基于注意力机制的GRU神经网络安全态势预测方法

传统的网络安全态势预测方法依赖于历史态势值的准确性,并且各种网络安全因素之间存在相关性和重要程度差异性。针对以上问题,提出一种基于注意力机制的循环门控单元(recurrent gate unit, GRU)编码预测方法,该方法利用GRU神经网络挖掘网络安全态势数据之间的时间相关性;引入注意力机制计算安全指标的分配权重并将其编码为网络安全态势值;利用改进的粒子群优化(particle swarm optimization, PSO)算法进行超参数寻优,以加速GRU神经网络的训练。仿真分析表明,所提方法具有更快的收敛速度和较低的复杂度,并且在不同的预测时长下具有较小的均方误差和平均绝对误差。     

加快建设国家科研论文和科技信息高端交流平台

构建国家科研论文和科技信息高端交流平台是加强国家战略科技力量的重要举措之一.在系统梳理我国科研论文和科技信息交流平台建设现状的基础上,指出目前存在资源分散、规模尚小、重复建设、开放度低、专业性不足、功能不完善、交流不通畅等问题,缺乏吸纳全球科研成果的平台或载体,难以从创新链和产业链的角度整合技术供给体系,进而提出整合国家战略科技资源、构建系统深入的开放交流机制、提升交流平台的建设水平、充分发挥竞争情报人员作用和建立健全科研评价体系等对策建议,为我国未来高端交流平台的建设提供有益启示.     

弹簧压并状态下悬架减振器绕流涡旋特性分析

为研究汽车行驶过程中减振器弹簧压并状态下翼子板内流场特性的变化,将该状态下的减振器简化为三维变截面圆柱模型,并建立变截面圆柱绕流三维流场模型,利用Transition SST四方程转捩模型模拟低、中、高3种车速对大、小圆柱绕流涡旋特性的影响.结果表明:绕流后尾涡的大小、形态、上升角均受圆柱直径、雷诺数及边界条件的影响,在变截面处验证“下洗”运动对N区边缘涡生长的直接作用及对L区涡旋分布的干扰作用;3种流速下适合绕流涡旋振动压电能量回收的最优夹角分别为±10°,±15°,±20°;在有界的高雷诺数流场下对变截面圆柱绕流涡旋重新分区,发现新的涡旋连接方式.     

DNA甲基转移酶抑制剂DAC对AcMNPV感染的影响

通过DNA甲基转移酶抑制剂DAC(地西他滨,decitabine)改变DNA甲基化水平,研究杆状病毒苜蓿银纹夜蛾核型多角体病毒(Autographa californica multicapsid nucleopolyhedrovirus,AcMNPV)DNA的甲基化与病毒复制和基因表达调控的关系。通过流式细胞术和病毒mRNA的Real-time PCR检测发现,低浓度DAC(30nmol/L)处理细胞后会使报告基因绿色荧光蛋白基因(Green fluorescent protein gene,gfp)的表达提前,且表达水平明显上升。对低浓度DAC处理组和对照组产生的病毒效价监控表明,低浓度DAC的存在可以提高病毒的效价。经连续DAC处理,在第六代细胞中生产的AcMNPV多角体感染甜菜夜蛾后,幼虫死亡率明显高于对照组。这些结果表明,DAC对杆状病毒DNA复制和基因表达具有一定作用。     

基于ABAQUS的预制装配式RC板缝连接受力分析

全预制装配式RC楼盖之间的板缝连接是预制楼盖连接的重要节点,基于有限元分析软件ABAQUS对采用发卡式连接的预制板进行受力分析,得出在单轴受拉和单轴受压状态下的受力结果。     

高校辅导员工作践行群众路线的切入点探析

对于高校辅导员工作而言,坚持群众路线思想,就是坚持一切为了学生,一切依靠学生,从学生中来,到学生中去。在贯彻群众路线的过程中,关键是要找到践行群众路线的切入点,才可以增强高校辅导员工作的实效性,从而促进大学生的全面健康发展。     

Effect of Ce addition on hot tearing behavior of AZ91 alloy

A small amount of cerium (below 1.0 wt%) addition to AZ91 alloy have been investigated on the hot tearing susceptibility (HTS) at a cooling rate of 1.5Ks^?1. The HTS increased to a maximum value with a cerium addition of 0.6 wt% and then decreased to a stable status as cerium was gradually added. Due to high chemical activity, cerium into the melts can react with aluminum to form an Al₁₁Ce₃ intermetallic compound. X–ray diffraction results also confirmed the existence of Al₁₁Ce₃. The Al₁₁Ce₃ increased with the presence of the needle-like and block morphology. As cerium levels increased, the amount of Mg₁₇Al₁₂ decreased. The variations between Mg₁₇Al₁₂ and Al₁₁Ce₃ resulted in a similar normal distribution of the HTS in AZ91 alloy. The findings were further verified through the microstructure evolution and the surface morphology of fracture.     

一类具有转移和治疗机制的随机结核病模型的平稳分布与灭绝

考虑一类具有转移和治疗机制的肺结核传播模型在随机扰动下的动力学行为. 首先, 通过Lyapunov分析方法得到该模型正解的存在和唯一性； 然后利用Has’minskii理论证明该模型存在唯一的平稳分布； 最后通过随机分析方法得到该模型疾病消失的条件.     

ATP-induced Ca<Superscript>2+</Superscript>-signalling mechanisms in the regulation of mesenchymal stem cell migration

The ability of cells to migrate to the destined tissues or lesions is crucial for physiological processes from tissue morphogenesis, homeostasis and immune responses, and also for stem cell-based regenerative medicines. Cytosolic Ca²⁺ is a primary second messenger in the control and regulation of a wide range of cell functions including cell migration. Extracellular ATP, together with the cognate receptors on the cell surface, ligand-gated ion channel P2X receptors and a subset of G-protein-coupled P2Y receptors, represents common autocrine and/or paracrine Ca²⁺ signalling mechanisms. The P2X receptor ion channels mediate extracellular Ca²⁺ influx, whereas stimulation of the P2Y receptors triggers intracellular Ca²⁺ release from the endoplasmic reticulum (ER), and activation of both type of receptors thus can elevate the cytosolic Ca²⁺ concentration ([Ca²⁺]_c), albeit with different kinetics and capacity. Reduction in the ER Ca²⁺ level following the P2Y receptor activation can further induce store-operated Ca²⁺ entry as a distinct Ca²⁺ influx pathway that contributes in ATP-induced increase in the [Ca²⁺]_c. Mesenchymal stem cells (MSC) are a group of multipotent stem cells that grow from adult tissues and hold promising applications in tissue engineering and cell-based therapies treating a great and diverse number of diseases. There is increasing evidence to show constitutive or evoked ATP release from stem cells themselves or mature cells in the close vicinity. In this review, we discuss the mechanisms for ATP release and clearance, the receptors and ion channels participating in ATP-induced Ca²⁺ signalling and the roles of such signalling mechanisms in mediating ATP-induced regulation of MSC migration.