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An implicit generative topology optimization method based on neural compression and diffusion models 基于神经压缩和扩散模型的隐式生成拓扑优化方法
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-09 DOI: 10.1016/j.ast.2026.111850
Xinrui Zhou , Hairun Xie , Bokai Li , Jing Wang , Qineng Wang , Yonghe Zhang
Topology optimization is crucial for enhancing structural performance and reducing costs in fields such as aerospace, automotive, and civil engineering. However, traditional methods face exponentially growing computational costs as mesh resolution increases. Meanwhile, existing generative models often rely on image-based representations, which limits their adaptability to components at different resolutions. To overcome these limitations, we propose NG-TO (Neural Compression-based Generative Topology Optimization), an implicit generative method that integrates neural compression with diffusion models. Our framework first encodes topologies into a compact, resolution-invariant latent space. A diffusion model then operates within this space to generate new designs that comply with specified physical constraints. Evaluations in multi-resolution and out-of-distribution scenarios demonstrate the model’s capability for resolution-free encoding and constraint satisfaction, establishing a high-performance paradigm for spacecraft structural design.
在航空航天、汽车和土木工程等领域,拓扑优化对于提高结构性能和降低成本至关重要。然而,随着网格分辨率的提高,传统方法的计算成本呈指数级增长。同时,现有的生成模型往往依赖于基于图像的表示,这限制了它们对不同分辨率组件的适应性。为了克服这些限制,我们提出了NG-TO(基于神经压缩的生成拓扑优化),这是一种将神经压缩与扩散模型集成在一起的隐式生成方法。我们的框架首先将拓扑编码成一个紧凑的、分辨率不变的潜在空间。然后,扩散模型在该空间内运行,生成符合特定物理约束的新设计。在多分辨率和非分布情况下的评估验证了该模型的无分辨率编码和约束满足能力,为航天器结构设计建立了一个高性能的范式。
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引用次数: 0
Vehicle envelope with lightweight ultrafilm for minimal leakage (VELUM) 采用轻量超滤膜的车辆外壳(VELUM)
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-09 DOI: 10.1016/j.ast.2026.111785
Afsaneh Kheirani , Ilyass Tabiai , David St-Onge
Indoor inspection and mapping missions in tunnels, industrial facilities, and subterranean environments require aerial platforms capable of long-duration operation in cluttered, humid, and navigation-denied conditions. While multirotor drones provide high maneuverability, their endurance and payload capacity are fundamentally limited by battery-powered lift. Small indoor lighter-than-air vehicles alleviate this constraint through buoyancy; however, at meter-scale volumes, envelope materials become a critical limitation, as they largely determine system mass, gas retention, durability, and resistance to handling and collisions. Commonly used films present persistent trade-offs: metallized polyester offers low gas permeability but limited mechanical robustness, whereas polyurethane is more durable but heavier and more permeable.
This work introduces and experimentally validates a lightweight composite envelope material based on low-density polyethylene combined with a fluoro-siloxane barrier coating. The proposed treatment significantly improves helium retention while preserving flexibility and resistance to handling. Mechanical and functional testing show that the coated material achieves substantially higher tear resistance than metallized polyester and improved durability compared to polyurethane, while remaining considerably lighter. A cylindrical airship fabricated from this membrane was deployed in a semi-autonomous underground mapping mission, demonstrating reduced helium leakage, stable performance in humid conditions, and multi-day operation. These results show that fluoro-siloxane-coated polyethylene enables lightweight, durable, and gas-efficient envelopes, supporting persistent indoor operation of small lighter-than-air aerial platforms.
在隧道、工业设施和地下环境中的室内检查和测绘任务需要能够在混乱、潮湿和无导航条件下长时间运行的空中平台。虽然多旋翼无人机提供了高机动性,但它们的续航能力和有效载荷能力从根本上受到电池供电升力的限制。小型室内轻于空气的交通工具通过浮力减轻了这种限制;然而,在米级的体积中,包壳材料成为关键的限制因素,因为它们在很大程度上决定了系统的质量、气体潴留、耐用性以及对操作和碰撞的抵抗力。常用的薄膜存在持久的权衡:金属化聚酯具有低透气性,但机械坚固性有限,而聚氨酯更耐用,但更重,更透气性。
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引用次数: 0
Corrigendum to “Three-dimensional fault-tolerant cooperative guidance law with constraints on relative impact velocity and attack angle” [AESCTE, 168 (2026) 111003] “具有相对冲击速度和攻角约束的三维容错协同制导律”的勘误表[AESCTE, 168 (2026) 111003]
IF 5.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-09 DOI: 10.1016/j.ast.2026.111848
Zhanpeng Gao, Jun Liu, Jian Huang, Wenwen Wang, Wenjun Yi, Shusen Yuan
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引用次数: 0
Aerodynamic performance of a cross-flow fan for VTOL and its multi-objective optimization 垂直起降横流风机气动性能及其多目标优化
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-09 DOI: 10.1016/j.ast.2026.111872
Yasuyuki Nishi , Masafumi Fukuyama , Naofumi Saeki , Kotaro Ohashi , Takao Oku
The objective of this study is to propose a cross-flow fan for VTOL applications, evaluate its aerodynamic performance, and enhance its performance through a multi-objective optimization design method. Following an investigation into a three-dimensional CFD analysis approach for assessing the fan’s aerodynamic performance, a multi-objective optimization framework that simultaneously optimizes the rotor and casing by integrating CFD analysis and a deep neural network was developed and implemented. Based on CFD-derived performance metrics, the optimized fan demonstrated a thrust-shaft power ratio approximately 12.4 % lower than that of the original fan, while achieving a thrust increase of approximately 78.1 %. This substantial improvement in thrust was attributed to elevated flow velocity and flow rate at the fan outlet. Additionally, the thrust coefficient of the cross-flow fan was shown to be more than one order of magnitude greater than that of a conventional propeller fan. Performance validation using a scaled-down model further confirmed the effectiveness of the optimization method: although the thrust-shaft power ratio of the optimized fan was approximately 3.0 % lower than the original fan, its thrust increased by approximately 64.2 %. These findings underscore the potential of the proposed optimization approach not only for high-performance fan design but also for advancing the development of next-generation VTOL aircraft.
本研究的目的是提出一种用于垂直起降的横流风扇,评估其气动性能,并通过多目标优化设计方法提高其性能。研究了用于风机气动性能评估的三维CFD分析方法,开发并实现了将CFD分析与深度神经网络相结合,同时优化转子和机匣的多目标优化框架。基于cfd导出的性能指标,优化后的风扇的推轴功率比比原风扇低约12.4%,而推力增加约78.1%。推力的显著提高归功于风扇出口的流速和流量的提高。此外,横流风扇的推力系数比传统的螺旋桨风扇高出一个数量级以上。缩小模型的性能验证进一步证实了优化方法的有效性:优化后风机的推轴功率比比原风机低约3.0%,但推力提高约64.2%。这些发现强调了所提出的优化方法的潜力,不仅可以用于高性能风扇设计,还可以用于推进下一代垂直起降飞机的开发。
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引用次数: 0
Experimental investigation on improving the electro-thermal efficiency of a novel GLARE leading-edge deicing structure 提高新型眩光前缘除冰结构电热效率的实验研究
IF 5.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-09 DOI: 10.1016/j.ast.2026.111881
Chao Tang, Yang Yan, Rongtao Wang, Zhixiong Cen, Zonghong Xie
Ice accretion poses a significant challenge to the aerodynamic performance of aircraft wings and wind turbine blades, while traditional deicing methods are hampered by high weight and energy consumption. Carbon nanotube films offer a promising alternative, yet research is lacking on their integration into high-performance, damage-tolerant hybrid laminates like GLARE (GLAss fiber REinforced aluminum) and their direct performance comparison against traditional heaters. This study, therefore, develops a novel GLARE structure with an embedded CNT film, systematically comparing its performance to an identical structure using a conventional resistance wire. The two structures were comparatively evaluated in a recirculating icing wind tunnel, using thermography and thermocouple data to assess transient thermal dynamics under ambient and cold (dry) conditions, and phenomenological deicing effectiveness under representative icing (wet) conditions. The results demonstrated the FCL(Fiber Carbon-nano Laminated) heater's superior transient performance, achieving 18.91-26.67% faster heating rates under ambient conditions and 5.13-9.23% faster rates under cold (dry) conditions, alongside significantly better thermal uniformity (ΔTmaxsof 4.6°C vs. 7.8°C). In deicing tests, the FCL heater achieved 20.00-25.86% faster deicing rates, translating to a quantified energy saving of 16.67-20.55%. Critically, the FCL heater achieved complete ice removal in 35 seconds at 15 kW/m², a performance level the RWL(Resistance Wire Laminated) heater only reached at 18 kW/m², demonstrating the FCL system can provide the same performance-on-demand with 16.67% less power input. These findings validate the significant potential of FCL heaters for efficient, lightweight deicing in next-generation aerospace and renewable energy applications.
冰积对飞机机翼和风力涡轮机叶片的气动性能提出了重大挑战,而传统的除冰方法由于重量大、能耗大而受到阻碍。碳纳米管薄膜提供了一种很有前途的替代方案,但缺乏将其集成到高性能、耐损伤的混合层压板(如眩光(玻璃纤维增强铝))中以及与传统加热器直接性能比较的研究。因此,本研究开发了一种具有嵌入式碳纳米管薄膜的新型眩光结构,并系统地将其性能与使用传统电阻丝的相同结构进行了比较。在循环结冰风洞中对两种结构进行了对比评估,利用热成像和热电偶数据评估了环境和冷(干)条件下的瞬态热动力学,以及代表性结冰(湿)条件下的现象除冰效果。结果表明,FCL(纤维碳纳米层压)加热器具有优越的瞬态性能,在环境条件下加热速度提高18.91-26.67%,在冷(干)条件下加热速度提高5.13-9.23%,同时热均匀性显著提高(ΔTmaxsof 4.6°C vs. 7.8°C)。在除冰测试中,整箱加热器的除冰率提高了20.00-25.86%,量化节能为16.67-20.55%。关键的是,FCL加热器在35秒内以15 kW/m²的速度完全除冰,而RWL(电阻丝层压)加热器的性能水平仅达到18 kW/m²,这表明FCL系统可以在减少16.67%的功率输入的情况下提供相同的性能。这些发现验证了FCL加热器在下一代航空航天和可再生能源应用中高效、轻质除冰的巨大潜力。
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引用次数: 0
Fire suppression of recirculation zone flames in aircraft nacelles: effects of blockage ratio and crossflow on extinction thresholds and mixing time 飞机机舱内再循环区火焰的灭火:堵塞比和横流对熄灭阈值和混合时间的影响
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-09 DOI: 10.1016/j.ast.2026.111883
Qiyong Zhou, Song Lu, Hui Shi, Heping Zhang, Rui Chen
The recirculation zone flame is typical of the flame structure in aircraft nacelle. Based on a transient extinguishing agent injection experiment apparatus, the combustion and extinguishing of recirculation zone flame under the influence of blockage ratio and wind velocity were studied, and the fire extinguishing concentration in free flow and recirculation zone were measured. A modeling study was conducted on the dynamic evolution of the flame in the recirculation zone. The critical extinguishing concentration, fire extinguishing time, and characteristic mixing time (τ) were determined and correlated with flow parameters. Results show that obstacles increase local concentrations but also stabilize flames, raising the extinction threshold. Through analysis of the mean flame length, a dynamic evolution prediction model suitable for the mean flame length in the recirculation zone has been established. A revised correlation for τ was obtained, τ=36.6(hs/Ua*), which exceeds values reported under non-combustion conditions and highlights the stronger coupling between mixing and reactive processes. Application to aircraft nacelle scenarios indicates that, due to short discharge durations and obstruction effects, the required free flow concentration of HFC-125 exceeds nominal design specifications to ensure effective suppression in recirculation zones. This methodology provides a quantitative basis for performance evaluation of HFC-125 systems in safety-critical applications, supporting system safety assessments during early design and certification stages.
再循环区火焰是飞机机舱内典型的火焰结构。基于瞬态灭火剂注入实验装置,研究了阻塞比和风速对再循环区火焰燃烧和灭火的影响,并测量了自由流动区和再循环区的灭火浓度。对循环区内火焰的动态演化进行了模拟研究。确定了临界灭火浓度、灭火时间和特征混合时间(τ),并将其与流量参数相关联。结果表明,障碍物增加了局部浓度,但也稳定了火焰,提高了熄灭阈值。通过对平均火焰长度的分析,建立了适用于再循环区平均火焰长度的动态演化预测模型。修正后的相关系数τ=36.6(hs/Ua*),超过了非燃烧条件下报道的值,突出了混合和反应过程之间更强的耦合。在飞机机舱场景的应用表明,由于排放持续时间短和阻塞效应,HFC-125所需的自由流动浓度超过了公称设计规范,以确保在再循环区域有效抑制。该方法为安全关键应用中HFC-125系统的性能评估提供了定量基础,支持早期设计和认证阶段的系统安全评估。
{"title":"Fire suppression of recirculation zone flames in aircraft nacelles: effects of blockage ratio and crossflow on extinction thresholds and mixing time","authors":"Qiyong Zhou,&nbsp;Song Lu,&nbsp;Hui Shi,&nbsp;Heping Zhang,&nbsp;Rui Chen","doi":"10.1016/j.ast.2026.111883","DOIUrl":"10.1016/j.ast.2026.111883","url":null,"abstract":"<div><div>The recirculation zone flame is typical of the flame structure in aircraft nacelle. Based on a transient extinguishing agent injection experiment apparatus, the combustion and extinguishing of recirculation zone flame under the influence of blockage ratio and wind velocity were studied, and the fire extinguishing concentration in free flow and recirculation zone were measured. A modeling study was conducted on the dynamic evolution of the flame in the recirculation zone. The critical extinguishing concentration, fire extinguishing time, and characteristic mixing time (<em>τ</em>) were determined and correlated with flow parameters. Results show that obstacles increase local concentrations but also stabilize flames, raising the extinction threshold. Through analysis of the mean flame length, a dynamic evolution prediction model suitable for the mean flame length in the recirculation zone has been established. A revised correlation for <em>τ</em> was obtained, <span><math><mrow><mi>τ</mi><mo>=</mo><mn>36.6</mn><mo>(</mo><mrow><msub><mi>h</mi><mi>s</mi></msub><mo>/</mo><msubsup><mi>U</mi><mi>a</mi><mo>*</mo></msubsup></mrow><mo>)</mo></mrow></math></span>, which exceeds values reported under non-combustion conditions and highlights the stronger coupling between mixing and reactive processes. Application to aircraft nacelle scenarios indicates that, due to short discharge durations and obstruction effects, the required free flow concentration of HFC-125 exceeds nominal design specifications to ensure effective suppression in recirculation zones. This methodology provides a quantitative basis for performance evaluation of HFC-125 systems in safety-critical applications, supporting system safety assessments during early design and certification stages.</div></div>","PeriodicalId":50955,"journal":{"name":"Aerospace Science and Technology","volume":"174 ","pages":"Article 111883"},"PeriodicalIF":5.8,"publicationDate":"2026-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146146792","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Thermal model test and multi-scale simulation method for the lattice-structured air rudder of hypersonic flight vehicle 高超声速飞行器格构空气舵热模型试验及多尺度仿真方法
IF 5.8 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-09 DOI: 10.1016/j.ast.2026.111885
Long Zhang, Wenlin Liao, Bowen Liu, Song Feng, Juntao Fan
This paper conducts experimental investigation and multi-scale simulation for the thermal-vibration characteristics of lattice-structured air rudders, aiming to provide a comprehensive understanding of how these complex structures behave under combined thermal and vibration loads. Firstly, a quartz infrared radiation heater device with independent control tunnels is designed and fabricated to produce thermal gradient loads on the air rudder in accordance with flight service condition. On this basis, thermal model test is performed on the rudder. In order to simulate the thermal-vibration behaviour, an orthotropic temperature-dependent material model is established, where in-situ samples of different directions have been printed simultaneously with the rudder and tested under various temperature conditions to fit the material model parameters. Afterwards, a multi-scale simulation method, which is capable of linking the mesoscopic lattice structures with the macroscopic material properties, is developed to simulate the thermal model test. The maximum absolute relative error between the simulated and tested natural frequencies is within 5.0%, and the simulated and tested mode shapes are in good agreement with each other, which proves that the developed method possesses good capability for computing natural frequencies and mode shapes of the lattice-structured air rudder under complicated thermal conditions. This combined approach enables a more thorough investigation of the thermal-vibration characteristics, leading to improved design and performance of lattice-structured air rudders.
本文对栅格结构空气舵的热振动特性进行了实验研究和多尺度模拟,旨在全面了解这些复杂结构在热振动复合载荷作用下的性能。首先,根据飞行服役条件,设计制作了具有独立控制通道的石英红外辐射加热装置,对气动舵产生热梯度载荷。在此基础上,对舵机进行了热模型试验。为了模拟方向舵的热振动行为,建立了正交各向异性温度相关的材料模型,并在不同的温度条件下对不同方向的原位样品进行了打印,以拟合材料模型参数。随后,提出了一种能够将介观晶格结构与宏观材料性能联系起来的多尺度模拟方法来模拟热模型试验。仿真与试验固有频率的最大绝对相对误差在5.0%以内,模态振型与试验模态振型吻合较好,证明该方法具有较好的计算复杂热工况下格构空气舵固有频率和模态振型的能力。这种结合的方法可以更彻底地研究热振动特性,从而改进栅格结构空气舵的设计和性能。
{"title":"Thermal model test and multi-scale simulation method for the lattice-structured air rudder of hypersonic flight vehicle","authors":"Long Zhang,&nbsp;Wenlin Liao,&nbsp;Bowen Liu,&nbsp;Song Feng,&nbsp;Juntao Fan","doi":"10.1016/j.ast.2026.111885","DOIUrl":"10.1016/j.ast.2026.111885","url":null,"abstract":"<div><div>This paper conducts experimental investigation and multi-scale simulation for the thermal-vibration characteristics of lattice-structured air rudders, aiming to provide a comprehensive understanding of how these complex structures behave under combined thermal and vibration loads. Firstly, a quartz infrared radiation heater device with independent control tunnels is designed and fabricated to produce thermal gradient loads on the air rudder in accordance with flight service condition. On this basis, thermal model test is performed on the rudder. In order to simulate the thermal-vibration behaviour, an orthotropic temperature-dependent material model is established, where in-situ samples of different directions have been printed simultaneously with the rudder and tested under various temperature conditions to fit the material model parameters. Afterwards, a multi-scale simulation method, which is capable of linking the mesoscopic lattice structures with the macroscopic material properties, is developed to simulate the thermal model test. The maximum absolute relative error between the simulated and tested natural frequencies is within 5.0%, and the simulated and tested mode shapes are in good agreement with each other, which proves that the developed method possesses good capability for computing natural frequencies and mode shapes of the lattice-structured air rudder under complicated thermal conditions. This combined approach enables a more thorough investigation of the thermal-vibration characteristics, leading to improved design and performance of lattice-structured air rudders.</div></div>","PeriodicalId":50955,"journal":{"name":"Aerospace Science and Technology","volume":"174 ","pages":"Article 111885"},"PeriodicalIF":5.8,"publicationDate":"2026-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146146827","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of the effects of expansion ratio on the structure and infrared radiation characteristics of engine under-expanded plume under different altitudes 不同高度下膨胀比对发动机欠膨胀羽流结构及红外辐射特性的影响分析
IF 5.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-09 DOI: 10.1016/j.ast.2026.111880
ZeYang Xiao, Bijiao He, Lihui Liu, Yatao Chen, Kuo Li, Guobiao Cai
The exhaust plume ejected from a rocket engine exhibits high temperature and pressure, leading to intense infrared radiation signals. Variations in expansion ratio and ambient pressure influence the plume’s flow field structure, which in turn affects these signals. This study investigates the effects of the expansion ratio, which ranges from under-expanded (2.78) to the optimal state (5.65), and the flight altitude, varying from 0 km to 30 km, on the flow field and infrared radiation (IR) characteristics of the exhaust plume. The exhaust plume flow field is numerically solved using the Computational Fluid Dynamics (CFD) method, while its radiative transfer is modeled using the Backward Monte Carlo method. Additionally, the gas radiative properties in the radiative transfer process are computed using the line-by-line method. The simulation results show that plume diffusion increases significantly with altitude, but it is less sensitive to changes in expansion ratios at a given altitude. At the lower altitudes, such as 0 km and 5 km, the difference in total radiation intensity due to varying expansion ratios is minimal. However, as altitude increases, the disparity in total radiation intensity among different expansion ratios grows noticeably. At an altitude of 30 km, the radiation increment caused by the expansion ratio exceeds threefold compared to that at 0 km. This is attributed to the smaller expansion ratio intensifying the afterburning reactions and promoting the formation of strongly radiative species, such as H2O and CO2.
从火箭发动机喷出的排气羽流表现出高温高压,导致强烈的红外辐射信号。膨胀比和环境压力的变化会影响羽流的流场结构,进而影响这些信号。研究了未充分膨胀比(2.78)至最佳膨胀比(5.65)、飞行高度(0 ~ 30 km)对排气羽流场和红外辐射特性的影响。采用计算流体力学(CFD)方法对排气羽流场进行了数值求解,并采用后向蒙特卡罗方法对其辐射传递进行了建模。此外,采用逐行方法计算了辐射传递过程中气体的辐射特性。模拟结果表明,羽流扩散随高度的增加而显著增加,但在一定高度下,羽流扩散对膨胀比的变化不太敏感。在较低的海拔高度,如0公里和5公里,由于不同的膨胀比,总辐射强度的差异是最小的。但随着海拔高度的增加,不同膨胀比之间的总辐射强度差异明显增大。在30 km高度,膨胀比引起的辐射增量是0 km高度的3倍以上。这是由于较小的膨胀比加剧了加力反应,促进了强辐射物质的形成,如H2O和CO2。
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引用次数: 0
Compressor cascade cross flow control via endwall passage vortex generator 利用端壁通道涡发生器控制压气机叶栅横流
IF 5.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-09 DOI: 10.1016/j.ast.2026.111888
Huiling Zhu, Ling Zhou, Xin Li, Chenhao Zhao, Tongtong Meng, Lucheng Ji
Endwall cross flow is a critical factor in inducing corner separation in compressors, substantially influencing their aerodynamic performance. To address this issue at its source, this study investigates the application of vortex generators (VGs) to the endwall of the compressor cascade passage, positioned between the leading and trailing edges. Two configurations—single VG and double VG—are designed and analyzed. Using a combination of experimental and numerical methods, the study evaluates the effectiveness of the endwall passage VG technique in mitigating endwall cross flow and controlling corner separation. In addition, it uncovers the underlying flow control mechanisms and provides design guidelines. Experimental results show that both the single VG and double VG schemes effectively suppress endwall cross flow near the suction side of the compressor cascade, thereby controlling corner separation and markedly enhancing aerodynamic performance. Under an inlet Mach number of 0.6 and an incidence angle of −7°, the single VG scheme reduces the total pressure loss coefficient of the compressor cascade by 9.0%. The success of the endwall passage VG technique lies in its dual action: the direct blocking effect of the VG on the endwall cross flow, and the suppression of endwall cross flow by the concentrated vortex it generates. Together, these mechanisms constitute the key to effectively controlling corner separation in compressor cascades. Moreover, this concentrated vortex further weakens the passage vortex, thereby improving the endwall flow field.
端壁横流是压气机产生转角分离的关键因素,对压气机的气动性能有重要影响。为了从源头上解决这一问题,本研究研究了在压气机叶栅通道端壁(位于前后缘之间)安装涡发生器(vg)的方法。设计并分析了单VG和双VG两种配置。采用实验与数值相结合的方法,对端壁通道VG技术在缓解端壁横流和控制转角分离方面的效果进行了评价。此外,它还揭示了底层流控制机制并提供了设计指南。实验结果表明,单涡扇和双涡扇方案均能有效抑制压气机叶栅吸力侧附近的端壁横流,从而控制转角分离,显著提高气动性能。在进口马赫数为0.6、入射角为- 7°时,单VG方案可使压气机叶栅总压损失系数降低9.0%。端壁通道涡发生器技术的成功在于其双重作用:涡发生器对端壁横流的直接阻断作用,以及涡发生器产生的集中涡对端壁横流的抑制作用。这些机制共同构成了有效控制压气机叶栅转角分离的关键。这种集中涡进一步削弱了通道涡,从而改善了端壁流场。
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引用次数: 0
Accelerating adjoint-based aerodynamic shape optimization through integrating reduced-order modeling and active learning 通过集成降阶建模和主动学习加速基于自伴随的气动形状优化
IF 5.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2026-02-08 DOI: 10.1016/j.ast.2026.111876
Wengang Chen, Weixiang Gao, Jiaqing Kou, Wenkai Yang, Hongyu Zheng, Baoling Lu
Owing to its computational efficiency in gradient evaluation, the adjoint method has emerged as a cornerstone in the field of aerodynamic shape optimization. However, the efficiency of the adjoint-based aerodynamic shape optimization relies on the cost of solving adjoint equations, which still remains time-consuming. In this paper, the adjoint method is accelerated by constructing efficient dynamic Reduced-Order Models (ROMs) enhanced by the active learning strategy. During each adjoint optimization step, the query function, i.e., also the objective function, is introduced to obtain relevant additional samples for updating the dynamic ROM. The updated ROM then predicts an improved initial guess for the adjoint solver, enabling faster convergence and accelerating the overall optimization process. The proposed Active Learning ADjoint (ALAD) method does not require additional simulation for model update, and is easy to combine with other acceleration methods. The efficiency of the proposed method is verified by airfoil shape optimization in both transonic inviscid and subsonic laminar flow regimes. Results indicate that the proposed ROM significantly reduces the initial residual of pseudo-time iterations, thus significantly decreasing the iteration numbers required by adjoint optimization. Finally, we combine ALAD with the dynamic mode decomposition (DMD) acceleration method, showing that this approach can be combined with other methods to further enhance the optimization efficiency. The proposed method holds great promise for a wide range of applications in aerospace engineering.
伴随方法由于其在梯度计算方面的效率高,已成为气动形状优化领域的基石。然而,基于伴随方程的气动形状优化的效率依赖于求解伴随方程的成本,而求解伴随方程仍然很耗时。本文通过构造有效的动态降阶模型(ROMs)来加速伴随方法,并采用主动学习策略进行增强。在每个伴随优化步骤中,引入查询函数(即目标函数)来获取相关的附加样本,用于更新动态ROM。更新后的ROM预测伴随求解器的改进初始猜想,从而加快收敛速度,加快整体优化过程。提出的主动学习伴随方法(ALAD)不需要额外的仿真来进行模型更新,并且易于与其他加速方法相结合。通过跨声速无粘流和亚声速层流两种流型的翼型优化,验证了该方法的有效性。结果表明,所提出的ROM显著降低了伪时间迭代的初始残差,从而显著减少了伴随优化所需的迭代次数。最后,我们将ALAD与动态模态分解(DMD)加速方法相结合,表明该方法可以与其他方法相结合,进一步提高优化效率。该方法在航空航天工程中具有广泛的应用前景。
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引用次数: 0
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Aerospace Science and Technology
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