基于迁移学习的小样本DGA恶意域名检测方法

域名生成算法（DGA）存在变化多、部分类别样本难获取的特点,使得采用传统机器学习的恶意域名检测模型准确性不高。提出一种基于迁移学习和多核CNN的小样本DGA恶意域名检测模型。该模型将目标域名映射到向量空间中,使用样本充足的DGA种类进行预训练,并迁移预训练得到的参数到小样本检测模型。采用多核CNN小样本分类模型根据发音习惯进行域名特征提取并分类。通过实验对比发现,无知识迁移的小样本分类模型只有11类域名准确率超过92%,经过迁移学习的多核CNN模型20类准确率超过92%,11类准确率超过97%,检测效果接近数据充足时的分类效果。     

碳纳米管受介电泳作用三维运动仿真

利用溶于介电液中的碳纳米管在外加交变电场作用下极化产生介电泳力和液体粘滞阻力的共同作用,建立了碳纳米管受力和运动模型;对碳纳米管的运动过程进行了仿真,得到了碳纳米管从特定初始点开始的三维运动轨迹和可以实现组装的碳纳米管初始点分布区域.计算了碳纳米管运动过程中所受介电泳力和速度的变化规律,距离电极间隙越近,碳纳米管受力和速度越大,最大分别能达到10^-9 N和10⁵μm/s的数量级.仿真结果为碳纳米管介电电泳组装提供指导.     

分析空管人为差错的重要模型

空中交通管理系统是航空运输系统的重要组成部分,人在空管系统中占据了重要地位,研究结果表明很多的空管事故是人因素造成的,本文先简单分析人为差错相关知识,重点分析空管人为差错的重要模型,希望能为空中交通安全提供一些参考。     

Effect of rubber particles on cement stabilized gravel system

The primary objective of this paper was to study the mechanical properties and durability of the cement stabilized gravel by different compact method. The influence of rubber particle content on mechanical properties of samples was studied by compaction tests and freezing thawing recycle tests. Pore structure and fractal characteristic of mixture were analyzed quantitatively using mercury intrusion porosimetry （MIP）. X-ray diffraction （XRD） was adopted to identify the composition phases. The morphology analysis in micro scale and elemental analysis of samples were carried out by scanning electron microscope （SEM）. The optimum compressive strengths of rubber cement stabilized gravel （RCSG） with static compaction method and with vibratory compaction method were obtained by controlling compaction degree and vibration time, respectively. From the compaction tests, the vibratory compaction method is preferred compared with the static compaction method as better compressive strength can be improved by about 340%-360%. Besides, test results also reveal that compressive strength of samples with vibratory compaction method or static compaction method will decrease with the rubber particle bulk content increasing. The freezing thawing recycle tests indicate that freezing thawing resistance has been improved （frozen stability coefficient K has been increased from 0.89 to 0.97） by the addition of rubber particles. MIP tests show that the mean pore diameter and porosity of mixture have been increased from 70 to 250 nm and 9% to 24% respectively, with the rubber particles content increasing. Component analysis shows that the calcium silicate hydrate （CSH） is the predominant hydrate product with or without the addition of rubber particles.     

导热填料对HDPE/石蜡定形相变材料性能的影响

采用熔融共混技术,在高密度聚乙烯（HDPE）/石蜡定形相变材料中添加普通石墨、氧化膨胀石墨、超声膨胀石墨以及膨胀石墨（EG）4种导热填料制备导热定形相变材料（PCM）。SEM图表明导热填料可以与HDPE、石蜡均匀混合。添加导热填料后定形相变材料的渗漏率有增大的趋势,但添加普通石墨和超声膨胀石墨时,渗漏率随导热填料含量的增加而增加,添加氧化膨胀石墨和EG时,PCM的渗漏率随导热填料含量的增加而降低。定形相变材料中添加导热填料时其热导率有显著提高。添加EG时,定形相变材料的热导率提高最多,提高率达144.7%。     

针对控制保护逻辑的网络安全攻击对燃煤发电机组汽轮机运行的危害研究

汽轮机是燃煤发电机组的三大主设备之一,而汽轮机控制保护逻辑是实现汽轮机主要控制和保护功能的载体,可能成为网络安全攻击的目标.本文通过介绍控制保护逻辑的基本原理及其工程实现,提出了一种针对汽轮机控制保护逻辑的网络安全攻击方法,并分析了网络安全攻击对汽轮机运行的危害,最后通过基于仿真实验平台的网络安全攻击实验,验证了针对控制保护逻辑的网络安全攻击能够危害汽轮机的正常运行,提出了强化控制系统通信鉴权的建议.     

Bioactivity of mica/apatite glass ceramics

The bioactivity of mica/apatite glass ceramic composites, including the in vitro behavior in simulated body fluid and the histological appearance of the interface between the mica/apatite glass ceramics and the rabbit mandible defect in vivo under a dynamic condition. The results show that biological apatite layer forms on the surface of the mica/apatite glass ceramics after l d of immersion in the simulated body fluid, and becomes dense after 14 d. In vivo tests indicate that bone formation occurs after implantation for 14 d, and strong bonding of bone to the implant occurs after 42 d. No aseptic loosening occurs during 42 d of implantation. The finding shows that mica/apatite glass ceramics have good bioactivity and osteoconductivity for constructing bone graft, and can be promising for biomedical application.     

铸件曲面及其模型曲面逆向工程并行设计技术

研究目的是通过逆向工程方法实现铸件曲面及其模型曲面的并行设计。已知与铸件安装配合的曲面数据及铸件各截面厚度,确定铸件的加工变形和加工余量后,分别求出铸件曲面和模型曲面的离散有序数据作为神经网络的样本数据。建立RBF神经网络拓扑结构,利用神经网络拟合铸件曲面和模型曲面,实现两种曲面的并行设计,曲面精度高,计算速度快。通过实例证明该方法可以实现曲面的并行设计,缩短研制和设计周期,提高效率。     

带内筋筒形件强力旋压成形试验研究

通过选取不同的壁厚减薄率和旋轮进给比作为工艺参数，利用双旋轮强力旋压机对带内筋筒形件作旋压加工实验。根据实验结果分析了各种生产缺陷产生的原因，并提出了一定的解决办法，从而为减少大规模生产的经济损失，生产出合格的工件提供了理论和实践依据。