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101.
利用神经网络预报电离层f0F2 总被引:6,自引:3,他引:3
由中国武汉电离层台站和澳大利亚Hobart台站的电离层F2层临界频率(f0F2)的资料,利用三层前向反馈神经网络(BP网络),提出一种提前24h预测f0F2的方法,该方法以前5天观测的f0F2数据拟合的5个系数以及太阳活动参数作为输入,以当天24 h的f0F2作为输出对网络进行训练,训练好的网络可以实现对f0F2提前24 h的预报.预测结果显示,利用神经网络预测的f0F2与实际观测结果变化趋势较一致,并且比IRI的计算结果更加准确.误差分析表明,在南半球Hobart(-42.9°,147.3°)台站比中国武汉站(30.4°,114.3°)的结果要好,在低年比高年要好,在冬夏季节比春秋季节稍好.本文说明利用神经网络对电离层参量进行预报是一种切实可行的方法. 相似文献
102.
N.C. Patel S.P. Karia K.N. Pathak 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2019,63(6):1860-1881
This paper investigated the performance of the latest International Reference Ionosphere model (IRI-2016) over that of IRI-2012 in predicting total electron content (TEC) at three different stations in the Indian region. The data used were Global Positioning System (GPS) data collected during the ascending phase of solar cycle 24 over three low-latitude stations in India namely; Bangalore (13.02°N Geographic latitude, 77.57°E Geographic longitude), Hyderabad (17.25°N Geographic latitude, 78.30°E Geographic longitude) and Surat (21.16°N Geographic latitude, 72.78°E Geographic longitude). Monthly, the seasonal and annual variability of GPS-TEC have been compared with those derived from International Reference Ionosphere IRI-2016 and IRI-2012 with two different options of topside electron density: NeQuick and IRI01-corr. It is observed that both versions of IRI (i.e., IRI-2012 and IRI-2016) predict the GPS-TEC with some deviations, the latest version of IRI (IRI-2016) predicted the TEC similar to those predicted by IRI-2012 for all the seasons at all stations except for morning hours (0500 LT to 1000?LT). This shows that the effect of the updated version is seen only during morning hours and also that there is no change in TEC values by IRI-2016 from those predicted by IRI-2012 for the rest of the time of the day in the Indian low latitude region. The semiannual variations in the daytime maximum values of TEC are clearly observed from both GPS and model-derived TEC values with two peaks around March-April and September-October months of each year. Further, the Correlation of TEC derived by IRI-2016 and IRI-2012 with EUV and F10.7 shows similar results. This shows that the solar input to the IRI-2016 is similar to IRI 2012. There is no significant difference observed in TEC, bottom-side thickness (B0) and shape (B1) parameter predictions by both the versions of the IRI model. However, a clear improvement is visible in hmF2 and NmF2 predictions by IRI-2016 to that by IRI-2012. The SHU-2015 option of the IRI-2016 gives a better prediction of NmF2 for all the months at low latitude station Ahmedabad compare to AMTB 2013. 相似文献
103.
尺寸稳定性是高分七号卫星(GF-7)结构设计的重要使命。针对GF 7结构尺寸稳定性设计需求,开展了影响因素分析,并针对分解指标给出了适用于航天器结构的尺寸稳定性设计和验证流程。首先,在整星结构构型设计的基础上,通过灵敏度分析确定了结构选材方案。随后,针对尺寸稳定性关键件一体化支架,提出了热控设计和结构设计方案。最终,通过舱段级热稳定性试验获得了结构平均热膨胀系数等结构稳定性关键参数,利用经试验结果修正后的有限元模型开展了卫星在轨热变形分析并验证了指标的可实现性。结果表明,GF-7结构设计满足载荷安装面指向变化亚角秒级的尺寸稳定性指标要求。 相似文献
104.
针对0-1线性规划的优化问题,提出一种惩罚函数方法。考虑到0-1线性规划的最优值特征,通过在目标函数中加上惩罚函数,将0-1离散线性规划模型连续化成非线性规划模型,并使用Matlab的Fmincon函数进行求解。经对多个算例的计算,并和其他算法比较,结果表明惩罚函数法的可行性和有效性。将该方法应用于实际的飞机排班问题上,取得比较满意的结果。 相似文献
105.
106.
Sankaran Rajendran Sobhi Nasir 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2014
Remote sensing satellite data plays a vital role and capable in detecting minerals and discriminating rock types for explorations of mineral resources and geological studies. Study of spectral absorption characters of remotely sensed data are under consideration by the exploration and mining companies, and demonstrating the spectral absorption characters of carbonates on the cost-effective multispectral image (rather than the hyperspectral, Lidar image) for easy understanding of all geologists and exploration communities of carbonates is very much important. The present work is an integrated study and an outcome of recently published works on the economic important carbonate rocks, includes limestone, marl, listwaenites and carbonatites occurred in parts of the Sultanate of Oman. It demonstrates the spectral sensitivity of such rocks for simple interpretation over satellite data and describes and distinguishes them based on the absorptions of carbonate minerals in the spectral bands of advanced spaceborne thermal emission and reflection radiometer (ASTER) for mapping and exploration studies. The study results that the ASTER spectral band 8 discriminates the carbonate rocks due to the presence of predominantly occurred carbonate minerals; the ASTER band 5 distinguishes the limestones and marls (more hydroxyl clay minerals) from listwaenite (hydrothermally altered rock) due to the presence of altered minerals and the ASTER band 4 detects carbonatites (ultramafic intrusive alkaline rocks) which contain relatively more silicates. The study on the intensity of the total absorptions against the reflections of these rocks shows that the limestones and marls have low intensity in absorptions (and high reflection values) due to the presence of carbonate minerals (calcite and dolomite) occurred in different proportions. The listwaenites and carbonatites have high intensity of absorptions (low reflection values) due to the occurrence of Mn-oxide in listwaenites and carbonates in carbonatites apart the influence of major carbonate minerals that occurred predominantly in these rocks. The study of ASTER thermal infrared (TIR) spectral bands distinguished the marls have low emissivity of energy due to the presence of hydroxyl bearing alumina-silicate minerals from the other rocks such as limestones, listwaenites and carbonatites which have high emissivity due to the absence of hydroxyl bearing alumina-silicate minerals and the presence of carbonate minerals and carbonates. 相似文献
107.
108.
针对一起非典型的CFM56-7B发动机在空中显示滑油量为零、但落地后显示恢复正常的故障,结合发动机滑油系统工作原理,分析了故障可能的原因及采取的排故措施,排故经验可供其他同类发动机故障的处理借鉴。 相似文献
109.
110.
为提高旋翼非定常气动弹性载荷的分析精度,在刚性旋翼计算流体力学(CFD)方法中引入计算结构动力学(CSD)方法,建立了一套适合于新型桨尖旋翼气动弹性载荷分析的CFD/CSD耦合方法。旋翼流场分析采用NavierStokes/Euler方程作为控制方程,围绕旋翼生成运动嵌套网格。在流场求解中,采用双时间法推进,通量计算采用Jameson中心格式,并采用B-L(Baldwin-Lomax)湍流模型。基于Hamilton变分原理和中等变形梁理论开展桨叶弹性运动变形分析,并发展了一套具有任意转角梁单元的新方法以提高新型桨尖旋翼的动力学分析精度。采用基于代数变换方法的网格变形策略,建立了一套CFD/CSD松耦合方法,桨叶运动变形和旋翼气动力信息通过流固交接面传递。首先分别对CSD和CFD模块进行了验证,然后计算了UH-60A旋翼在高速前飞状态下的气动弹性载荷,并与试验值进行了对比,最后重点对旋翼桨尖形状进行了参数分析。计算结果表明,相比于升力线理论和刚性旋翼CFD方法,CFD/CSD耦合方法可以显著提高旋翼非定常气动弹性载荷的分析精度,并能更准确地反映新型桨尖旋翼的气动弹性耦合效应;同时采用后掠桨尖在桨叶前行侧30°~90°方位角范围可以显著降低激波强度,有利于改善旋翼的气动特性。 相似文献