a suite of strategies for the parallel solution of fully implicit monolithic fluid-structure interaction (FSI). The solver is based on a modeling approach that uses the velocity and pressure as the primitive variables, which offers a bridge between computational fluid dynamics (CFD) and computational structural dynamics. The spatiotemporal discretization leverages the variational multiscale formulation and the generalized-α method as a means of providing a robust discrete scheme. In particular, the time integration scheme does not suffer from the overshoot phenomenon and optimally dissipates high-frequency spurious modes in both subproblems of FSI. Based on the chosen fully implicit scheme, we systematically develop a combined suite of nonlinear and linear solver strategies. Invoking a block factorization of the Jacobian matrix, the Newton-Raphson procedure is reduced to solving two smaller linear systems in the multi-corrector stage. The first is of the elliptic type, indicating that the algebraic multigrid method serves as a well-suited option. The second exhibits a two-by-two block structure that is analogous to the system arising in CFD. Inspired by prior studies, the additive Schwarz domain decomposition method and the block-factorization-based preconditioners are invoked to address the linear problem. Since the number of unknowns matches in both subdomains, it is straightforward to balance loads when parallelizing the algorithm for distributed-memory architectures. We use two representative FSI benchmarks to demonstrate the robustness, efficiency, and scalability of the overall FSI solver framework. In particular, it is found that the developed FSI solver is comparable to the CFD solver in several aspects, including fixed-size and isogranular scalability as well as robustness.

我们提出了一套并行求解全隐式整体流固耦合(FSI)的策略。该求解器基于以速度和压力为原始变量的建模方法,在计算流体动力学(CFD)和计算结构动力学之间架起了一座桥梁。时空离散利用了变分多尺度公式和广义α方法,作为提供稳健离散方案的一种手段。特别是,时间积分方案不会出现过冲现象,并能优化消散 FSI 两个子问题中的高频杂散模式。基于所选的全隐式方案,我们系统地开发了一套非线性和线性求解器组合策略。通过对雅各布矩阵进行分块因式分解,牛顿-拉夫逊程序被简化为在多校正阶段求解两个较小的线性系统。第一个系统是椭圆型的,这表明代数多网格法是一个非常合适的选择。第二个线性系统是一个两乘两的分块结构,类似于 CFD 中出现的系统。受先前研究的启发,我们采用了加法 Schwarz 域分解方法和基于块因子的预处理方法来解决线性问题。由于两个子域的未知数数量相匹配,因此在并行化分布式内存架构的算法时,可以直接平衡负载。我们使用两个具有代表性的 FSI 基准来证明整个 FSI 求解器框架的稳健性、效率和可扩展性。特别是,我们发现所开发的 FSI 求解器在固定大小和等粒度可扩展性以及鲁棒性等几个方面与 CFD 求解器不相上下。
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引用次数: 0
An incremental contact model for line contact of elastic rough surfaces 弹性粗糙表面线接触的增量接触模型
IF 3.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-05 DOI: 10.1007/s10409-024-24278-x
Sihe Wang  (, ), Weike Yuan  (, ), Xuanming Liang  (, ), Gangfeng Wang  (, )

In this paper, an incremental contact model is developed for the elastic self-affine fractal rough surfaces under plane strain condition. The contact between a rough surface and a rigid plane is simplified by the accumulation of identical line contacts with half-width given by the truncated area divided by the contact patch number at varying heights. Based on the contact stiffness of two-dimensional flat punch, the total stiffness of rough surface is estimated, and then the normal load is calculated by an incremental method. For various rough surfaces, the approximately linear load-area relationships predicted by the proposed model agree well with the results of finite element simulations. It is found that the real average contact pressure depends significantly on profile properties.

本文为平面应变条件下的弹性自阿芬分形粗糙表面建立了增量接触模型。粗糙表面与刚性平面之间的接触被简化为不同高度上相同线接触的累积,其半宽度由截断面积除以接触片数得出。根据二维平面冲头的接触刚度,估算出粗糙表面的总刚度,然后用增量法计算法向载荷。对于各种粗糙表面,所提出模型预测的近似线性载荷-面积关系与有限元模拟结果吻合良好。研究发现,实际平均接触压力在很大程度上取决于粗糙表面的特性。
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引用次数: 0
Scheme to increase the ultimate pressure of the China-type cubic press 提高中国型立方体压力机极限压力的方案
IF 3.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-05 DOI: 10.1007/s10409-024-24225-x
Shengxue Wang  (, ), Hantao Hou  (, ), Zhenze Yang  (, ), Yu Teng  (, ), Zhiwen Wang  (, ), Hongyu Zhao  (, ), Yang Liu  (, ), Hongan Ma  (, ), Xiaopeng Jia  (, )

The China-type cubic press (CCP) is widely used in the high-pressure field because of its simple operation and low cost. However, the low ultimate pressure inside the cavity of CCP has limited its application. In order to improve the ultimate pressure of the cavity, this paper simulates the pressure transfer efficiency and the Von Mises stress (VMS) of the tungsten carbide (WC) anvil. We find that the effect of the pretightening force of the WC anvil can be changed by changing the angle of the steel supporting ring. When the angle of the steel supporting ring is 1.2°, the pretightening force of the WC anvil is the most uniform, and the support effect of the WC anvil is the best. At the same time, this paper designs a double-beveled WC (D-WC) anvil. The D-WC anvil can not only improve the ultimate pressure of the cavity, but also ensure the stability of the cavity and the durability of the WC anvil. The design in this paper can also be used with the first-stage pressurization assembly to achieve better pressurization effect.

中国式立方体压力机(CCP)因其操作简单、成本低廉而被广泛应用于高压领域。然而,CCP 腔内的极限压力较低,限制了其应用。为了提高腔体的极限压力,本文模拟了碳化钨(WC)砧的压力传递效率和 Von Mises 应力(VMS)。我们发现,碳化钨砧的预紧力效果可以通过改变钢支撑环的角度来改变。当钢制支撑环的角度为 1.2°时,碳化钨砧的预紧力最均匀,碳化钨砧的支撑效果最好。同时,本文还设计了一种双斜面 WC(D-WC)砧。D-WC砧不仅能提高型腔的极限压力,还能确保型腔的稳定性和 WC砧的耐用性。本文的设计还可与第一级加压组件配合使用,以达到更好的加压效果。
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引用次数: 0
Dynamic characteristics of aircraft landing gear retraction mechanism under the coupling effects of extreme conditions 极端条件耦合效应下飞机起落架收放机构的动态特性
IF 3.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-05 DOI: 10.1007/s10409-024-24105-x
Shun Gao  (, ), Shouwen Fan  (, ), Shuai Fan  (, )

The extreme conditions severely constrain the dynamic characteristics of aircraft landing gear retraction mechanism (ALGRM). This paper proposes a dynamic modeling and analysis method for ALGRM considering the coupling effects of extreme conditions such as clearance joints, flexible rods, and salt spray corrosion. Firstly, the mathematical model for clearance joint and flexible rod is established and the dynamic model of ALGRM considering clearance joints and flexible rods is formulated based on Lagrangian equation. Furthermore, the salt spray corrosion model for clearance joint is developed using COMSOL simulation software. Finally, the effects of different temperatures and relative humidities on the corrosion depth of clearance joint and the dynamic characteristics of ALGRM under the coupling effects of extreme conditions are investigated. The results have found that the impact of extreme conditions on dynamics of system cannot be ignored. This study not only provides a theoretical foundation for predicting the dynamic characteristics of ALGRM under extreme conditions but also offers insights for the optimization design and corrosion protection efforts of landing gear.

极端条件严重制约着飞机起落架收放机构(ALGRM)的动态特性。本文提出了一种考虑间隙接头、挠性杆和盐雾腐蚀等极端条件耦合效应的 ALGRM 动态建模和分析方法。首先,建立了间隙接头和挠性杆的数学模型,并基于拉格朗日方程建立了考虑间隙接头和挠性杆的 ALGRM 动态模型。此外,还利用 COMSOL 仿真软件建立了间隙接头的盐雾腐蚀模型。最后,研究了不同温度和相对湿度对间隙接头腐蚀深度的影响,以及极端条件耦合作用下 ALGRM 的动态特性。结果发现,极端条件对系统动力学的影响不容忽视。这项研究不仅为预测 ALGRM 在极端条件下的动态特性提供了理论依据,还为起落架的优化设计和防腐工作提供了启示。
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引用次数: 0
Effect of coupled vibration modes of dual-strip pan head on pantograph-catenary interaction 双条盘头的耦合振动模式对受电弓与轨道相互作用的影响
IF 3.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-05 DOI: 10.1007/s10409-024-24164-x
Haochen Zhang  (, ), Xianghong Xu  (, ), Mengzhen Wu  (, ), Rui Zhou  (, )

The consistency of the dynamic behavior of the mechanical equivalent model of high-speed pantographs with that of actual high-speed pantographs under service conditions is crucial for the correctness and accuracy of the numerical simulation results of the pantograph-catenary interaction. Firstly, based on experimental data and the finite element method, models of a mass-point frame and reduced pan head were established, which can simulate the rolling and pitching motion characteristics of the dual-strip pan head. The correctness of the finite element numerical simulation of the pantograph-catenary system based on the model was verified through an industry standard and line tests. Then, the variation law of the standard deviation of the contact force (SDCF) in the speed range of 240–450 km/h was studied, and the mechanism of large fluctuation in SDCF was explained from the perspective of pantograph-catenary resonance. Finally, the influence of pan head degree of freedom and low-pass filtering frequency of the contact force time-domain signal on SDCF was studied, and the applicable speed level of the traditional three-mass model and 20 Hz filtering were provided.

高速受电弓机械等效模型的动态行为与实际高速受电弓在服役条件下的动态行为是否一致,对于受电弓-盘头相互作用数值模拟结果的正确性和准确性至关重要。首先,基于实验数据和有限元方法,建立了质点框架和缩小盘头模型,可以模拟双条盘头的滚动和俯仰运动特性。通过工业标准和线路试验,验证了基于该模型的受电弓-盘头系统有限元数值模拟的正确性。然后,研究了 240-450 km/h 速度范围内接触力标准偏差(SDCF)的变化规律,并从受电弓-悬挂系统共振的角度解释了 SDCF 大幅度波动的机理。最后,研究了接触力时域信号的盘头自由度和低通滤波频率对 SDCF 的影响,并给出了传统三质量模型和 20 Hz 滤波的适用速度水平。
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引用次数: 0
The cross-sectional geometry regulated Poynting effect in ribbed silicone rubber tubes 横截面几何形状调节带肋硅橡胶管的波因廷效应
IF 3.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s10409-024-24173-x
Yangang Zhang  (, ), Yifeng Hu  (, ), Haibin Xue  (, )

With the increasing and refined applications of silicone rubber devices in the biomedical field, it is of great significance to accurately describe and predict the mechanical behavior of them under large deformation. This paper finds that after considering the influence of higher-order shear strain on the normal stress, the Poynting effect in ribbed silicone rubber tubes with certain cross-sectional shapes exhibits a new phenomenon—a non-monotonic trend between axial deformation and twist angle. This paper develops a nonlinear finite element program for simulating large deformations of hyperelastic materials, and studies the Poynting effect in ribbed circular tubes of twisted silicone rubber. The results show that in the ribbed circular tubes with a porosity between 12% and 40% (with the number of ribs ranging from 12 to 26), there appears a normal to reverse conversion of the Poynting effect, that is, the axial extension ratio first decreases and then increases during a monotonic loading process, indicating that the influence of higher-order shear strain on normal stress cannot be ignored when the cross-sectional shape is complex. Especially in ribbed circular tubes with about 20% porosity, a substantial change of axial normal strain from −0.035% to 0.035% can be achieved within a twist angle range of 180°. Based on this, the quantitative influence of higherorder shear strain on normal stress is studied. These research results provide a theoretical basis for accurately controlling the axial expansion and contraction of twisted parts and indicate that a normal to reverse conversion of the Poynting effect can be implemented by designing the cross-sectional shape under certain conditions.

随着硅橡胶器件在生物医学领域应用的不断增加和细化,准确描述和预测其在大变形下的力学行为具有重要意义。本文发现,在考虑了高阶剪切应变对法向应力的影响后,具有特定横截面形状的带肋硅橡胶管中的波因特效应呈现出一种新现象--轴向变形与扭转角之间的非单调趋势。本文开发了一种模拟超弹性材料大变形的非线性有限元程序,并研究了扭曲硅橡胶罗纹圆管中的波因特效应。结果表明,在孔隙率介于 12% 与 40% 之间(肋数介于 12 与 26 之间)的带肋圆管中,波因亭效应出现了正向与反向的转换,即在单调加载过程中,轴向延伸比先减小后增大,这表明当横截面形状复杂时,高阶剪切应变对法向应力的影响不容忽视。特别是在孔隙率约为 20% 的带肋圆管中,在 180° 扭转角范围内,轴向法向应变可实现从 -0.035% 到 0.035% 的大幅变化。在此基础上,研究了高阶剪切应变对法向应力的定量影响。这些研究成果为精确控制扭曲部件的轴向膨胀和收缩提供了理论依据,并表明在一定条件下通过设计截面形状可以实现波因定效应的正向和反向转换。
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引用次数: 0
Quantitative biomechanical analysis of ureteral obstruction and peristalsis 输尿管梗阻和蠕动的定量生物力学分析
IF 3.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s10409-024-24136-x
Lin Zhu  (, ), Qiao Li  (, ), Yuanming Gao  (, ), Lizhen Wang  (, ), Yubo Fan  (, )

Malignant ureteral obstruction may lead to renal function damage, renal colic, and infection. The impact of obstructive development on ureteral peristalsis was rarely studied, which requires further investigation. This study used theoretical biomechanical methods to study the motion characteristics of the ureteral wall and obtained the radial motion equation of the ureteral wall. The motion equation was solved by 4–5th order Runge Kutta method. Analyze the motion equation of the ureteral wall, derive the expression for malignant obstructive ureteral pressure, as well as the analytical expressions for radial displacement and circumferential stress of the ureteral wall. By analyzing the radial motion equation of the ureter, it can be found that peristalsis is influenced by the pressure difference between inside and outside. The analytical solutions for radial displacement and stress contained exponential terms. Under the condition of 50% obstruction, the displacement and stress of the ureter were reduced by 90.53% and 81.10%, respectively. This study established the radial motion equation of the ureter and provided analytical solutions for the radial displacement and stress of the obstructed ureter. Based on the radial motion equation of the ureter, the radial motion characteristics of the ureteral wall were explored, including peristalsis and disappearance of peristalsis. This study provided a quantitative relationship between ureteral obstruction and peristalsis. As the degree of obstruction increased, ureteral peristalsis gradually weakened or even disappeared.

恶性输尿管梗阻可能导致肾功能损伤、肾绞痛和感染。关于梗阻发展对输尿管蠕动的影响研究很少,这需要进一步研究。本研究采用生物力学理论方法研究了输尿管壁的运动特征,并得到了输尿管壁的径向运动方程。运动方程采用 4-5 阶 Runge Kutta 方法求解。分析输尿管壁的运动方程,推导出恶性梗阻输尿管压力的表达式,以及输尿管壁径向位移和周向应力的解析表达式。通过分析输尿管径向运动方程,可以发现输尿管的蠕动受内外压差的影响。径向位移和应力的解析解包含指数项。在 50%阻塞的条件下,输尿管的位移和应力分别减少了 90.53% 和 81.10%。该研究建立了输尿管径向运动方程,并提供了受阻输尿管径向位移和应力的解析解。根据输尿管径向运动方程,探讨了输尿管壁的径向运动特征,包括蠕动和蠕动消失。这项研究提供了输尿管梗阻与蠕动之间的定量关系。随着梗阻程度的增加,输尿管蠕动逐渐减弱甚至消失。
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引用次数: 0
An efficient deep learning-based topology optimization method for continuous fiber composite structure 基于深度学习的高效连续纤维复合材料结构拓扑优化方法
IF 3.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1007/s10409-024-24207-x
Jicheng Li  (, ), Hongling Ye  (, ), Yongjia Dong  (, ), Zhanli Liu  (, ), Tianfeng Sun  (, ), Haisheng Wu  (, )

This paper presents a deep learning-based topology optimization method for the joint design of material layout and fiber orientation in continuous fiber-reinforced composite structure (CFRCS). The proposed method mainly includes three steps: (1) a ResUNet-involved generative and adversarial network (ResUNet-GAN) is developed to establish the end-to-end mapping from structural design parameters to fiber-reinforced composite optimized structure, and a fiber orientation chromatogram is presented to represent continuous fiber angles; (2) to avoid the local optimum problem, the independent continuous mapping method (ICM method) considering the improved principal stress orientation interpolated continuous fiber angle optimization (PSO-CFAO) strategy is utilized to construct CFRCS topology optimization dataset; (3) the well-trained ResUNet-GAN is deployed to design the optimal structural material distribution together with the corresponding continuous fiber orientations. Numerical simulations for benchmark structure verify that the proposed method greatly improves the design efficiency of CFRCS along with high design accuracy. Furthermore, the CFRCS topology configuration designed by ResUNet-GAN is fabricated by additive manufacturing. Compression experiments of the specimens show that both the stiffness structure and peak load of the CFRCS topology configuration designed by the proposed method have significantly enhanced. The proposed deep learning-based topology optimization method will provide great flexibility in CFRCS for engineering applications.

本文提出了一种基于深度学习的拓扑优化方法,用于连续纤维增强复合材料结构(CFRCS)中材料布局和纤维取向的联合设计。该方法主要包括三个步骤:(1) 开发了一个由 ResUNet 参与的生成和对抗网络(ResUNet-GAN)来建立从结构设计参数到纤维增强复合材料优化结构的端到端映射,并提出了一个纤维取向色谱来表示连续纤维角度;(2) 为避免局部最优问题,利用独立连续映射法(ICM 法)和改进的主应力取向插值连续纤维角度优化(PSO-CFAO)策略构建 CFRCS 拓扑优化数据集;(3) 利用训练有素的 ResUNet-GAN 设计最优结构材料分布和相应的连续纤维取向。对基准结构的数值模拟验证了所提出的方法大大提高了 CFRCS 的设计效率和设计精度。此外,ResUNet-GAN 设计的 CFRCS 拓扑结构是通过增材制造制造的。试件的压缩实验表明,采用所提方法设计的 CFRCS 拓扑结构的刚度结构和峰值载荷均有显著提高。所提出的基于深度学习的拓扑优化方法将为工程应用中的 CFRCS 提供极大的灵活性。
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