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Numerical study on noise reduction of ground-effect wing with serrated trailing edge 带锯齿状后缘的地效翼降噪数值研究
IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-18 DOI: 10.1016/j.ast.2024.109510

This study proposes a passive bionic noise reduction strategy using serrated trailing edge (TE) designs to be applied to the aero-train's ground-effect wing. The aim is to mitigate TE noise by suppressing the tail vortex under high-speed and near-wall conditions. Three different serrated TE designs were numerically investigated via large eddy simulation, combined with Möhring acoustic analogy theory under Ma = 0.3 to reveal their noise reduction effects. The noise reduction mechanism was analyzed from the perspective of the flow characteristics in the TE boundary layer. The results indicate that all serrated TE designs achieve noise reduction, with the TE2 exhibiting superior performance. This outcome is linked to the ability of serrated TE designs to moderate boundary layer airflow separation and backpressure gradients, facilitating smoother transitions and lessening wake vortex intensity, thereby reducing turbulence-induced noise. Designs featuring wider serration gaps and sharper edges further enhance noise attenuation.

本研究提出了一种采用锯齿状后缘(TE)设计的被动仿生降噪策略,应用于航空列车的地效翼。其目的是通过抑制高速和近壁条件下的尾部涡流来减轻 TE 噪音。在 Ma = 0.3 条件下,通过大涡流模拟,结合莫林声学类比理论,对三种不同的锯齿状 TE 设计进行了数值研究,以揭示其降噪效果。从 TE 边界层流动特性的角度分析了降噪机制。结果表明,所有锯齿状 TE 设计都能达到降噪效果,其中 TE2 性能更优。这一结果与锯齿状 TE 设计缓和边界层气流分离和背压梯度的能力有关,有利于更平滑地过渡和降低尾流涡旋强度,从而降低湍流引起的噪声。具有更宽锯齿间隙和更锐利边缘的设计可进一步增强噪音衰减效果。
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引用次数: 0
Surface roughness effects on transonic aircraft performance: Experimental/numerical comparisons 表面粗糙度对跨音速飞机性能的影响:实验/数值比较
IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-17 DOI: 10.1016/j.ast.2024.109507

This work highlights the necessity of taking into account surface roughness when conducting experimental tests, and when using numerical simulations to precisely calculate the turbulent lift and drag of wind-tunnel models or real aircraft in transonic conditions. The present article is a continuation of “Turbulent drag induced by low surface roughness at transonic speeds: Experimental/numerical comparisons,” Physics of Fluids, Vol. 32, 045108 (2020) by Hue and Molton. The outcomes of this former study, which was focused on flat plate samples, are here applied to a three-dimensional aircraft configuration: the Common Research Model used as a reference in the recent international Drag Prediction Workshops. Experimental campaigns have been performed in the largest ONERA wind tunnels S1MA and S2MA involving models with average surface roughness heights Ra close to 0.5 micrometers, wingspans up to 3.5 meters, Mach and Reynolds numbers up to 0.95 and 5 million respectively. Reynolds-averaged Navier–Stokes computations based on the wind-tunnel tests have then been carried out, using the equivalent sand-grain roughness height approach as well as a Musker-type correlation to determine relevant ks values. The results of both the experimental and numerical campaigns have demonstrated that the aerodynamic coefficients of the aircraft can be significantly affected by the surface roughness, even with roughness Reynolds numbers ks+ potentially below the usual threshold values sometimes considered in engineering applications (i.e. in the order of 3.5 to 5). In particular, the surface roughness effects on lift and drag have been studied using far-field analyses to evaluate the responses of friction, viscous pressure, wave and lift-induced drag components. Finally, the numerical studies have been extended to the full-scale geometry in flight conditions in order to assess the roughness effects and potential gains in realistic aircraft operating conditions.

这项工作强调了在进行实验测试和使用数值模拟精确计算风洞模型或真实飞机在跨音速条件下的湍流升力和阻力时考虑表面粗糙度的必要性。本文是 "跨音速条件下低表面粗糙度引起的湍流阻力 "一文的续篇:实验/数值比较",《流体物理学》,第 32 卷,045108(2020 年),作者 Hue 和 Molton。前一项研究的重点是平板样本,本文将其成果应用于三维飞机构型:在最近的国际阻力预测研讨会上用作参考的通用研究模型。实验活动在最大的 ONERA 风洞 S1MA 和 S2MA 中进行,涉及的模型平均表面粗糙度高度 Ra 接近 0.5 微米,翼展达到 3.5 米,马赫数和雷诺数分别达到 0.95 和 500 万。然后,在风洞试验的基础上进行了雷诺平均纳维-斯托克斯计算,使用了等效沙粒粗糙度高度方法和 Musker 型相关方法来确定相关 ks 值。实验和数值计算的结果表明,即使粗糙度雷诺数 ks+ 可能低于工程应用中通常考虑的临界值(即 3.5 至 5),飞机的气动系数也会受到表面粗糙度的显著影响。特别是,我们使用远场分析方法研究了表面粗糙度对升力和阻力的影响,以评估摩擦、粘性压力、波和升力引起的阻力成分的响应。最后,将数值研究扩展到飞行条件下的全尺寸几何形状,以评估粗糙度的影响以及在实际飞机运行条件下的潜在增益。
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引用次数: 0
Throughflow analysis of secondary flow aerodynamics in cold slinger combustion chamber with parallel grid method 采用平行网格法对冷弹流式燃烧室二次流空气动力学进行通流分析
IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-17 DOI: 10.1016/j.ast.2024.109444

The throughflow analysis is indispensable for designers in the early stage of gas turbine engine development. However, only a little attention is paid to the combustion chamber in previous relevant researches. The dilution hole in the slinger combustion chamber hasn't been studied with an intact geometry considered. In this paper, a throughflow methodology of the slinger combustion chamber based on the circumferential average method (CAM) is established. The parallel grid method is proposed to simulate the flow both in the dilution hole and between two neighboring dilution holes. For the same region of the meridional plane relevant to the dilution hole, two separate sets of grids are involved to simulate both flow structures and the flow combination occurs at the indicative position of the dilution hole outlet. The velocity acceleration process in these two positions can be grasped more exactly. The spanwise distribution tendency of the Mach number and the density flow at the flame tube outlet is similar to the Fluent results. They are higher in the middle and lower at both ends, which is consistent with the correct physical knowledge. The residual of this combustor simulation can arrive at nearly 10−4 and it costs only 20 min to get convergent. The convergent feature of the mass flow is improved drastically compared with results from the Nigmatullin method in CIAM. The relative fluctuation range of the inlet mass flow is decreased from 1.5 % to 0.008 % and the outlet mass flow is reduced from 4.2 % to 0.005 %.

在燃气涡轮发动机开发的早期阶段,通流分析对于设计人员来说是不可或缺的。然而,在以往的相关研究中,对燃烧室的关注却很少。对吊杆燃烧室稀释孔的研究还没有考虑到完整的几何形状。本文建立了基于圆周平均法(CAM)的吊杆燃烧室通流方法。本文提出了平行网格法来模拟稀释孔内和两个相邻稀释孔之间的流动。对于与稀释孔相关的子午面上的同一区域,涉及两套独立的网格来模拟两种流动结构,流动组合发生在稀释孔出口的指示位置。这两个位置上的速度加速过程可以更准确地把握。火焰管出口处的马赫数和密度流的跨度分布趋势与 Fluent 结果相似。它们在中间较高,两端较低,这与正确的物理知识是一致的。该燃烧器模拟的残差接近 10-4,只需 20 分钟即可达到收敛。与 CIAM 中 Nigmatullin 方法的结果相比,质量流的收敛特性得到了大幅改善。入口质量流量的相对波动范围从 1.5 % 降至 0.008 %,出口质量流量的相对波动范围从 4.2 % 降至 0.005 %。
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引用次数: 0
Robust acceleration schedule design for gas turbine engine using multilayer perceptron network with adaptive sample class weighting 利用多层感知器网络和自适应样本类加权为燃气涡轮发动机设计鲁棒加速时间表
IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-17 DOI: 10.1016/j.ast.2024.109500

The acceleration schedule is crucial for generating acceleration control references for the gas turbine engine (GTE) and ensuring optimal acceleration performance. However, under harsh operating conditions, GTEs may encounter difficult-to-diagnose pressure sensor faults, which lead to inaccurate control references and decreased acceleration performance. This paper proposes a data-driven robust acceleration schedule (RAS) design method to tackle this issue, including fault data augmentation and adaptive sample class weighting (ASCW). Fault data augmentation generates multiple pressure fault sample classes from a normal acceleration schedule dataset. Due to the redundant pressure sensor configuration, the RAS can reconstruct these classes and generate accurate control references when a single pressure sensor fails. The ASCW employs a multilayer perceptron network to reconstruct the normal and fault sample classes accurately. Proportional integral regulation adjusts their weights during training to ensure balanced reconstruction precision. Simulation cases were conducted to verify the effectiveness of the RAS under actual GTE conditions, including engine-model mismatches, performance deterioration, flight envelope, and measurement uncertainty. The results demonstrate that the RAS ensures superior acceleration performance of GTEs across the full flight envelope in both normal and single pressure sensor fault scenarios. Additionally, the ASCW achieves reconstruction precision of 0.068 %, 0.080 %, 0.080 %, 0.082 %, and 0.077 % for normal and fault sample classes, respectively, prioritizing the precision of the normal sample class and balancing the precision of fault sample classes.

加速时间表对于为燃气涡轮发动机(GTE)生成加速控制参考和确保最佳加速性能至关重要。然而,在恶劣的运行条件下,GTE 可能会遇到难以诊断的压力传感器故障,从而导致控制参考不准确和加速性能下降。本文提出了一种数据驱动的鲁棒加速时间表(RAS)设计方法来解决这一问题,包括故障数据增强和自适应样本类加权(ASCW)。故障数据增强可从正常加速度计划数据集生成多个压力故障样本类。由于采用了冗余压力传感器配置,当单个压力传感器发生故障时,RAS 可以重建这些类别并生成准确的控制参考。ASCW 采用多层感知器网络来准确重建正常和故障样本类别。比例积分调节在训练过程中调整其权重,以确保均衡的重构精度。我们进行了仿真,以验证 RAS 在实际 GTE 条件下的有效性,包括发动机与模型不匹配、性能恶化、飞行包络线和测量不确定性。结果表明,在正常和单压力传感器故障情况下,RAS 都能确保 GTE 在整个飞行包络线内具有卓越的加速性能。此外,ASCW 对正常和故障样本类的重建精度分别达到了 0.068 %、0.080 %、0.080 %、0.082 % 和 0.077 %,优先考虑了正常样本类的精度,平衡了故障样本类的精度。
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引用次数: 0
Thermal postbuckling and thermally induced postbuckled flutter of tri-directional functionally graded plates in yawed supersonic flow 偏航超音速流动中三向功能分级板的热后屈曲和热诱导后屈曲扑动
IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-17 DOI: 10.1016/j.ast.2024.109491

The current work examines the thermal postbuckling, aero-elastic flutter and thermally induced postbuckled flutter about a static equilibrium state of tri-directional functionally graded (TFGM) rectangular and tapered plates in yawed supersonic flow. Based on the von Kármán nonlinear strains, the general higher-order shear deformation theory (GHSDT) and the first-order piston theory, the governing equations of motion for TFGM plates in yawed supersonic flow are established via the Hamilton's principle. The isogemetric analysis (IGA), the load continue strategy associated with the Newton Raphson iterative technique are exploited synthetically to capture the postbuckling paths, and then the postbuckled flutter behaviors are acquired with the static equilibrium state being obtained. Comparative and convergence studies are provided to improve reliabilities of the present material model, formulae and code implementations. Subsequently, detailed parametric investigations are carried out to evaluate the influences of material volume fractions, boundary conditions and airflow angles on the thermal postbuckling, aero-elastic flutter and postbuckled flutter behaviors of TFGM plates. The results show that it is the in-plane volume fractions, rather than the thickness volume fraction, that exert a greater influence on the thermal postbuckling and flutter behaviors of TFGM plates. Furthermore, TFGM plates exhibit more diverse postbuckling paths and more complex deformations due to the inhomogeneity of the in-plane material properties compared with z-directional FGM plates.

本研究探讨了偏航超音速气流中三向功能分级(TFGM)矩形板和锥形板围绕静态平衡状态的热后屈曲、气动弹性扑动和热诱导后屈曲扑动。基于 von Kármán 非线性应变、一般高阶剪切变形理论(GHSDT)和一阶活塞理论,通过汉密尔顿原理建立了 TFGM 板在偏航超音速流中的支配运动方程。利用与牛顿-拉斐尔森迭代技术相关的等方位分析(IGA)和载荷持续策略合成捕捉后屈曲路径,然后获得后屈曲扑动行为,并得到静态平衡状态。通过比较和收敛研究,提高了现有材料模型、公式和代码执行的可靠性。随后,进行了详细的参数研究,以评估材料体积分数、边界条件和气流角度对 TFGM 板的热后屈曲、气动弹性扑动和后屈曲扑动行为的影响。结果表明,对 TFGM 板的热后屈曲和扑动行为产生较大影响的是面内体积分数,而不是厚度体积分数。此外,与 Z 方向的 FGM 板相比,TFGM 板由于面内材料特性的不均匀性而表现出更多样的后屈曲路径和更复杂的变形。
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引用次数: 0
Dynamic force identification considering modeling errors using modal expansion method and relevant vector regression algorithm 使用模态扩展法和相关向量回归算法进行考虑建模误差的动态力识别
IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-16 DOI: 10.1016/j.ast.2024.109504

Accurate identification and estimation of external forces on launch vehicles, aircraft, and other in-service engineering structures plays a vital role in structural design and health monitoring. Considering structural modeling errors, this paper develops a novel force identification method based on modal expansion and relevant vector regression (RVR). Initially, the incomplete and noisy experimental modal data are used to modify the stiffness and mass matrices of the finite element (FE) model, reducing the impact of modeling errors on force identification accuracy. Subsequently, to account for noise disturbances and potential information about unknown initial conditions in the measured acceleration responses, the external forces and the unknown initial conditions are respectively expanded using trigonometric functions and the mode shapes based on the function fitting technique. On this basis, the force identification equation is established for the updated model. The RVR algorithm is integrated into modal expansion and force identification. Firstly, the mode shapes of the FE model are utilized to expand the incomplete and noisy experimental mode shapes to their full degree of freedom, significantly enhancing the accuracy of the model updating. Secondly, by combining the measured acceleration responses, the base coefficients can be solved sparsely, effectively identifying the dynamic forces even when unknown initial conditions are present.

准确识别和估算运载火箭、飞机和其他在役工程结构的外力在结构设计和健康监测中起着至关重要的作用。考虑到结构建模误差,本文开发了一种基于模态扩展和相关向量回归(RVR)的新型力识别方法。首先,利用不完整和有噪声的实验模态数据来修改有限元(FE)模型的刚度和质量矩阵,从而减少建模误差对力识别精度的影响。随后,为了考虑噪声干扰和测量加速度响应中未知初始条件的潜在信息,利用三角函数和基于函数拟合技术的模态振型分别对外力和未知初始条件进行扩展。在此基础上,建立了更新模型的力识别方程。RVR 算法与模态展开和力识别相结合。首先,利用 FE 模型的模态振型将不完整和有噪声的实验模态振型扩展到全自由度,大大提高了模型更新的精度。其次,通过结合测得的加速度响应,可以稀疏地求解基础系数,即使存在未知的初始条件,也能有效地识别动力。
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引用次数: 0
Effects of injector spacing and momentum flux ratio on combustion instability in a model chamber with gas-centered swirl coaxial injectors 喷射器间距和动量通量比对带有气体中心漩涡同轴喷射器的模型燃烧室燃烧不稳定性的影响
IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-15 DOI: 10.1016/j.ast.2024.109503

This study investigates the effects of injector spacing and momentum flux ratio on combustion instability in a model chamber with single and two injectors, both experimentally and numerically. For the experiments, injectors similar to those used in actual rocket engines were installed in a laboratory-constructed model chamber. Numerical simulations were conducted using ANSYS Fluent, employing a detailed combustion model to complement the experimental data. Flow conditions were categorized as fuel-lean and fuel-rich based on the fuel mass flow rate. The injector spacing varied from 15 to 45 mm, and the momentum flux ratio was adjusted from 6.4 to 139.8 by manipulating the fuel and oxidizer flow rates. Both experimental and numerical results consistently revealed distinct trends in combustion instability for lean and rich conditions, influenced by injector spacing and momentum flux ratio. Combustion stabilization was consistently more effective under fuel-rich conditions. Increasing the momentum flux ratio intensified combustion instability regardless of the fuel condition. For fuel-lean conditions, a rapid transition in combustion stability was observed, with the specific transition point varying depending on the injector spacing. Considering the trade-off between instability and injector number density, a spacing of 30 mm between injectors is recommended. Additionally, for both single and two injectors with various spacings under both lean and rich conditions, combustion stability was generally better when the momentum flux ratio was less than 48.8. These findings provide valuable insights into the control and management of combustion instability, aiding in the design of rocket engine combustors.

本研究通过实验和数值计算,研究了喷射器间距和动量通量比对单个和两个喷射器模型燃烧室燃烧不稳定性的影响。实验中,在实验室建造的模型室内安装了与实际火箭发动机类似的喷射器。使用 ANSYS Fluent 进行了数值模拟,采用了详细的燃烧模型来补充实验数据。根据燃料质量流量将流动条件分为燃料贫乏和燃料丰富两种。喷射器间距从 15 毫米到 45 毫米不等,通过调节燃料和氧化剂流量,动量通量比从 6.4 调整到 139.8。实验和数值结果一致显示,在喷油器间距和动量通量比的影响下,贫油和富油条件下的燃烧不稳定性趋势截然不同。在燃料丰富的条件下,燃烧稳定始终更为有效。无论燃料条件如何,提高动量通量比都会加剧燃烧不稳定性。在燃料贫乏的条件下,燃烧稳定性迅速发生转变,具体转变点因喷油器间距而异。考虑到不稳定性和喷油器数量密度之间的权衡,建议喷油器之间的间距为 30 毫米。此外,在贫油和富油条件下,对于不同间距的单喷油器和双喷油器,当动量通量比小于 48.8 时,燃烧稳定性通常更好。这些发现为控制和管理燃烧不稳定性提供了宝贵的见解,有助于火箭发动机燃烧器的设计。
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引用次数: 0
Seal dynamics of supercritical carbon dioxide turbine with the uncertain rotor nonlinear motion 具有不确定转子非线性运动的超临界二氧化碳涡轮机密封动力学
IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-15 DOI: 10.1016/j.ast.2024.109493

The actual rotor motion and seal dynamics are nonlinear and uncertain. The uncertain effects include the seal flow and the rotor system parameters. While the influence of system parameters makes it more difficult to accurately predict the seal dynamics. A rotor nonlinear whirling model was established to achieve the synchronous solution of rotor motion and seal simulation. The coupling effect between rotor system parameters and seal aerodynamic performance was adopted. The actual seal dynamics for SCO2 turbine were obtained and evaluated by the numerical finite difference method. In the rotor nonlinear whirling model, the rotor has the uncertain continuous free motion. The influence of the system main parameters, such as elastic recovery stiffness and unbalanced mass force, on seal dynamics is revealed. And the dynamic coefficients beyond the artificial specific disturbance frequency are shown. The results show that the rotor nonlinear whirling can better predict the seal dynamics. The rotation speed, elastic recovery stiffness and unbalanced mass eccentricity have different significant effects on seal dynamics.

实际转子运动和密封动态是非线性和不确定的。不确定的影响包括密封流和转子系统参数。系统参数的影响增加了精确预测密封动态的难度。为了实现转子运动和密封模拟的同步求解,建立了转子非线性漩涡模型。采用了转子系统参数与密封气动性能之间的耦合效应。通过数值有限差分法获得并评估了 SCO2 水轮机的实际密封动力学特性。在转子非线性漩涡模型中,转子具有不确定的连续自由运动。揭示了弹性恢复刚度和不平衡质量力等系统主要参数对密封动力学的影响。并显示了人工特定干扰频率之外的动态系数。结果表明,转子非线性旋转能更好地预测密封动力学。转速、弹性恢复刚度和不平衡质量偏心率对密封动力学有不同的显著影响。
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引用次数: 0
Experimental investigation of the aerodynamics of a UAV inlet with double 90° bends 带有双 90°弯道的无人机进气口空气动力学实验研究
IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-15 DOI: 10.1016/j.ast.2024.109502

Unmanned aerial vehicle (UAV) inlets commonly have a compact S-shaped inlet structure for the sake of stealth. Most of the current studies on subsonic inlets have focused on S-shaped configurations with relatively gentle transitions of the flow channel. In this study, the aerodynamic performance and swirl flow characteristics of a UAV inlet, which has double 90° bends in the duct and is integrated with an aircraft fuselage and a volute, are studied both experimentally and numerically. The influences of angle of attack, sideslip angle, AIP (Aerodynamic Interface Plane) Mach number, and freestream airspeed are analyzed. A measure of adding two deflectors in front of the first bend and a baffle at the bottom of the volute is proposed to improve the total pressure distortion and swirl distortion characteristics of the inlet. Finally, a practice of shape optimization is performed to further improve the aerodynamic performance and swirl flow characteristics on the basis of the baseline configuration. The results indicate that the maximum and minimum total pressure recovery coefficients of the baseline inlet configuration are 0.982 and 0.969, respectively, as well as the maximum total pressure distortion index of –0.0814 and the maximum swirl distortion index of 32.1 % under normal operating conditions. Through a total of 8 iterations of optimization, the total pressure recovery coefficient is eventually improved by 0.21 % of that of the baseline configuration, as well as the total pressure distortion index, swirl distortion index and maximum swirl angle reduced by 43.6 %, 4.6 % and 11.1 %, respectively.

出于隐形的考虑,无人飞行器(UAV)进气口通常采用紧凑的 S 形进气口结构。目前对亚音速进气口的研究大多集中在流道过渡相对平缓的 S 形结构上。在本研究中,通过实验和数值计算研究了无人机进气口的气动性能和漩涡流特性,该进气口的风道具有双 90° 弯曲,并与飞机机身和涡管融为一体。分析了攻角、侧滑角、AIP(空气动力界面平面)马赫数和自由气流速度的影响。提出了在第一个弯道前增加两个导流板和在涡槽底部增加一个挡板的措施,以改善进气口的总压畸变和漩涡畸变特性。最后,在基准配置的基础上进行了形状优化实践,以进一步改善气动性能和漩涡流特性。结果表明,在正常工作条件下,基准进气口配置的最大和最小总压恢复系数分别为 0.982 和 0.969,最大总压畸变指数为 -0.0814,最大漩涡畸变指数为 32.1%。通过总共 8 次迭代优化,总压恢复系数最终比基准配置提高了 0.21%,总压畸变指数、漩涡畸变指数和最大漩涡角分别降低了 43.6%、4.6% 和 11.1%。
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引用次数: 0
An improved adaptive Kriging method for the possibility-based design optimization and its application to aeroengine turbine disk 用于基于可能性的设计优化的改进型自适应克里金法及其在航空涡轮盘中的应用
IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-14 DOI: 10.1016/j.ast.2024.109495

Possibility-based design optimization (PBDO) can provide theoretical basis for the structural optimal design of fuzzy uncertainty model in engineering, so as to obtain the optimal design variables. The genetic algorithm (GA) based on adaptive Kriging method for PBDO requires high precision in the whole design space, while the region far from the limit state surface (LSS) of the constraint function has little effect on PBDO, thus greatly affects the computational efficiency. In order to improve the efficiency of PBDO, an improved adaptive Kriging method combined with active possibility constraint (I-AK-AC) is proposed in this paper. In I-AK-AC, the enhanced expected improvement learning function is first put forward to promote the convergence efficiency of Kriging model by reducing the accuracy of the region far from the LSS of the constraint function. Whereafter, the active possibility constraint is identified, and only the boundaries of active possibility constraint need to be approximated precisely by Kriging model. By these ways, the convergence speed of Kriging model is further ameliorated without affecting the computational accuracy, and the efficiency of PBDO is significantly improved. Three test examples and an engineering application of aeroengine turbine disk illustrate the validity and accuracy of the proposed I-AK-AC.

基于可能性的优化设计(PBDO)可以为工程中模糊不确定性模型的结构优化设计提供理论依据,从而获得最优设计变量。基于自适应克里金法的遗传算法(GA)用于 PBDO 对整个设计空间的精度要求很高,而远离约束函数极限状态面(LSS)的区域对 PBDO 的影响很小,因此大大影响了计算效率。为了提高 PBDO 的效率,本文提出了一种结合主动可能性约束的改进型自适应克里金方法(I-AK-AC)。在 I-AK-AC 中,首先提出了增强的预期改进学习函数,通过降低远离约束函数 LSS 区域的精度来提高克里金模型的收敛效率。之后,确定主动可能性约束,Kriging 模型只需精确逼近主动可能性约束的边界。通过这些方法,在不影响计算精度的前提下,进一步提高了 Kriging 模型的收敛速度,显著提高了 PBDO 的效率。三个测试实例和一个航空涡轮盘的工程应用说明了所提出的 I-AK-AC 的有效性和准确性。
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引用次数: 0
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