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981.
精确模拟湍流流动是学术界和工业界均普遍关注的问题。采用数据驱动湍流建模的思路,建立了基于离散伴随方法的流场反演框架。通过为SA模型涡黏性输运方程的生成项乘以非均匀分布的系数,并利用有限的观测数据对该系数进行推断,实现对SA模型的修正。为了提高带有物理约束的离散伴随优化的效率,发展了约束增广的伴随方法,其高效性在本文得到了验证。选取了结冰翼型和周期山2个分离算例进行分析,所得结果在2个算例中均能以很高的精度拟合观测数据,并能借助湍流模型的修正将有限的观测信息泛化到整个流场。分析表明,流场反演所推断出的修正区域具有较为明确的物理意义,能够指导湍流模型的进一步改进。 相似文献
982.
航天器遥测数据的实时异常检测对于航天任务具有重要意义。以往方法大都考虑规则采样且缺失率较低的时序数据,然而航空时序数据具有维度大、噪声多、缺失率高、采样间隔不规则等特点,因此异常检测任务较为困难。针对非规则采样且具有缺失值的多维航空时序数据提出非规则采样多维时序数据异常检测(IMAD)算法。首先,采用带有可训练迟滞项的门控循环单元(GRU-D)对缺失值和非规则采样的时序数据进行建模;然后,采用变分自编码器建立随机性模型,学习正常时序数据的分布,从而对噪声数据具有鲁棒性;最后,利用基于极值理论的自适应阈值确定法确定合适阈值进行异常检测。结果显示,在两个真实航空时序数据集上,IMAD具有超出当前最新异常检测算法的性能;多个实验表明,IMAD在缺失率、参数以及数据集变化时,能够维持较好的异常检测效果,具有较强的鲁棒性。 相似文献
983.
意图识别在人机交互(HCI)领域受到广泛关注,传统人机交互意图识别方法单纯依靠脑电(EEG)或眼动数据,不能很好地利用2种方法优点。为此,提出了一种融合脑电和眼动数据的人机交互意图识别方法,通过采集脑电和眼动信号,进行特征提取,输入机器学习模式识别网络进行意图识别,并基于Dempster-Shafer (D-S)证据理论进行决策层融合得出最终识别结果。招募了20名有效受试者进行交互意图识别实验,结果表明,基于脑电和眼动信号的人机交互意图识别方法识别准确率高于单纯依靠脑电和眼动数据的方法,可为下一步飞行器和武器系统人机交互系统自适应设计提供理论依据和技术支持。 相似文献
984.
软件定义网络(SDN)为突破机载网络功能僵化所造成的瓶颈提供了新的契机。针对软件定义机载网络控制域内控制节点故障问题,提出一种基于时延和负载均衡的传输节点迁移策略,将故障控制节点所管控数据平面中的传输节点迁移至其他正常控制节点,恢复网络的正常管控。以迁移时延和负载均衡率为目标,建立迁移优化模型,提出基于时延和负载均衡的传输节点迁移算法,指导数据平面中的迁移动作,最终对两个性能目标进行综合权衡。实验结果表明,与距离就近迁移(DCM)策略和分布式逐跳(DHA)策略相比,所提策略在迁移时延和负载均衡率2个方面进行了合适的折中,避免出现迁移时延过大或控制节点负载失衡的情况,有效解决机载网络故障恢复问题。 相似文献
985.
研究了扰动后的电离层对不同波段的电磁波传播的影响,并探讨了该项技术在通信对抗上的具体应用。结果表明:受扰电离层可以引导VLF波进行"哨声模式"传播,进而实现对潜通信;可以使得HF波传播轨迹发生偏转、逃逸、聚焦和散焦,进而实现短波干扰;可以降低卫星通信频率,进而利用新波段实现卫星保密通信,同时还能产生透镜效应,对实现卫星通信的VHF电波产生额外增益,增强通信效果。 相似文献
986.
The effects of a hot jet on detonation initiation and propagation in supersonic combustible mixtures has been studied with two-dimensional numerical simulations with the open-source program AMROC that uses a block-structured adaptive mesh refinement method. Results indicate that the hot jet could ignite the detonation effectively in supersonic combustible mixtures like a pneumatic ramp. After the realization of the detonation initiation, the hot jet can still play an important role on the detonation propagation during its continuous ejection. For a hot jet with certain diameter, it can result in an overdriven detonation with almost constant overdrive degree. After the shutdown of the hot jet, the stable CJ detonation combustion was realized finally in the supersonic combustible mixtures. With the re-ejection of the hot jet, the failed detonation could be reinitiated quickly. Through the control of the re-ejection of the hot jet, it plays a key role not only in the initiation process, but also in the subsequent continuous detonation combustion period. 相似文献
987.
Hongru Chen Huixin Liu Toshiya Hanada 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2014
Upper atmospheric densities during geomagnetic storms are usually poorly estimated due to a lack of clear understanding of coupling mechanisms between the thermosphere and magnetosphere. Consequently, the orbit determination and propagation for low-Earth-orbit objects during geomagnetic storms have large uncertainties. Artificial neural networks are often used to identify nonlinear systems in the absence of rigorous theory. In the present study, an attempt has been made to model the storm-time atmospheric density using neural networks. Considering the debate over the representative of geomagnetic storm effect, i.e. the geomagnetic indices ap and Dst, three neural network models (NNM) are developed with ap, Dst and a combination of ap and Dst respectively. The density data used for training the NNMs are derived from the measurements of the satellites CHAMP and GRACE. The NNMs are evaluated by looking at: (a) the mean residuals and the standard deviations with respect to the density data that are not used in training process, and (b) the accuracy of reconstructing the orbits of selected objects during storms employing each model. This empirical modeling technique and the comparisons with the models NRLMSIS-00 and Jacchia-Bowman 2008 reveal (1) the capability of neural networks to model the relationship between solar and geomagnetic activities, and density variations; and (2) the merits and demerits of ap and Dst when it comes to characterizing density variations during storms. 相似文献
988.
Sudipta Sasmal Sujay Pal Sandip K. Chakrabarti 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2014
To examine the quality and propagation characteristics of the Very Low Frequency (VLF) radio waves in a very long propagation path, Indian Centre for Space Physics, Kolkata, participated in the 27th Indian scientific expedition to Antarctica during 2007–2008. One Stanford University made AWESOME VLF receiving system was installed at the Indian Antarctic station Maitri and about five weeks of data were recorded successfully from the Indian transmitter VTX and several other transmitting stations worldwide. The quality of the signal from the VTX transmitter was found to be very good, consistent and highly stable in day and night. The signal shows the evidences of the presence of the 24 h solar radiation in the Antarctic region during local summer. Here we report the both narrow band and broadband VLF observations from this site. The diurnal variations of VTX signal (18.2 kHz) are presented systematically for Antarctica path and also compared the same with the variations for a short propagation path (VTX-Kolkata). We compute the spatial distribution of the VTX signal along the VTX-Antarctica path using the most well-known LWPC model for an all-day and all-night propagation conditions. The calculated signal amplitudes corresponding to those conditions relatively corroborate the observations. We also present the attenuation rate of the dominant waveguide modes corresponding to those propagation conditions where the effects of the Antarctic polar ice on the attenuation of different propagating waveguide modes are visible. 相似文献
989.
As the complexity of flight missions continues to increase, sending a timely warning or providing assistance to pilots helps to reduce the probability of operational errors and flight accidents. Monitoring pilots’ physiological data, real-time evaluation of mission load is a feasible technical way to achieve this. In this paper, a set of flight tasks including aircraft control, humancomputer interaction and mental arithmetic tests are designed to simulate five mission loads at different flight d... 相似文献
990.
朱清妍 《长沙航空职业技术学院学报》2005,5(3):48-52
根据自然界中相互熟悉程度较高的是一类的特点,提出举手表决法。举手表决法需要的参数较少,且分类之前不需要定义类的个数。通过使用举手表决法进行基因分类时,得到较好的结果,从而反过来证明举手表决法在分类方面具有可行性。 相似文献