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2021 IEEE 9th International Conference on Information, Communication and Networks (ICICN)最新文献

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Communication and Security Issues in Online Learning during the COVID-19 Pandemic COVID-19大流行期间在线学习中的通信和安全问题
Pub Date : 2021-11-25 DOI: 10.1109/icicn52636.2021.9673972
Chrysi K. Metallidou, K. Psannis, S. Goudos, P. Sarigiannidis, Y. Ishibashi
This era is characterized by the rapid evolution of technology and its application in all sectors of day to day life. At the same time, the outbreak of the COVID-19 pandemic has highlighted the distance education as vital, compulsory and worldwide, for Educational Institutions. The attainments of technology are set at the service of education and the problem of security and privacy in online learning is emerged. This paper focuses on the development of a secure online learning system, which utilizes edge computing and privacy mechanisms, such as trust evaluation from direct and indirect observations. The proposed system provides to the Educational Institutions the advantage of conducting online courses, by ensuring privacy in communication for students, professors and the organization.
这个时代的特点是技术的快速发展及其在日常生活各个领域的应用。与此同时,2019冠状病毒病大流行的爆发凸显了远程教育对教育机构的重要性、强制性和全球性。技术的成就是为教育服务的,在线学习的安全和隐私问题也随之出现。本文的重点是开发一个安全的在线学习系统,该系统利用边缘计算和隐私机制,如直接和间接观察的信任评估。该系统通过确保学生、教授和组织的通信隐私,为教育机构提供了开展在线课程的优势。
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引用次数: 1
Multi-agent Competitive Spectrum Handoff Based on Improved MADDPG Algorithm 基于改进madpg算法的多智能体竞争频谱切换
Pub Date : 2021-11-25 DOI: 10.1109/icicn52636.2021.9673986
Li Shufeng, S. Wei, Pen Yunfei, Zhou Min
Spectrum handoff plays an important role in realizing dynamic spectrum management. When there are multiple competing secondary users (SUs) in a cognitive radio network, the dynamics of the environment will increase dramatically, and efficient spectrum handoffwill become difficult. In this paper, the competition of multiple SUs in spectrum handoff is transformed into competition between SU teams, and the Multi-agent deep deterministic policy gradient (MADDPG) method with auxiliary network is proposed to deal with the dynamics of the environment. By predicting the opponent’s actions, the SU can improve the accuracy of the handoff. In simulation experiments, the proposed method is proved to bring SU with higher Quality of Experience (QoE).
频谱切换是实现动态频谱管理的重要手段。当认知无线网络中存在多个竞争的辅助用户时,环境的动态性将急剧增加,有效的频谱切换将变得困难。本文将频谱切换中多个智能体之间的竞争转化为智能体团队之间的竞争,提出了带辅助网络的多智能体深度确定性策略梯度(madpg)方法来处理环境的动态性。通过预测对手的动作,SU可以提高交接的准确性。仿真实验结果表明,该方法具有较高的体验质量(QoE)。
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引用次数: 0
Light-Field 3D Image Encryption Using Dynamic Cellular Automata 使用动态元胞自动机的光场三维图像加密
Pub Date : 2021-11-25 DOI: 10.1109/icicn52636.2021.9673889
Zhiqing Ren, Jianzhong Li, Dahai Li, Xiaowei Li
In order to design an efficient light-field three-dimensional (3D) image encryption algorithm with good encryption performance and ensure the security and reliability of the image in the process of information transmission, a light-field 3D image encryption based on computational integral imaging and dynamic cellular automata (CA) is proposed. This method based on the hexagonal lenslet array generation method with higher fill factor generates high quality hexagonal element image array (EIA) by pixel mapping, which can achieve higher spatial resolution and improve the quality of decoded 3D image. Furthermore, compared with the previous 3D image encryption methods, the proposed algorithm greatly increases the key space and improves the security of the algorithm by dividing the EIA image into blocks, and encrypting the light-field 3D image using dynamic CA rules according to the characteristics of each sub image. The effectiveness of the proposed method is tested and verified by experimental results of 3D image encryption and computational reconstruction. The security and encryption efficiency of our proposed approach have been significantly improved through the analysis and test of the key space and sensitivity shown computer simulation analysis and comparison, which has a good application prospect.
为了设计一种具有良好加密性能的高效光场三维(3D)图像加密算法,并保证图像在信息传输过程中的安全性和可靠性,提出了一种基于计算积分成像和动态元胞自动机(CA)的光场三维图像加密算法。该方法基于更高填充因子的六边形小透镜阵列生成方法,通过像素映射生成高质量的六边形元素图像阵列(EIA),可以实现更高的空间分辨率,提高解码后的三维图像质量。此外,与以往的三维图像加密方法相比,本文提出的算法通过将EIA图像分割成块,并根据每个子图像的特征使用动态CA规则对光场三维图像进行加密,大大增加了密钥空间,提高了算法的安全性。通过三维图像加密和计算重建的实验结果验证了该方法的有效性。通过对所示密钥空间和灵敏度的计算机仿真分析与比较,我们提出的方法的安全性和加密效率都得到了显著的提高,具有良好的应用前景。
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引用次数: 0
Speckle-free Imaging Using a High-power Multimode Random Fiber Laser 高功率多模随机光纤激光器无散斑成像
Pub Date : 2021-11-25 DOI: 10.1109/icicn52636.2021.9673848
S. Wang, Weili Zhang, Ning Yang, Yan-Rong Mou, Y. Rao
A high-power multimode random fiber laser (MM-RFL) is demonstrated with high spectral density and low spatial coherence by combing random fiber laser (RFL) with a multimode fiber (MMF) incorporated master oscillator power-amplifier (MOPA) configuration. The generated MM-RFL provides a maximum output power of 100.6 W and a 3-dB bandwidth of 0.4 nm. The introduction of MMF can achieve a speckle contrast of as low as 0.037. Furthermore, speckle-free imaging is also demonstrated using the MM-RFL at different output powers. Experimental result shows that the imaging quality can be improved with the increase of output power of the MM-RFL as its spatial coherence decreases with the increasing number of effective transverse modes excited in the MMF. This high-power low spatial coherence MM-RFL provides a suitable laser source for speckle-free imaging applications with high power requirement to realize high-quality imaging.
将随机光纤激光器(RFL)与多模光纤(MMF)集成主振功率放大器(MOPA)结构相结合,实现了高光谱密度、低空间相干性的高功率多模随机光纤激光器(MM-RFL)。生成的MM-RFL最大输出功率为100.6 W, 3db带宽为0.4 nm。MMF的引入可以实现低至0.037的散斑对比度。此外,在不同的输出功率下,MM-RFL还演示了无散斑成像。实验结果表明,MM-RFL的空间相干性随着MM-RFL中激发的有效横模数的增加而降低,但随着输出功率的增加,成像质量得到改善。该高功率低空间相干MM-RFL为高功率无散斑成像应用提供了一种合适的激光源,可实现高质量成像。
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引用次数: 1
Timely Status Updating over Markov Channels in Downlink Wireless Networks with Stochastic Arrivals 随机到达下行无线网络马尔可夫信道状态的及时更新
Pub Date : 2021-11-25 DOI: 10.1109/icicn52636.2021.9673961
Yanzhi Huang, Xijun Wang, Xinghua Sun, Xiang Chen
In this paper, we consider a downlink wireless network, where a base station (BS) with stochastic arrivals transmits fresh status updates to different users over Markov channels. To quantity the freshness of information, a recently developed metric, called Age of Information (AoI), is used. We formulate a constrained optimization problem to find the optimal scheduling policy that minimizes the average weighted sum of the AoI at the user and the energy consumption at the BS. Due to the hardness of this problem, we recast it as a Restless Multi-Armed Bandit (RMAB) problem and decouple the problem into multiple sub-problems. After deriving the structural property of the optimal policy for the sub-problem, we establish the indexability of the sub-problem and design an algorithm to compute the Whittle’s index. Finally, we propose a scheduling policy based on the Whittle’s index. Simulation results demonstrate that our proposed scheduling policy performs comparably with the optimal policy.
在本文中,我们考虑了一个下行无线网络,其中一个随机到达的基站(BS)通过马尔可夫信道向不同的用户发送新的状态更新。为了量化信息的新鲜度,使用了一种最近开发的度量,称为信息时代(AoI)。我们构造了一个约束优化问题,求出使用户处的AoI和BS处的能耗加权平均值最小的最优调度策略。由于该问题的复杂性,我们将其重构为一个不宁多臂强盗(RMAB)问题,并将其解耦为多个子问题。在推导出子问题最优策略的结构性质后,建立了子问题的可索引性,并设计了计算Whittle索引的算法。最后,提出了一种基于惠特尔指数的调度策略。仿真结果表明,本文提出的调度策略与最优调度策略性能相当。
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引用次数: 2
A two-step filtering mechanism for speckle noise reduction in OCT images 一种用于OCT图像斑点噪声降低的两步滤波机制
Pub Date : 2021-11-25 DOI: 10.1109/icicn52636.2021.9673974
Xiaojun Yu, Chenkun Ge, Zixuan Fu, Muhammad Zulkifal Aziz, Linbo Liu
Optical coherence tomography (OCT) has been widely adopted in various areas for its noninvasive and high-resolution properties. Due to it low-coherence interferometry nature, however, OCT inevitably suffers from speckle noise, which hides structural information in OCT images and thus degrades the clinical diagnosis accuracy. So far various algorithms have been proposed for OCT speckle denoising, yet few studies have evaluated the influences of speckle noise distributions on the denoising effects. This paper studies the influences of speckle noise distributions in OCT despeckling process, and a twostep filtering mechanism, namely, Augmented Lagrange function minimization and Rayleigh alpha-trimmed filtering (AR) scheme, is proposed for OCT speckle noise reductions. The speckle noise distribution models are established and estimated first, and then two different filtering mechanisms are designed for those noise distributions, respectively. Simulations with both synthetic and OCT images are conducted to verify the effectiveness of the AR scheme. Results show that AR method can suppress OCT speckle noises effectively, and outperforms the best existing methods in different cases, yet with less time computations.
光学相干层析成像(OCT)以其非侵入性和高分辨率的特点被广泛应用于各个领域。然而,由于OCT具有低相干干涉性质,因此不可避免地存在散斑噪声,散斑噪声隐藏了OCT图像中的结构信息,从而降低了临床诊断的准确性。目前已经提出了各种OCT散斑去噪算法,但很少有研究评估散斑噪声分布对去噪效果的影响。本文研究了散斑噪声分布对OCT去斑过程的影响,提出了一种两步滤波机制,即增广拉格朗日函数最小化和瑞利alpha-trim滤波(AR)方案。首先建立和估计散斑噪声分布模型,然后分别针对这些散斑噪声分布设计了两种不同的滤波机制。用合成图像和OCT图像进行了仿真,验证了AR方案的有效性。结果表明,AR方法可以有效抑制OCT散斑噪声,在不同情况下优于现有的最佳方法,且计算时间更少。
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引用次数: 3
Modeling Movement Behavior of Stock Price Using Neural Hawkes Model 基于神经霍克斯模型的股票价格运动行为建模
Pub Date : 2021-11-25 DOI: 10.1109/icicn52636.2021.9673834
K. Hu, Xiang Ji, Jie Xie, Jingmin Yu
Traditional price movement is modeled by the machine learning methods and neural network methods. However, the prediction is often concerned with the correlations rather than the causality. In this paper, we do not only consider the correlation but also borrow the idea of the Neural Hawkes model to help build the decaying effects between the stock price dynamics. In the work, we evaluate the prediction quality of the results using the log likelihood. Results show that our methods are competitive, the Neural Hawkes model achieved log likelihood value of seq (combining the time and type) to -0.6358 and -2.3878 in five days prediction and ten days prediction respectively, better than -4.3243 and -4.5841 by Hawkes model and -11.353 and -24.8147 by Inhibition Hawkes model.
传统的价格走势是通过机器学习方法和神经网络方法建模的。然而,预测往往与相关性有关,而不是因果关系。在本文中,我们不仅考虑了相关性,而且借用了神经霍克斯模型的思想来帮助建立股票价格动态之间的衰减效应。在工作中,我们使用对数似然来评估结果的预测质量。结果表明,我们的方法具有一定的竞争力,Neural Hawkes模型在5天预测和10天预测中seq(结合时间和类型)的对数似然值分别达到-0.6358和-2.3878,优于Hawkes模型的-4.3243和-4.5841,以及Inhibition Hawkes模型的-11.353和-24.8147。
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引用次数: 0
(AIANTAS) for IoT Cyberspace —An Upcoming Cloud-based Security Architecture for Police Authorities (AIANTAS)物联网网络空间-即将推出的基于云的警务机构安全架构
Pub Date : 2021-11-25 DOI: 10.1109/icicn52636.2021.9673988
Vasileios A. Memos, Konstantinos E. Psannis, Y. Ishibashi
In this research work, we investigate the effects of cybercrime and focus on concerns about cybercrime expansion. Since black-hat hackers are constantly one step ahead of white-hat hackers and exploit new sophisticated hack-tools to intrude to devices and networks to commit cybercrime for different reasons, the utilization of the available emerging technologies can provide better privacy and protection level, while they can be used to combat cybercriminal attacks. This shift to new technologies and methods is regarded to be an urgent necessity today. Therefore, we demonstrate a potential novel security mechanism for Police Authorities, named “Artificial Intelligence ANTi-Attack System” or simply “AIANTAS” that aspires to improve the detection rate of cybercriminals and lead to their faster arrest. This model can be integrated into the other National Security defense mechanisms both in Greece and worldwide.
在这项研究工作中,我们调查了网络犯罪的影响,并重点关注网络犯罪的扩张。由于黑帽黑客总是领先于白帽黑客一步,他们利用新的复杂的黑客工具,以不同的原因侵入设备和网络进行网络犯罪,利用现有的新兴技术可以提供更好的隐私和保护水平,同时可以用来打击网络犯罪的攻击。这种向新技术和新方法的转变被认为是当今迫切需要的。因此,我们为警察当局展示了一种潜在的新型安全机制,名为“人工智能反攻击系统”或简称为“AIANTAS”,旨在提高网络犯罪分子的检出率,并更快地逮捕他们。这种模式可以整合到希腊和世界范围内的其他国家安全防御机制中。
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引用次数: 0
Dirty Paper Coding Based Weighted Throughout Maximization for UAV-Mounted Wireless Systems 基于脏纸编码的无人机机载无线系统加权遍及最大化
Pub Date : 2021-11-25 DOI: 10.1109/icicn52636.2021.9673997
Luya Wang, Vidal Yanjie Dong, Ying He, Jianqiang Li, V. Leung
When the UAV technology meets the multiple-input-multiple-output communications, the precoders for transmission need to fertilize the benefits of high-probability lineof-sight propagation paths. This work investigates the joint design of uplink/downlink precoders for single-cell UAV-mounted wireless systems. While the UAV has finite cruising endurance, the UAV-mounted base transceiver station can scavenge energy from wireless signals in the uplink period, and the deliver useful information to terrestrial users in the downlink period. By exploit the information-theoretical uplink-downlink duality, the weighted throughput can be maximized based on the tailored dirty paper coding scheme. Numerical results are used to demonstrated the effectiveness of the proposed algorithm.
当无人机技术满足多输入多输出通信时,传输的预编码器需要充分利用高概率视距传播路径的优势。这项工作研究了单细胞无人机无线系统的上行/下行预编码器的联合设计。在无人机巡航续航力有限的情况下,机载收发站可以在上行时段从无线信号中获取能量,并在下行时段向地面用户发送有用信息。利用信息论的上行链路和下行链路的对偶性,实现了基于定制脏纸编码方案的加权吞吐量最大化。数值结果验证了该算法的有效性。
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引用次数: 0
An L-Strip Double-Band and Triple-Band Antenna for WiFi, WiMax and 5G Applications 用于WiFi、WiMax和5G应用的l带双频和三频天线
Pub Date : 2021-11-25 DOI: 10.1109/icicn52636.2021.9673919
Rida Gadhafi, Mahesh Kannath, Husameldin Mukhtar, W. Mansoor
A novel double and triple band monopole antenna covering WiFi, WiMax and 5G application is presented in this article. The proposed antenna is evolved from the traditional quarter-wave monopole antenna. Two L-shaped strips were integrated on both sides of the quarter wave monopole antenna to enable double-band and triple-band frequency operation. The antenna exhibits moderate gain over the desired frequencies of operation. The proof-of-concept is validated with simulated results. The integration of L-strips opens a possibility to convert a single band monopole antenna into a double band or triple band antenna without much design complexity. Moreover, the independent tuning nature of the frequency bands in the proposed design enables us to conFigure the antenna at any desired frequency bands.
本文提出了一种适用于WiFi、WiMax和5G应用的新型双频段和三频段单极天线。该天线是由传统的四分之一波单极天线发展而来的。在四分之一波单极天线的两侧集成了两条l形条,可以实现双频段和三频段的频率工作。该天线在期望的工作频率上表现出适度的增益。通过仿真结果验证了概念验证。l条的集成开启了将单波段单极天线转换为双波段或三波段天线的可能性,而无需太多的设计复杂性。此外,在提出的设计中,频段的独立调谐特性使我们能够在任何所需的频段配置天线。
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引用次数: 0
期刊
2021 IEEE 9th International Conference on Information, Communication and Networks (ICICN)
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