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31.
《中国航空学报》2020,33(6):1573-1588
An efficient method employing a Principal Component Analysis (PCA)-Deep Belief Network (DBN)-based surrogate model is developed for robust aerodynamic design optimization in this study. In order to reduce the number of design variables for aerodynamic optimizations, the PCA technique is implemented to the geometric parameters obtained by parameterization method. For the purpose of predicting aerodynamic parameters, the DBN model is established with the reduced design variables as input and the aerodynamic parameters as output, and it is trained using the k-step contrastive divergence algorithm. The established PCA-DBN-based surrogate model is validated through predicting lift-to-drag ratios of a set of airfoils, and the results indicate that the PCA-DBN-based surrogate model is reliable and obtains more accurate predictions than three other surrogate models. Then the efficient optimization method is established by embedding the PCA-DBN-based surrogate model into an improved Particle Swarm Optimization (PSO) framework, and applied to the robust aerodynamic design optimizations of Natural Laminar Flow (NLF) airfoil and transonic wing. The optimization results indicate that the PCA-DBN-based surrogate model works very well as a prediction model in the robust optimization processes of both NLF airfoil and transonic wing. By employing the PCA-DBN-based surrogate model, the developed efficient method improves the optimization efficiency obviously. 相似文献
32.
100 kWe级空间快堆核电源系统仿真平台开发与应用 总被引:2,自引:2,他引:0
空间核反应堆电源作为一种具有竞争力的空间电源方案,正逐渐受到关注及应用。本文针对一个100 kWe级锂冷快堆耦合布雷顿循环的空间堆核动力系统方案,修改了RELAP5程序中的物性程序、换热模型,程序中的中子动力学模块使用蒙特卡洛方法计算快堆物理参数与堆芯控制调节参数,由此集成并建立一个空间快堆核动力系统综合仿真平台,应用该平台对100 kWe级空间堆核动力系统进行了稳态模拟与事故分析。结果表明:在瞬态发生后系统各参数变化符合预期,验证了各部件及控制系统的功能性及有效性;同时,还初步进行了仿真平台用于100 kWe级空间反应堆核动力系统设备的设计优化的实践,为空间快堆设计与安全分析提供了技术储备。 相似文献
33.
针对现有测试性增长模型忽略了测试性设计缺陷的修正延时过程,进而导致测试性增长模型(TGM)跟踪与预计精度低的问题,提出了一种考虑测试性设计缺陷修正延时的测试性增长模型建模理论与方法。首先分析测试性设计缺陷识别与修正之间的延时机理,得到剩余测试性设计缺陷(TDL)具有先增后减的铃形变化趋势;在此基础上,分别以Gamma、Raleigh和Delay-S 3种曲线拟合剩余测试性设计缺陷(RTDL)变化趋势,研究建立基于以上3种曲线考虑修正延时的测试性增长模型;最后,以某机载稳定跟踪平台测试性增长试验数据验证测试性增长模型拟合、跟踪及预计效能。研究结果表明:基于该测试性增长试验数据,Gamma曲线可以精确地拟合剩余测试性设计缺陷变化规律,测试性增长模型跟踪和预计精度可达到10-2数量级。 相似文献
34.
叶片飞脱下转子动力学响应实验 总被引:3,自引:2,他引:1
为了研究大涵道比涡扇发动机叶片飞脱时动力学响应,更好地进行发动机安全性设计,根据相似理论设计了包含叶片飞脱装置的突加不平衡实验系统并进行了实验验证。研究结果表明:设计的突加不平衡实验系统,与某型验证机相似度高,代表性强,能够有效可控地进行突加不平衡实验,重复性好,机理清晰且飞脱不平衡量大,能够真实地模拟发动机叶片飞脱响应。通过实验发现,当大突加不平衡发生时,频谱出现超次谐波并且冲击系数由于挤压油膜阻尼器限幅作用并不呈现线性关系,因而在后续研究中还应注意限幅导致的碰摩问题。 相似文献
35.
为满足发动机高空试验低流速进气条件下空气流量精确测量,减小进气导管气流附面层影响,弱化空气流量测量与被试发动机相关性。分析了单件/组合临界流文丘里喷嘴的工作特性,给出了组合临界流文丘里喷嘴(ACFVN)空气流量计算方法,依据给定试验发动机和高空舱尺寸设计了临界流文丘里喷嘴组合结构,得到了组合临界流文丘里喷嘴在高空舱应用的控制方法和测试布局。采用小尺寸喷嘴对组合喷嘴设计和应用方法进行了验证,结果表明:采用打开/关闭喷嘴数量和调节进气压力两种组合方式在高空舱内应用方法可行,测试布局满足测量要求,下游发动机进口截面气流紊流度优于0.3%,满足发动机高空模拟试验要求。 相似文献
36.
37.
Zhenli CHEN Minghui ZHANG Yingchun CHEN Weimin SANG Zhaoguang TAN Dong LI Binqian ZHANG 《中国航空学报》2019,32(8):1797-1827
Civil aviation faces great challenges because of its robust projected future growth and potential adverse environmental effects. The classical Tube-And-Wing(TAW) configuration following the Cayley's design principles has been optimized to the architecture's limit, which can hardly satisfy the further requirements on green aviation. By past decades' investigations the BlendedWing-Body(BWB) concept has emerged as a potential solution, which can simultaneously fulfill metrics of noise, emission and fuel burn. The purpose of the present work is to analyze the developments of critical technologies for BWB conceptual design from a historical perspective of technology progress. It was found that the high aerodynamic efficiency of BWB aircraft can be well scaled by the mean aerodynamic chord and wetted aspect ratio, and should be realized with the trade-offs among stability and control and low-speed performance. The structure concepts of non-cylinder pressurized cabin are of high risks on weight prediction and weight penalty. A static stability criterion is recommended and further clear and adequate criteria are required by the evaluations of flying and handling qualities. The difficulties of propulsion and airframe integration are analyzed. The energy to revenue work ratios of well-developed BWB configurations are compared,which are 31.5% and 40% better than that of TAW, using state-of-art engine technology and future engine technology, respectively. Finally, further study aspects are advocated. 相似文献
38.
Space deployable structures with large calibers, high accuracy, and large folding ratios are indispensable equipment in the aerospace field. Given that the single-DOF 3RR-3RRR deployable unit cannot be fully folded, this study proposes a 3UU-3URU deployable unit with two kinds of DOF: folding movement and orientation adjustment. First, based on the G-K formula, the DOF of the 3UU-3URU unit is analyzed. Then, the 3UU-3URU unit is used to construct a deployable truss antenna with a curved surface, and the DOF of the whole deployable antenna containing multiple 3UU-3URU units is calculated. The structural design of a deployable antenna with two loops is carried out with specific parameters and geometric relations. Next, a DOF simulation of a basic combination unit composed of three 3UU-3URU units is performed. Finally, a prototype of the basic combination unit is manufactured, and the DOF of the mechanism is experimentally verified. 相似文献
39.
40.
Contingency target assessment,trajectory design,and analysis for NASA’s NEA scout solar sail mission
James B. Pezent Rohan Sood Andrew Heaton 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2021,67(9):2890-2898
The presented study examines contingency target selection and trajectory design for NASA’s Near-Earth Asteroid Scout mission under the assumption of a missed lunar gravity assist. Two previously considered asteroids are selected as potential targets for the given scenario based on favorable orbital characteristics for launch dates ranging from June 27, 2020 through July 26, 2020. Initially, a simplified circular restricted 3-body problem + ideal solar sail model is utilized to survey trajectory options for a month-long launch window. Selected solutions from this data set are then converged in an N-body ephemeris + non-ideal sail model. Results suggest that NEA Scout can still perform asteroid rendezvous mission under the missed lunar gravity assist scenario with new targets, 2019 GF1, 2018 PK21, and 2007 UN12, based on the target launch dates. Further target assessment is carried out for 165 days beyond the current June 27, 2020 launch date. 相似文献