Efficient Feature Extraction Using Apache Spark for Network Behavior Anomaly Detection

Extracting and analyzing network traffic feature is fundamental in the design and implementation of network behavior anomaly detection methods. The traditional network traffic feature method focuses on the statistical features of traffic volume. However, this approach is not sufficient to reflect the communication pattern features. A different approach is required to detect anomalous behaviors that do not exhibit traffic volume changes,such as low-intensity anomalous behaviors caused by Denial of Service/Distributed Denial of Service(Do S/DDo S)attacks, Internet worms and scanning, and Bot Nets. We propose an efficient traffic feature extraction architecture based on our proposed approach, which combines the benefit of traffic volume features and network communication pattern features. This method can detect low-intensity anomalous network behaviors and conventional traffic volume anomalies. We implemented our approach on Spark Streaming and validated our feature set using labelled real-world dataset collected from the Sichuan University campus network. Our results demonstrate that the traffic feature extraction approach is efficient in detecting both traffic variations and communication structure changes.Based on our evaluation of the MIT-DRAPA dataset, the same detection approach utilizes traffic volume features with detection precision of 82.3% and communication pattern features with detection precision of 89.9%. Our proposed feature set improves precision by 94%.     

半刚性基层沥青路面非连续结构强迫振动声效

为了无损、快速地识别半刚性基层沥青路面的结构非连续状态,实现病害预警和预养护,对冲击作用下路面板体强迫振动机理及其振动噪声特征进行了分析,并对单自由度路面系统的强迫振动微分方程进行求解.研究表明:因土基沉降、低温施工、压实不足等原因,沥青路面将产生结构内部及层间非连续病害；而非连续状态下的板体强迫振动噪声特征对冲击加载...     

中尼公路卡如滑坡成因分析和治理工程措施

以中尼公路卡如滑坡为例,详细地分析了该滑坡的变形特征及成因机制。研究表明,地形及滑坡体的物质组成特征是滑坡的地质基础,大量降雨是滑坡的促进因素,公路修建对滑坡前部的开挖是滑坡的直接诱发因素。针对卡如滑坡的特点,提出了相应的治理工程措施。     

激光相变热处理对TC４电子束焊缝残余应力的影响

利用CO２激光相变热处理技术对TC４钛合金电子束焊缝进行了处理,研究了激光功率、光斑直径、 辅助气体等激光工艺参数对电子束焊缝残余应力分布的影响。实验结果表明,激光相变热处理改善了焊缝残余 应力的分布,使焊缝表面残余应力由拉应力转变为压应力,其压应力值随着激光功率的增加而增大,随着激光 光斑直径的减小而增加;辅助气体为O２时残余压应力值比辅助气体为N２大３０～４０MPa,激光相变热处理显著 提高了TC４钛合金电子束焊缝的残余压应力及其使用寿命。     

均匀棒纯纵向运动初值问题混合有限元方法的H(div)模误差估计

笔者继续考虑均匀棒纯纵向运动初值问题的混合有限元方法[1],利用广义混合椭圆投影的误差估计,给出了H(div)模最优误差估计,使得该问题得到进一步的解决.     

Rolling-induced microstructure change in Zr_（65）Al_（7.5）Ni_（10）Cu_（12.5）Ag_5 bulk metallic glass

The microstructures and free-volume evolutions of as-cast and pre-annealed Zr65Al7.5Ni10Cu12.5Ag5 bulk metallic glasses during rolling deformation have been investigated. No phase transformation is detected in the as-cast/rolled specimen. However,the structural stability of the glass against plastic deformation is worse after pre-annealing,indicated by nanocrystallization in preannealed/rolled specimens with large deformation degrees. Moreover,with increasing deformation degree,the free-volume content in a pre-annealed/rolled specimen increases at a lower average rate than that in an as-cast/rolled specimen.     

曹妃甸海域磷酸盐容量控制

首先,建立曹妃甸海域潮流和污染物输运数学模型,并用实测资料对模型进行验证;然后,应用验证好的数学模型,计算六种典型水文条件(洪季大、中、小潮,枯季大、中、小潮)下该海域8个河流排污口和曹妃甸围填区混合区半径上的磷酸盐浓度,并与功能区要求的水质标准进行比较分析;最后,计算出磷酸盐的允许排放量和削减率.结果表明:磷酸盐超标的枯季为陡河和沙河,洪季为双龙河和围填区,应加强对这些河流相应季节磷酸盐排放量的控制.     

住宅建筑异形柱框架结构设计探讨

为适应住宅平面灵活布置,异形柱框架结构是一种较好的结构形式。文章详细阐述了异形柱框架的受力性能,分析了异形柱结构设计的计算方法,对设计实际工程中异形柱结构构造措施等方面进行了探讨,供广大工程设计人员参考。     

Structures of APC/C(Cdh1) with substrates identify Cdh1 and Apc10 as the D-box co-receptor

The ubiquitylation of cell-cycle regulatory proteins by the large multimeric anaphase-promoting complex (APC/C) controls sister chromatid segregation and the exit from mitosis. Selection of APC/C targets is achieved through recognition of destruction motifs, predominantly the destruction (D)-box and KEN (Lys-Glu-Asn)-box. Although this process is known to involve a co-activator protein (either Cdc20 or Cdh1) together with core APC/C subunits, the structural basis for substrate recognition and ubiquitylation is not understood. Here we investigate budding yeast APC/C using single-particle electron microscopy and determine a cryo-electron microscopy map of APC/C in complex with the Cdh1 co-activator protein (APC/C(Cdh1)) bound to a D-box peptide at ～10 ? resolution. We find that a combined catalytic and substrate-recognition module is located within the central cavity of the APC/C assembled from Cdh1, Apc10--a core APC/C subunit previously implicated in substrate recognition--and the cullin domain of Apc2. Cdh1 and Apc10, identified from difference maps, create a co-receptor for the D-box following repositioning of Cdh1 towards Apc10. Using NMR spectroscopy we demonstrate specific D-box-Apc10 interactions, consistent with a role for Apc10 in directly contributing towards D-box recognition by the APC/C(Cdh1) complex. Our results rationalize the contribution of both co-activator and core APC/C subunits to D-box recognition and provide a structural framework for understanding mechanisms of substrate recognition and catalysis by the APC/C.