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2018 14th International Conference on Computational Intelligence and Security (CIS)最新文献

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Inhibitory Effect of Radial Force to Switched Reluctance Motor with Stator Pole Slot 定子极槽开关磁阻电机径向力的抑制效应
Pub Date : 2018-11-01 DOI: 10.1109/CIS2018.2018.00119
Chaozhi Huang, Guobin Yang, Haidong Chen, Xiping Liu
The radial force has a unique impact on vibration and noise to Switched Reluctance Motor (SRM) which limit its application. The rectangular slot on the top of stator can decrease the radial force where the original unidirectional radial flux density component is decomposed into radial and tangential ones. The air-gap magnetic field is divided 4 regions before and after slotting in this paper, where magnetic field line is simulated with the parabola type and straight line. The influence of the stator slot on radial force, torque ripple and average torque of SRM is analyzed by means of theoretical calculation and the Finite Element Method (FEM). It is proved that the slotted structure can effectively suppress radial force and that the degree of inhibition is affected by the slot width while the average torque slightly decreases with slot on the top of stator.
径向力对开关磁阻电机的振动和噪声有独特的影响,限制了开关磁阻电机的应用。定子顶部的矩形槽可以减小径向力,将原有的单向径向磁通密度分量分解为径向和切向磁通密度分量。本文将开槽前后的气隙磁场划分为4个区域,其中磁场线分别采用抛物线型和直线模拟。采用理论计算和有限元分析相结合的方法,分析了定子槽对SRM径向力、转矩脉动和平均转矩的影响。结果表明,槽形结构能有效抑制径向力,且抑制程度受槽形宽度的影响,平均转矩随定子顶部开槽而略有减小。
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引用次数: 0
Network Traffic Classification Method Based on Improved Capsule Neural Network 基于改进胶囊神经网络的网络流量分类方法
Pub Date : 2018-11-01 DOI: 10.1109/CIS2018.2018.00045
Fan Zhang, Yong Wang, Miao Ye
Convolution neural network (CNN) has achieved great performance in network traffic classification problem. However, it needs large-scale training set to achieve better classification performance while decreases the accuracy result in the case of the small dataset. To solve this problem, this paper proposed a traffic classification algorithm based on the improved capsule neural network (CapsNet), which replaces the scalar feature output of CNN with vector output, and replaces the max-pooling with consistent routing, and disturbs some values in the capsule to reconstruct images. The experimental results show that the proposed method have a robust performance compared with the existing CNN method when processing small data sets, which corresponds the fact that the grayscale images output by the reconstruction module can make the classification results easier to understand.
卷积神经网络(CNN)在网络流量分类问题中取得了优异的成绩。然而,为了获得更好的分类性能,它需要大规模的训练集,而在数据集小的情况下,准确率结果会降低。为了解决这一问题,本文提出了一种基于改进胶囊神经网络(CapsNet)的流量分类算法,该算法将CNN的标量特征输出替换为矢量输出,将最大池化替换为一致路由,并扰动胶囊中的一些值来重建图像。实验结果表明,在处理小数据集时,与现有的CNN方法相比,本文方法具有鲁棒性,这与重构模块输出的灰度图像可以使分类结果更容易理解相对应。
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引用次数: 8
Research of S50 Based Electronic Label Authentication Algorithm 基于S50的电子标签认证算法研究
Pub Date : 2018-11-01 DOI: 10.1109/CIS2018.2018.00055
Chao Deng
with the development of big data and Internet of things, the application of electronic label have been more and more widely. The data security of electronic label has a direct impact on the security of the carrier, data encryption technology is a common means to ensure data security. This algorithm takes S50 as an example, put forward a kind of encryption algorithm of high-frequency electronic label, using ISO/IEC14443/Type-A protocol, with S50 electronic label UID code as calculation factor, with customized long string as divergence factor, and the key system of 16 sector is calculated by PSAM card, so as to realize the security of electronic label S50 authentication, at the same time realize the internal logic authentication and external MAC code authentication of the electronic label.
随着大数据和物联网的发展,电子标签的应用越来越广泛。电子标签的数据安全直接影响到载体的安全,数据加密技术是保证数据安全的常用手段。该算法以S50为例,提出了一种高频电子标签的加密算法,采用ISO/IEC14443/Type-A协议,以S50电子标签UID码为计算因子,以自定义长串为发散因子,通过PSAM卡计算16扇区的密钥系统,从而实现了电子标签S50认证的安全性。同时实现了电子标签的内部逻辑认证和外部MAC码认证。
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引用次数: 0
Two-Archive Based Evolutionary Algorithm Using Adaptive Reference Direction and Decomposition for Many-Objective Optimization 基于自适应参考方向和分解的双档案进化算法多目标优化
Pub Date : 2018-11-01 DOI: 10.1109/CIS2018.2018.00013
Xingyin Wang, Yuping Wang, Junhua Liu, Sixin Guo, Liwen Liu
Many real world problems can be formulated as many objective optimization problems (MaOPs) which can not be solved easily. Although a lot of many-objective evolutionary algorithms(MOEAs) have been proposed, balancing the diversity and convergence is still an unsolved issue. In this paper, a two-archive based evolutionary algorithm based on adaptive reference point and decomposition method is proposed. Firstly, we use binary indicator to update convergence archive(CA). Then, we use the updated CA to generate adaptive reference points. Furthermore, we update diversity archive (DA) with modified penalty-based boundary intersection approach. Finally, the proposed algorithm has been tested on DTLZ1-DTLZ4 and WFG1-WFG9 benchmark problems with 10-22 objectives, and is compared with three state-of-art algorithms. The experimental results indicate that the proposed algorithm has great advantage to handle many-objective optimization.
许多现实世界的问题可以被表述为许多不容易解决的目标优化问题(MaOPs)。尽管已有许多多目标进化算法被提出,但如何平衡多目标进化算法的多样性和收敛性仍然是一个有待解决的问题。提出了一种基于自适应参考点和分解方法的双档案进化算法。首先,我们使用二进制指示器更新收敛档案(CA)。然后,使用更新后的CA生成自适应参考点。在此基础上,采用改进的基于惩罚的边界交叉方法更新多样性档案。最后,在DTLZ1-DTLZ4和WFG1-WFG9 10-22个目标的基准问题上对该算法进行了测试,并与三种最先进的算法进行了比较。实验结果表明,该算法在处理多目标优化问题时具有很大的优势。
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引用次数: 1
CIS 2018 Organizing Committee CIS 2018组委会
Pub Date : 2018-11-01 DOI: 10.1109/cis2018.2018.00006
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引用次数: 0
Optimization Model and Algorithm for Routing and Spectrum Assignment in Elastic Optical Networks 弹性光网络中路由与频谱分配的优化模型与算法
Pub Date : 2018-11-01 DOI: 10.1109/CIS2018.2018.00074
Jiading Wang, Hejun Xuan, Yuping Wang, Yuanchao Yang, Sen Liu
In this paper, the problem of routing and spectrum assignment for static connection requests in elastic optical networks (EONs) is studied. Two different ratios of blocking formations are adopted, and a global constraint optimization model is established to minimize the ratio of blocking in the network. First, we propose an availability index of the frequency slots in the path. Second, a strategy of routing is designed by considering the two indexes of path length and availability index to judge the quality of the path. Then, a greedy strategy, which can obtain the largest availability index in the path after the frequency slot allocated, is proposed for the sake of assigning the spectra effectively. Simulation experiments were carried out in two network topologies. The two different ratios of blocking are obtained for different sorting strategy for connection requests and the number of connection requests. The experimental results show that the routing and spectrum assignment scheme designed in this paper can get a small ratio of blocking.
研究了弹性光网络中静态连接请求的路由和频谱分配问题。采用两种不同比例的阻塞编队,建立全局约束优化模型,使网络中的阻塞比例最小。首先,我们提出了路径中频率槽的可用性指标。其次,通过考虑路径长度和可用性指标两个指标来判断路径质量,设计路由策略;然后,为了有效地分配频谱,提出了一种贪心策略,该策略在分配频率时隙后获取路径上最大的可用性指数。在两种网络拓扑下进行了仿真实验。根据不同的连接请求排序策略和连接请求数量,得到了两种不同的阻塞比率。实验结果表明,本文设计的路由和频谱分配方案可以获得较小的阻塞率。
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引用次数: 3
An Algorithm of Segmentation Positioning Analysis Based on CSS 基于CSS的分割定位分析算法
Pub Date : 2018-11-01 DOI: 10.1109/CIS2018.2018.00077
Haiye Qiao
Wireless positioning technology is used to get the target position by sending a certain frequency signal in a certain space, then collect, detect, analyze the difference of feedback signal and signal sent. In order to reduce the chance of the collision of the signal in the air, the positioning algorithm is implemented by the segmentation positioning method. The key technology of segmented positioning lies in accurate ranging. Due to the complex and changeable working environment, there are large errors in the single time domain reflection method. In order to overcome this disadvantage, a comprehensive ranging analysis method is proposed in this thesis, i.e. the frequency-domain reflection and time-domain reflection integrated ranging is used to precisely separate the resistor part and capacitance part in the feedback waveform, and the feedback waveform is analyzed by wavelet transform to achieve the accurate positioning.
无线定位技术是通过在一定空间内发送一定频率的信号来获取目标位置,然后采集、检测、分析反馈信号与发送信号的差值。为了减少信号在空中碰撞的机会,定位算法采用分割定位方法实现。分段定位的关键技术在于精确测距。由于工作环境复杂多变,单时域反射法存在较大误差。为了克服这一缺点,本文提出了一种综合测距分析方法,即利用频域反射和时域反射积分测距,对反馈波形中的电阻部分和电容部分进行精确分离,并对反馈波形进行小波变换分析,实现精确定位。
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引用次数: 0
CIS 2018 Additional Reviewers CIS 2018新增审稿人
Pub Date : 2018-11-01 DOI: 10.1109/cis2018.2018.00008
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引用次数: 0
Research of X Ray Image Recognition Based on Neural Network 基于神经网络的X射线图像识别研究
Pub Date : 2018-11-01 DOI: 10.1109/CIS2018.2018.00033
Miaomiao Chen, Fengshan Bai
In order to make x ray image recognition to apply to BP neural network effectively. Firstly, preprocess x ray image and k-mean segmentation image, extract image feature, The extracted feature as input of BP neural network for training and testing network. Standard BP neural network and improved BP neural network are used to recognize x ray image of this paper, then compare learning rate, training error and recognition rate of two algorithms. Innovation is using improved BP network model to detect the target object. It can successfully detect the object of x ray image with covered by other object or without occlusion. Experiment shows that improved BP neural network has faster learning rate, less error, high recognition rate, it can identify and detect the target object of x ray image effectively.
为了使x射线图像识别有效地应用于BP神经网络。首先,对x射线图像和k均值分割图像进行预处理,提取图像特征,将提取的特征作为BP神经网络的输入,用于训练和测试网络。本文采用标准BP神经网络和改进BP神经网络对x射线图像进行识别,比较两种算法的学习率、训练误差和识别率。创新之处在于使用改进的BP网络模型来检测目标物体。它可以成功地检测出被其他物体覆盖或无遮挡的x射线图像中的物体。实验表明,改进后的BP神经网络具有学习速度快、误差小、识别率高的特点,能够有效地识别和检测x射线图像中的目标物体。
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引用次数: 0
PN Code Diversification Based Spread Spectrum Flow Watermarking Technology 基于PN码分集的扩频流水印技术
Pub Date : 2018-11-01 DOI: 10.1109/CIS2018.2018.00063
Xinzhong Xu, Liancheng Zhang, Juwei Yan
Compared with passive flow correlation technology, active flow watermarking technology has the advantages of high accuracy and low false positive rate in the aspects of stepping stone attack tracking and anonymous abuser association. Multi-flow attack can detect the existence of flow watermark, restore the flow watermark, and even remove the flow watermark from target watermarked flow. To improve the multi-flow attack resistance capability of flow rate-based direct sequence spread spectrum (DSSS) flow watermarking technology, a pseudo-noise (PN) code diversification based spread spectrum flow watermarking technology is proposed. Each watermark bit is spread by different PN code fragments before embedded into target flow, which can eliminate the inter-dependence between these watermarked flows and effectively defend against multi-flow attack. Compared with the embedding position randomization method, the complexity of our proposed technology is low and the false positive rate doesn't increase. Compared with the watermark bit reordering method, our proposed technology is more suitable for the DSSS flow watermarking technology and the multi-flow attack resistant effect is better.
与被动流量相关技术相比,主动流量水印技术在垫脚石攻击跟踪和匿名滥用者关联方面具有精度高、误报率低的优点。多流攻击可以检测出流水印的存在,恢复流水印,甚至从被水印的目标流中去除流水印。为了提高基于流量的直接序列扩频(DSSS)流水印技术抗多流攻击的能力,提出了一种基于伪噪声(PN)码分集的扩频流水印技术。每个水印位在嵌入目标流之前由不同的伪码片段进行扩散,消除了这些水印流之间的相互依赖性,有效地防御了多流攻击。与嵌入位置随机化方法相比,该方法的复杂度低,且不增加误报率。与水印位重排序方法相比,本文提出的方法更适合于DSSS流水印技术,并且具有更好的抗多流攻击效果。
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引用次数: 1
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2018 14th International Conference on Computational Intelligence and Security (CIS)
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