基于卷积神经网络的运载火箭测发网络流量异常检测技术

运载火箭测发网络是维系各型号运载火箭远距离测试及发射控制的重要国防基础设施,对测发网络流量进行异常检测是保证其正常工作的关键举措。近年来,随着测发网络功能的拓展,其面临的网络安全威胁越来越严重,而当前的安全检测主要依赖于基于异常特征库匹配的流量异常检测方法,这种检测方法对一些新型攻击检测能力非常有限。本文结合运载火箭测发网络实际特点,针对以使用用户数据报协议(UDP)为主的测发网络流量,设计一种新的基于固定数据包数目的流量图片样本生成方法,首次提出在测发网络流量异常检测问题上使用卷积神经网络,以原始网络流量作为输入,避开难以解决的人工特征集设计问题。通过测发网络真实网络流量数据进行实验,取得了较高的精度、召回率和准确率,验证了本方法具备一定的实用性。     

卫星在轨失效统计分析

从故障影响的设备、范围、时间特性等方面,对20世纪70年代以来国内外卫星272次典型在轨故障进行了分析。研究发现,发生故障的设备和发生故障的时间等都存在明显的规律性。对这些故障特性的深入研究可以制定针对性的故障防护措施,以降低卫星故障的发生率,并有助于在故障发生后采取及时正确的措施以避免灾难性后果。基于上述研究,文章给出了卫星设计过程中有效规避故障的一些建议,以提高卫星的在轨存活率。     

自适应滤波在磁暴期间地磁导航中的应用

对磁暴期间巡航导弹巡航段的地磁导航问题进行了讨论。针对地磁导航在磁暴期间常规卡尔曼滤波容易发散的问题,提出了一种基于Sage\|Husa自适应卡尔曼滤波的地磁导航算法。算法根据新息的变化自适应调整测量噪声矩阵,消除了磁暴影响,提高了滤波稳定性。仿真表明在选择合适的遗忘因子基础上,即使在磁暴最剧烈的时间段,采用自适应卡尔曼滤波仍能保证一定的精度,定位精度在200m以内,满足巡航导弹中程制导的精度要求。     

自由段弹道扰动引力计算的球谐函数极点变换

为提高弹道导弹自由段扰动引力赋值速度,提出了自由段扰动引力计算的球谐函数极点变换一般方法。重点针对轨道动量矩与天球交点为极点及主动段关机点为极点两种情况,推导了考虑侧向偏差和地球旋转修正的扰动引力计算的球谐函数极点变换模型。仿真分析表明:从落点偏差来看,前者扰动引力计算相对误差为1.89%,后者为6.07%,满足诸元和制导精度要求。     

高能电子对地球同步轨道卫星的影响分析

为了厘清在轨GEO(Geosynchronous Earth Orbit,地球同步轨道)卫星不时出现异常的原因,提高卫星执行任务的可靠性,首先从机理上介绍了空间环境中的地球辐射带及高能电子的情况,引出GEO卫星所处恶劣空间环境的现实;其次基于我国SEPC(Space Environment Prediction Center,国家空间环境预报中心)以及NSMC(National Satellite Meteorological Center,国家卫星气象中心)的空间环境月报资料,结合某GEO环境业务卫星故障的实际数据,经统计归纳,分析得出了地球辐射带中的高能电子是导致GEO卫星发生故障的主要原因;最后按照事例技术分析、常规按需预报和特殊情况下的实时预报等3个层次对高能电子预报方法进行了初步探讨。通过分析可以看出,为提高卫星完成任务的可靠性、降低长期管理风险,需要加强GEO卫星所处空间环境高能电子的预报工作。     

The use of Gaussian equations of motions of a satellite for local gravity anomaly recovery

The orbital elements of a low Earth orbiting satellite and their velocities can be used for local determination of gravity anomaly. The important issue is to find direct relations among the anomalies and these parameters. Here, a primary theoretical study is presented for this purpose. The Gaussian equations of motion of a satellite are used to develop integral formulas for recovering the gravity anomalies. The behaviour of kernels of the integrals are investigated for a two-month simulated orbit similar to that of the Gravity field and steady-state ocean circulation explorer (GOCE) mission over Fennoscandia. Numerical investigations show that the integral formulas have neither isotropic nor well-behaved kernels. In such a case, gravity anomaly recovery is not successful due to large spatial truncation error of the integral formulas. Reformulation of the problem by combining the orbital elements and their velocities leads to an integral with a well-behaved kernel which is suitable for our purpose. Also based on these combinations some general relations among the orbital elements and their velocities are obtained which can be used for validation of orbital parameters and their velocities.     

Local-time variations of geomagnetic disturbances during intense geomagnetic storms and possible association with their interplanetary causes

In the present paper the local-time variations in the disturbance of the geomagnetic-field horizontal component (H) for eight intense geomagnetic storms that occurred during the descending phase of solar cycle 23 have been analyzed. The study was based on the plot of contour lines of the H-depletion intensity in the plane local time versus universal time (LT–UT maps) with the objective of observing how the morphology and evolution of the ring current is mapped into the surface of the Earth in presence of intense geomagnetic storms.     

暴时极光区热层大气焦耳加热与F区电离耗空的EISCAT雷达观测

利用ＥＩＳＣＡＴ雷达探测数据，分析计算了太阳活动高年夏季发生的一次强磁暴期间，极光区电离层对流电场、电导率以及焦耳加热速率等着重考察了Ｅ区热怪大气焦耳加热和Ｆ区离子摩擦增温与Ｆ区电子密度耗空的关系发现在下午东向极光电集流期间，电子密度最大耗空出现在Ｆ区３００－３２５ｋｍ高度，时间恰在积分的Ｅ区大气焦耳加热量大值和Ｆ区最大离子增温之后５－１０ｍｉｎ，耗空率达７０％。     

Moderate geomagnetic storms and their ionospheric effects at middle and low latitudes

This paper reports the global response of the mid high and low latitude ionosphere in four longitudinal sectors to two moderate geomagnetic storms that occurred during 2007 (the more intense storms occurred that year). The results obtained during these storms show that the ionospheric effects in general are not moderate in magnitude, showing an important degree of complexity as during intense storms. The outstanding features produced during the storms are significant positive storm effects at mid-high latitudes during the main phase/first part of the recovery, positive effects after the onset of the storm followed by negatives effects at middle latitudes and delayed positive effects during the night-time hours in the trough of the equatorial anomaly (“dusk” effect). Possible physical mechanisms for controlling the morphology of the ionosphere during these events are considered.