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2017 Third International Conference on Research in Computational Intelligence and Communication Networks (ICRCICN)最新文献

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A new enhanced secure anonymous communication with authentication and session key agreement in global mobility network 基于身份验证和会话密钥协议的全球移动网络新型增强安全匿名通信
Prasanta Kumar Roy, Krittibas Parai, Sathi Ball, B. Kumar
Recently, several protocols have been proposed to accomplish user authenticity with proper session key establishment in Global Mobility Network. Unfortunately, some of them still suffer from various security threats and high computational complexity. This article demonstrates a new enhanced two-factor authentication scheme for secure anonymous communication to mutually authenticate the communicating parties and to establish a proper session key between them. The major contributions of this article are 1) to achieve all kind of security goals and 2) to effectively reduce the computational complexity. The underlying construction is developed using Elliptic Curve Cryptography (ECC) along with light-weight processes to ensure the resistibility against well-known security threats and improved computational complexity. The protocol is implemented using HLPSL and formally validated using AVISPA to ensure that it has the ability to withstand several attacks. We have also compared the computational complexity of our protocol with some existing protocols to prove its efficiency.
近年来,在全球移动网络中提出了几种通过建立适当的会话密钥来实现用户真实性的协议。不幸的是,其中一些仍然受到各种安全威胁和高计算复杂性的影响。本文演示了一种新的增强的双因素身份验证方案,用于安全匿名通信,以相互验证通信方并在它们之间建立适当的会话密钥。本文的主要贡献是:1)实现各种安全目标;2)有效降低计算复杂度。底层结构使用椭圆曲线加密(ECC)以及轻量级进程来开发,以确保对已知安全威胁的抵抗力并提高计算复杂度。该协议使用HLPSL实现,并使用AVISPA进行正式验证,以确保它能够承受多种攻击。我们还将该协议的计算复杂度与一些现有协议进行了比较,以证明其有效性。
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引用次数: 4
EEG analysis for working memory modeling in face recognition task 人脸识别任务中工作记忆建模的脑电分析
Lidia Ghosh, Sricheta Parui, P. Rakshit, A. Konar
The paper proposes a new approach to mode human working memory using EEG-induced fuzzy associativi memory and attempts to recover the encoded memor information from partially supplied instances during memor recall tasks. Experiments are performed to obtain EEG feature from the temporal lobe, representing working memory input an(pre-frontal lobe, representing the working memory outpu during memory encoding process of unknown peoples' face. Thi fuzzy associative memory is built up with these input-outpu features of the working memory, acquired for multiple instances During the recall cycle, we use a notion of fuzzy inversi formulation to recall the input EEG instances from the supplie output instances of the working memory using fuzzy associativ memory, when the subject is asked to remember the original faci from its part, and to our great surprise the model produced inpu instances match with actual brain-generated input instances wit small error. This signifies the importance of the propose(working memory model and inverse formulation in memor retrieval process. Experiments undertaken reveal that the erro metric could successfully be used to diagnose two peopl suffering from Parkinson and three from the early Alzheimer' diseases among a total population of 50 healthy plus 5 brain diseased people.
本文提出了一种利用脑电图诱导的模糊联想记忆来模拟人类工作记忆的新方法,并试图从记忆回忆任务中部分提供的实例中恢复编码的记忆信息。在未知人脸的记忆编码过程中,分别从代表工作记忆输入的颞叶和代表工作记忆输出的前额叶获取脑电特征。在回忆周期中,当被试被要求从工作记忆中记住原始面孔时,我们使用模糊逆公式的概念从工作记忆的供应输出实例中回忆输入的脑电图实例。令我们惊讶的是,模型生成的输入实例与实际大脑生成的输入实例相匹配,误差很小。由此可见,提出工作记忆模型和逆公式在记忆检索过程中的重要性。实验表明,在50名健康人群加上5名脑部疾病患者中,误差度量可以成功地用于诊断2名帕金森患者和3名早期阿尔茨海默病患者。
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引用次数: 8
Recurrent convolution neural networks for classification of protein-protein interaction articles from biomedical literature 用于生物医学文献中蛋白质-蛋白质相互作用文章分类的递归卷积神经网络
Sabenabanu Abdulkadhar, Gurusamy Murugesan, J. Natarajan
Text classification (TC) is a task that assigns a text to one or more classes and predefined categories. Constructing text classifiers with high accuracy is a vital task in biomedical field, given the wealth of information hidden in unlabelled documents. Because of large feature spaces, traditionally discriminative approaches, such as logistic regression and support vector machines with n-gram and semantic features have been utilizedfor biomedical text classification. In this study, we propose Recurrent Convolution Neural Networks (RCNN) based automated technique for classifying protein-protein interaction (PPI) articles. In RCNN model we utilized a recurrent structure to detain the contextual information from word embedding features. Max pooling layer was configured to extract important semantic keywords from the text. We evaluated our approach on two benchmark PPI datasets BioCreative II and BioCreative III. An experimental results show that RCNN based protein-protein interaction classification approach performs better than other state of the art approaches.
文本分类(TC)是将文本分配给一个或多个类和预定义类别的任务。考虑到未标记文档中隐藏的大量信息,构建高精度文本分类器是生物医学领域的一项重要任务。由于特征空间大,传统的判别方法,如逻辑回归和具有n-gram和语义特征的支持向量机已被用于生物医学文本分类。在这项研究中,我们提出了基于递归卷积神经网络(RCNN)的蛋白质-蛋白质相互作用(PPI)文章自动分类技术。在RCNN模型中,我们利用循环结构来保留词嵌入特征中的上下文信息。配置最大池化层,从文本中提取重要的语义关键词。我们在两个基准PPI数据集BioCreative II和BioCreative III上评估了我们的方法。实验结果表明,基于RCNN的蛋白质-蛋白质相互作用分类方法比现有的分类方法性能更好。
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引用次数: 4
Performance evaluation of web browsers in iOS platform iOS平台下web浏览器的性能评估
S. Roshan, S. V. Kumar, Manish Kumar
The number of mobile users have grown tremendously in the past few years. Nowadays, mobile phones are not just used for the purpose of making calls, rather they have become an important modern gadget which helps people in various aspects of their lives. With this increase, a lot of time on mobile is spent in browsing the internet websites through mobile web browsers. Hence, mobile web browsers actually play an important role in the mobile market, and in the lives of the users. In this paper, we have analyzed the performance of six web browsers present in the iOS platform. These web browsers are selected based on their market share in the iOS platform and their popularity. We have evaluated them on different parameters such as browser features, speed, security, performance benchmark tests, plugin support and video streaming. We propose the best web browser based on each parameter used for performance evaluation. Also, we recommend the best web browser based on the overall performance evaluation.
在过去的几年里,手机用户的数量有了巨大的增长。如今,手机不仅仅是用来打电话的,而是已经成为一个重要的现代小工具,帮助人们在生活的各个方面。随着这一增长,人们在手机上花费大量时间通过移动网络浏览器浏览互联网网站。因此,手机网页浏览器实际上在手机市场和用户生活中扮演着重要的角色。在本文中,我们分析了iOS平台上的六种web浏览器的性能。这些浏览器是根据它们在iOS平台上的市场份额和受欢迎程度来选择的。我们从浏览器特性、速度、安全性、性能基准测试、插件支持和视频流等不同的参数对它们进行了评估。我们根据每个用于性能评估的参数提出了最佳的web浏览器。此外,我们还会根据整体性能评估推荐最佳浏览器。
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引用次数: 0
PSO and DE based novel quantum inspired automatic clustering techniques 基于PSO和DE的新型量子启发自动聚类技术
Sandip Dey, S. Bhattacharyya, V. Snás̃el, Alokananda Dey, Satabdwi Sarkar
Clustering, a well-known technique, is used to divide a data set into number of groups, called clusters. Differential evolution and particle swarm optimization are robust, fast and very effective search techniques. To increase computational capability, two different quantum inspired meta-heuristics for automatic clustering, have been proposed here. An application of quantum inspired techniques has been demonstrated for automatic clustering of image data sets. These techniques are able to find optimal number of clusters “on the run” for an image data sets. As the comparative research, a comparison has been made between the proposed techniques and their conventional counterparts for four images data set. Effectiveness of the proposed techniques has been exhibited against the fitness value, standard deviation and mean of the fitness, standard error and computational time. Finally, two separate statistical superiority test, referred to as i-test and Friedman test have been performed to prove the superiority the of proposed approaches in their favor.
聚类是一种众所周知的技术,用于将数据集划分为若干组,称为聚类。差分进化和粒子群优化是鲁棒、快速和非常有效的搜索技术。为了提高计算能力,本文提出了两种不同的量子启发元启发式自动聚类算法。应用量子启发技术对图像数据集进行了自动聚类。这些技术能够为图像数据集“在运行中”找到最佳数量的集群。作为比较研究,本文针对四种图像数据集,将所提出的方法与传统方法进行了比较。从适应度值、适应度标准差和均值、标准误差和计算时间等方面证明了所提方法的有效性。最后,两个独立的统计优势检验,即i检验和Friedman检验,已被执行,以证明所提出的方法在他们的优势。
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引用次数: 1
Volunteer GIS (VGIS) based waste management: A conceptual design and use of web 2.0 for smart waste management in Dhaka City 基于志愿者地理信息系统(VGIS)的废物管理:达卡市智能废物管理的web 2.0概念设计和使用
S. Labib
This Waste management is a major issue for rapidly growing megacities in developing countries. Unorganized and poor management system leads towards negative environmental impact, and lowering livability of these cities. How-ever, there are scope for integrating general people in the waste management to improve overall performance. In such context, the aim of this study is to develop and detail, a volunteer GIS based smart waste management system for Dhaka city; in order to ensure active participation of the citizens in resolving poor solid waste management conditions. The study concentrated in developing a Geoweb (Web 2.0) design for collecting waste related problems from the citizens. VGIS concept is developed using web-server and VGIS interface, with JavaScript and Google Maps APIs. The developed Geo-web would allow to report waste related problems (e.g., Illegal waste dumping) by the citizens using geo-tagged marker over a customized Google Map. Additionally, the website would also be used to disseminate waste collection schedule, contact information of the waste collectors for different wards in the city. The system would provide a common platform for citizens' active participation in waste management, and also help bridge the gap between citizens and local government, thus would open opportunities for active e-governance. Successful implementation of the system can help reducing solid waste management problems and create awareness among the citizens regarding waste management and use of internet in improving their surroundings.
对于发展中国家快速发展的特大城市来说,废物管理是一个主要问题。无组织和糟糕的管理系统导致了负面的环境影响,降低了这些城市的宜居性。然而,在废物管理方面,仍有让一般人士参与的余地,以改善整体表现。在这种背景下,本研究的目的是为达卡市开发和详细介绍一个基于志愿者GIS的智能废物管理系统;确保公民积极参与解决固体废物管理条件差的问题。研究的重点是开发一个Geoweb (Web 2.0)设计,用于收集市民的废物相关问题。VGIS概念是利用web-server和VGIS接口开发的,使用JavaScript和Google Maps api。开发的地理网络将允许公民在定制的谷歌地图上使用地理标记标记来报告与废物有关的问题(例如,非法倾倒废物)。此外,该网站还将用于发布废物收集时间表,城市不同地区废物收集者的联系信息。该系统将为市民积极参与废物管理提供一个共同平台,并有助于弥合市民与地方政府之间的差距,从而为积极的电子政务提供机会。该系统的成功实施,有助减少固体废物管理问题,并提高市民对废物管理和利用互联网改善环境的认识。
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引用次数: 18
Reduction of harmonics at output of three-phase VSI using PSO based PWM technique 基于PSO的PWM技术降低三相VSI输出谐波
A. Sadhukhan, S. Ganguly, P. Gayen
This paper presents the particle swarm optimization based harmonic elimination pulse width modulation (HEPWM) technique for three-phase voltage source inverter (VSI) to reduce predominant lower order harmonics at its output. The switching strategy of power semiconductor devices of VSI decides the nature of its output voltage. In this regard, the switching strategy can be broadly classified as lower and higher switching frequency pulse width modulation (PWM) methodology. In this paper, lower switching frequency HEPWM is adopted to reduce switching losses in VSI as well as significant lower order harmonics are almost eliminated. For obtaining the required HEPWM waveform, the switching angles are computed using PSO technique so that the THD up to 43rd order harmonics are considered to be minimized at different values of fundamental component. The PIC microcontroller is used to generate HEPWM signals which are applied to the VSI in hardware platform.
提出了一种基于粒子群优化的谐波消除脉宽调制(HEPWM)技术,用于三相电压源逆变器(VSI),以降低其输出的主要低阶谐波。VSI功率半导体器件的开关策略决定了其输出电压的性质。在这方面,开关策略可以大致分为低开关频率和高开关频率脉宽调制(PWM)方法。本文采用较低的开关频率HEPWM来降低VSI中的开关损耗,并且几乎消除了显著的低阶谐波。为了获得所需的HEPWM波形,采用PSO技术计算开关角,从而考虑在不同基元分量值下最大43阶谐波的THD最小。利用PIC单片机产生HEPWM信号,应用于硬件平台上的VSI。
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引用次数: 0
Medium scale multi-constraint economic load dispatch using hybrid metaheuristics 基于混合元启发式的中等规模多约束经济负荷调度
D. Santra, A. Mukherjee, K. Sarker, S. Mondal
This paper reports the application of a hybrid metaheuristic — a combination of Particle Swarm Optimization (PSO) and Ant Colony Optimization (ACO) methods, in midscale thermal power dispatch problem with transmission losses. The hybrid technique applies ACO over output obtained by PSO to get an economic load dispatch (ELD) solution close to global optima. In the present study the hybrid technique has been experimented with a 15-generator system by considering generator capacity constraints, prohibited operating zones (POZ), ramp rate limits (RRL) and valve point loading (VPL) in addition to transmission loss. MATLAB simulation has been done for three test cases involving different combinations of constraints. This unique study comes up with encouraging results wherein the generation cost, loss and convergence are better than that yielded by other hybrid methods.
本文将粒子群优化(PSO)和蚁群优化(ACO)相结合的混合元启发式算法应用于具有传输损耗的中型火电调度问题。混合算法将蚁群算法应用于粒子群算法的输出,得到接近全局最优的经济负荷调度解。在目前的研究中,混合技术已经在一个15台发电机的系统中进行了实验,考虑了发电机容量限制、禁止操作区域(POZ)、斜坡速率限制(RRL)和阀点负载(VPL)以及传输损耗。对涉及不同约束组合的三个测试用例进行了MATLAB仿真。这项独特的研究取得了令人鼓舞的结果,其中发电成本,损失和收敛性优于其他混合方法。
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引用次数: 1
Design and implementation of a two-layered hybrid cryptosystem 两层混合密码系统的设计与实现
Sarbajit Manna, Mohit Prajapati, A. Sett, K. Banerjee, S. Dutta
A two-layered hybrid cryptosystem is proposed here. In symmetric key cryptosystem, the shared key is sent over a channel to the receiver. If an encrypted shared key is sent, the chance of intercepting the original key is reduced to some extent. So a hybrid cryptosystem is introduced here which is a combination of both asymmetric key and symmetric key cryptosystem. In the proposed technique, the encryption of the shared key is done using RSA algorithm by receiver's public key. Then the plain text is encrypted using the shared key to form the cipher text. The cipher text along with the encrypted shared key is sent to the receiver. The encrypted shared key is decrypted by the receiver using his or her private key. After that, using the decrypted key, the plain text is recovered by the receiver. Advantage of the proposed cryptosystem is that even if the shared key is intercepted during transmission, it is not the original shared key. The proposed technique can be implemented with files of any type.
本文提出了一种双层混合密码系统。在对称密钥密码系统中,共享密钥通过通道发送到接收方。如果发送加密的共享密钥,则在一定程度上减少了拦截原始密钥的机会。因此,本文提出了一种混合密码系统,即非对称密钥和对称密钥的组合密码系统。在该技术中,使用RSA算法通过接收方的公钥对共享密钥进行加密。然后使用共享密钥对明文进行加密,形成密文。密文连同加密的共享密钥一起发送给接收方。加密的共享密钥由接收方使用他或她的私钥解密。之后,使用解密的密钥,接收方恢复纯文本。该密码系统的优点是,即使共享密钥在传输过程中被截获,它也不是原始的共享密钥。所提出的技术可以用任何类型的文件来实现。
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引用次数: 1
Analysis of de-noising techniques of non-stationary ECG signal based on wavelet and PSO optimized parameters for Savitzky golay filter 基于小波和粒子群优化参数的非平稳心电信号去噪技术分析
Ashis Kumar Das, D. Biswas, S. Halder
The bioelectric signals originate from different organs of human body. Out of these ECG is one of the important bioelectric signals for our concern and for investigation of various heart ailments. ECG demonstrates graphical rendition of activity of the heart and by analyzing the ECG signal several heart diseases can be identified. For analysis of ECG signal, it must be noise free. There are several techniques for filtering out the noise from ECG signal. It is imperative to find out a best possible method for ECG Signal de-noising, which may be investigated by finding and comparing the signal-to-signal-plus-noise ratios (SSNR) and root-mean-square deviations (RMSD). By considering a mother wavelet with different levels and threshold, the values of SSNR and RMSD are calculated and compared to achieve a best possible result. Similarly, by utilizing different frame lengths and polynomial orders, the S-G filter is employed to find SSNR and RMSD. The results of these methods are also compared. Finally, the orders and frame lengths of S-G filters can be obtained by optimizing with the help of particle swarm optimization (PSO) technique.
生物电信号来源于人体的不同器官。其中心电图是我们关注和研究各种心脏疾病的重要生物电信号之一。心电图显示了心脏活动的图形表现,通过分析心电图信号可以识别几种心脏病。对心电信号进行分析,必须做到无噪声。从心电信号中滤除噪声有几种方法。寻找一种最佳的心电信号去噪方法势在必行,这可以通过寻找和比较信噪比(SSNR)和均方根偏差(RMSD)来研究。通过考虑具有不同级别和阈值的母小波,计算并比较SSNR和RMSD的值,以获得最佳结果。同样,通过使用不同的帧长度和多项式阶数,S-G滤波器可以找到SSNR和RMSD。并对这些方法的结果进行了比较。最后,利用粒子群优化(PSO)技术对S-G滤波器的阶数和帧长进行优化。
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引用次数: 5
期刊
2017 Third International Conference on Research in Computational Intelligence and Communication Networks (ICRCICN)
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