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2016 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT)最新文献

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Blind detection of cyclostationary features in the context of Cognitive Radio 认知无线电环境下循环平稳特征的盲检测
J.-M. Kadjo, K. Yao, A. Mansour
The methods of dynamic access to spectrum developed in Cognitive Radio require efficient and robust spectrum detectors. Most of these detectors suffer from four main limits: the computational cost required for the detection procedure; the need of prior knowledge of Primary User's (PU) signal features; the poor performances obtained in low SNR (Signal to Noise Ratio) environment; finding an optimal detection threshold is a crucial issue. In this paper, we propose a blind detection method based on the cyclostationary features of communication signals to overcome the four limits of spectrum sensors. In order to reduce the computational cost, the FFT Accumulation Method has been adjusted to estimate the cyclic spectrum of the intercepted signal. Then, the spectrum coherence principle is used to catch the periodicity hidden in the cyclic autocorrelation function of this signal. The hidden periodicity is revealed by the crest factor of the cyclic domain profile. The detection of PU's signal is achieved by comparing the embedded periodicity level with a predetermined threshold related to the crest factor. This threshold varies randomly dependent on the SNR. Then, we have modelized the distribution law of the threshold in order to select the optimal value. Using the crest factor of the cyclic domain profile as a detection criterion has permitted to develop a spectrum sensor which is able to work in a blind context. Simulation results corroborate the efficiency and robustness of the proposed detector compared with the classical Energy Detector.
认知无线电开发的动态频谱获取方法需要高效、鲁棒的频谱检测器。这些检测器大多受到四个主要限制:检测过程所需的计算成本;对主用户(PU)信号特征的先验知识需求;在低信噪比环境下性能较差;找到一个最佳的检测阈值是一个关键问题。本文提出了一种基于通信信号周期平稳特性的盲检测方法,克服了频谱传感器的四个限制。为了减少计算量,对FFT累加法进行了调整,以估计截获信号的循环频谱。然后,利用频谱相干原理捕捉信号周期自相关函数中隐藏的周期性。循环域剖面的波峰因子揭示了隐周期。通过将嵌入的周期性水平与与波峰因子相关的预定阈值进行比较,可以实现对PU信号的检测。该阈值随信噪比随机变化。然后,对阈值的分布规律进行建模,以选择最优值。利用循环域剖面的波峰因子作为检测准则,可以开发出一种能够在盲环境下工作的频谱传感器。仿真结果验证了该检测器与经典能量检测器的有效性和鲁棒性。
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引用次数: 8
Code-aided interference suppression for communication system with MSK modulation MSK调制通信系统的码辅助干扰抑制
Yangyong Zhang, Huan Zheng, Kui Ding, Ling Wang, Zhongtao Luo, Zishu He
This paper analyzes code-aided interference suppression techniques for communication systems with minimum shift keying (MSK) modulation. Base on the minimum bit error rate (MBER) criterion, we develop the so-called MBER detector and explain how it is related with the conventional MMSE (minimum mean square error) detector. Inspired by the MBER detector, a new subspace projection (SP) detector is proposed for the strong interference. Additionally, the forward continuous mean exclusion (FCME) algorithm is introduced for classifying the interference subspace and noise subspace adaptively. Simulation results of BER performances demonstrate that the MBER detector achieves the minimum BER, except in the case of strong interference when the SP based detector performs the best.
分析了最小移位键控(MSK)调制通信系统的编码辅助干扰抑制技术。基于最小误码率(MBER)标准,我们开发了所谓的MBER检测器,并解释了它与传统的最小均方误差(MMSE)检测器的关系。受MBER探测器的启发,提出了一种针对强干扰的子空间投影(SP)探测器。此外,引入前向连续均值排除算法(FCME)对干扰子空间和噪声子空间进行自适应分类。误码率仿真结果表明,除了在强干扰情况下,基于SP的检波器的误码率表现最好。
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引用次数: 1
An application of using embedded underwater computing architectures 嵌入式水下计算体系结构的应用
Hussain Albarakati, R. Ammar, Ayman Alharbi, H. Alhumyani
Underwater computing systems have recently emerged as a new technology for underwater applications. In our previous work, we employed various nodes (processing nodes, gateway nodes, and sensing nodes) that are used to construct different candidate computing architectures (i.e. single, pipeline, and hybrid of parallel/pipeline). In this paper, we use these computing architectures in a real world scenario of underwater applications. The selected application is the detection and classification of fish species in real-time. The selected application scenario proves the applicability and performance relevance of the developed computing architectures for underwater environment. Our results show that the proposed computing architectures provide high speed-up gain for the selected application.
水下计算系统是近年来兴起的一项水下应用新技术。在我们之前的工作中,我们使用了各种节点(处理节点、网关节点和感知节点)来构建不同的候选计算架构(即单一、管道和并行/管道的混合)。在本文中,我们在水下应用的真实世界场景中使用这些计算架构。所选择的应用是实时检测和分类鱼类。所选择的应用场景证明了所开发的计算架构在水下环境中的适用性和性能相关性。结果表明,所提出的计算架构为所选应用提供了较高的加速增益。
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引用次数: 3
The use of adaptive Erblet transform with application to ecological data 自适应Erblet变换在生态数据中的应用
F. Sattar, S. Cullis-Suzuki, F. Jin
In this paper, we address the preparation of ecological datasets for data mining. We propose a new adaptive method for automatic dataset construction using Erblet transform, which can be seen as a non-uniform filter bank where the center frequency and the bandwidth of each filter match the ERB (Equivalent Rectangular Bandwidth) scale, followed by data quality assessment using a tonality index (TI). Our ecological database consists of two naturally occurring fish calls produced by the plainfin midshipman fish, Porichthys notatus. The performance of the method is evaluated in terms of K-means clustering on the constructed datasets, and show promising results that would assist in long-term activity monitoring for fish data.
在本文中,我们讨论了用于数据挖掘的生态数据集的准备。本文提出了一种基于Erblet变换的自适应数据集自动构建方法,该方法可以看作是一个非均匀滤波器组,其中每个滤波器的中心频率和带宽匹配ERB(等效矩形带宽)尺度,然后使用调性指数(TI)对数据质量进行评估。我们的生态数据库由两种自然发生的鱼叫声组成,它们是由普通鳍鱼(Porichthys notatus)发出的。根据构建的数据集上的K-means聚类来评估该方法的性能,并显示出有希望的结果,这将有助于鱼类数据的长期活动监测。
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引用次数: 1
Application of i-vector in speech and music classification i向量在语音和音乐分类中的应用
H. Zhang, Xukui Yang, Weiqiang Zhang, Wenlin Zhang, Jia Liu
This paper proposes a speech/music classification system based on i-vector. An analysis of two classification methods, namely cosine distance score (CDS) and support vector machine (SVM) is performed. Two session compensation methods, within-class covariance normalization (WCCN) and linear discriminant analysis (LDA) are also discussed. The performance of proposed systems yields better results compared with Gaussian mixture model (GMM) method and modified low energy ratio (MLER) method.
提出了一种基于i向量的语音/音乐分类系统。对余弦距离评分(CDS)和支持向量机(SVM)两种分类方法进行了分析。讨论了类内协方差归一化(WCCN)和线性判别分析(LDA)两种会话补偿方法。与高斯混合模型(GMM)方法和改进的低能量比(MLER)方法相比,所提出的系统具有更好的性能。
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引用次数: 10
A Rao-Blackwellized particle filter to estimate the time-varying noise parameters in non-linear state-space models using alternative stabilized forgetting 一种利用交替稳定遗忘估计非线性状态空间模型时变噪声参数的rao - blackwell化粒子滤波器
Milan Papez
The identification of slowly-varying noise parameters in non-linear state-space models constitutes a long-standing problem. The present paper addresses this task using the Bayesian framework and sequential Monte Carlo (SMC) methodology. The proposed approach utilizes an algebraic structure of the model so that the Rao-Blackwellization of the parameters can be performed, thus involving a finite-dimensional sufficient statistic for each particle trajectory into the resulting algorithm. However, relying on standard SMC methods, such techniques are known to suffer from the particle path degeneracy problem. To counteract this issue, it is proposed to use alternative stabilized forgetting, which compensates for the incomplete knowledge of a model of parameter variations by finding a compromise between possible predictive densities of the parameters. An experimental study proves the efficiency of the introduced Rao-Blackwellized particle filter (RBPF) compared to some recently proposed approaches.
非线性状态空间模型中慢变噪声参数的识别是一个长期存在的问题。本文使用贝叶斯框架和顺序蒙特卡罗(SMC)方法解决了这一任务。所提出的方法利用模型的代数结构,使参数的rao - blackwell化可以执行,从而将每个粒子轨迹的有限维充分统计量纳入所得算法。然而,依赖于标准的SMC方法,这种技术已知遭受粒子路径退化问题。为了解决这个问题,建议使用替代稳定遗忘,它通过在参数的可能预测密度之间找到妥协来补偿参数变化模型的不完全知识。实验研究证明了引入的Rao-Blackwellized粒子滤波(RBPF)与最近提出的一些方法的有效性。
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引用次数: 2
Transport services within the IoT ecosystem using localisation parameters 使用本地化参数在物联网生态系统内传输服务
Zacharenia Garofalaki, Dimitris Kallergis, Georgios Katsikogiannis, Ioannis Ellinas, C. Douligeris
Within the Internet of Things (IoT) ecosystem, there is a need to interconnect networks of sensors and smart objects in a way that they can intelligently interact with humans. In most cases, these networks have been implemented following the machine-to-machine (M2M) communication disciplines. To adequately design such an emerging system which also has legacy technology characteristics, it is crucial to adopt an architecture reference model. In the context of this work, an architecture and characteristics assessment is conducted to form a roadmap of evolution from an M2M solution to an IoT in the field of Autonomous Vehicles (AVs). Then, an architecture for an AV prototype within the IoT ecosystem is proposed; the intelligent Bus on Campus (iBuC). The respective services are illustrated through a customised real-life scenario.
在物联网(IoT)生态系统中,需要将传感器和智能对象网络互连起来,使它们能够与人类智能地交互。在大多数情况下,这些网络是按照机器对机器(M2M)通信原则实现的。为了充分设计这样一个具有遗留技术特征的新兴系统,采用架构参考模型是至关重要的。在这项工作的背景下,进行了架构和特征评估,以形成自动驾驶汽车(AVs)领域从M2M解决方案到物联网的发展路线图。然后,提出了物联网生态系统中自动驾驶原型的架构;校园智能公交(iBuC)。通过定制的现实场景说明了各自的服务。
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引用次数: 14
Relay selection for full-duplex FSO relays over turbulent channels 在紊流信道上的全双工FSO中继选择
Mohamed Abaza, R. Mesleh, A. Mansour, Hadi M. Aggoune
This paper investigates the performance of the best relay selection, based on the max-min signal-to-noise ratio criterion for dual-hop free-space optical (FSO) full-duplex (FD) relays communication system. Decode-and-forward relays over log-normal (LN) channels for weak-to-moderate turbulence and gamma-gamma (G-G) channels for strong turbulence are considered. We assume that the relays have full channel knowledge and the channel is symmetrical. Considering path loss effects and misalignment errors, the outage probability (OP) of the selection is obtained for both half-duplex (HD) and FD relays using the cumulative distribution function (CDF) of the best selection for LN and G-G random variables. Moreover, the average bit error rate (ABER) expressions for FSO communication system over LN channels are derived with the help of Gauss-Laguerre's quadrature rule for HD relays, FD relays and direct link. Our results show that FD relays have lowest ABER and OP compared with the direct link and HD relays. Monte Carlo simulations corroborate the correctness of the obtained analytical results.
本文研究了基于最大最小信噪比准则的双跳自由空间光(FSO)全双工(FD)中继通信系统的最佳中继选择性能。考虑了对数正态(LN)信道上的解码转发中继用于弱至中度湍流和伽马-伽马(G-G)信道用于强湍流。我们假设继电器具有完整的信道知识并且信道是对称的。利用LN和G-G随机变量最优选择的累积分布函数(CDF),考虑路径损耗效应和失调误差,得到了半双工(HD)和FD中继选择的中断概率(OP)。此外,利用高斯-拉盖尔正交规则,推导了在LN信道上FSO通信系统的平均误码率(ABER)表达式,适用于高清中继、FD中继和直连链路。结果表明,与直连和高清中继相比,FD中继具有最低的ABER和OP。蒙特卡罗模拟验证了所得分析结果的正确性。
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引用次数: 8
Early malicious activity discovery in microblogs by social bridges detection 通过社交桥梁检测,早期发现微博恶意活动
Antonia Gogoglou, Zenonas Theodosiou, Tasos Kounoudes, A. Vakali, Y. Manolopoulos
With the emerging and intense use of Online Social Networks (OSNs) amongst young children and teenagers (youngsters), safe networking and socializing on the Web has faced extensive scrutiny. Content and interactions which are considered safe for adult OSN users might embed potentially threatening and malicious information when it comes to underage users. This work is motivated by the strong need to safeguard youngsters OSNs experience such that they can be empowered and aware. The topology of a graph is studied towards detecting the so called “social bridges”, i.e. the major supporters of malicious users, who have links and ties to both honest and malicious user communities. A graph-topology based classification scheme is proposed to detect such bridge linkages which are suspicious for threatening youngsters networking. The proposed scheme is validated by a Twitter network, at which potentially dangerous users are identified based on their Twitter connections. The achieved performance is higher compared to previous efforts, despite the increased complexity due to the variety of groups identified as malicious.
随着在线社交网络(OSNs)在儿童和青少年中的兴起和广泛使用,网络上的安全网络和社交面临着广泛的审查。对于成年OSN用户来说安全的内容和交互,对于未成年用户来说可能包含潜在的威胁和恶意信息。这项工作的动机是强烈需要保护青少年的网络体验,使他们能够获得权力和意识。研究图的拓扑结构是为了检测所谓的“社会桥梁”,即恶意用户的主要支持者,他们与诚实和恶意的用户社区都有链接和联系。提出了一种基于图拓扑的分类方案,用于检测可疑的桥连接。所提出的方案由Twitter网络验证,在该网络中,根据Twitter连接来识别潜在的危险用户。与以前的工作相比,实现的性能更高,尽管由于识别为恶意的组的多样性而增加了复杂性。
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引用次数: 5
Flexible image watermarking in JPEG domain 灵活的JPEG域图像水印
Mehdi Fallahpour, D. Megías
In contrast to many image watermarking schemes, the suggested method is implemented in the JPEG compressed domain with no transcoding or decompression. Therefore, this scheme is highly efficient in real-time applications and suitable for multimedia information, which is rarely available in an uncompressed form. The proposed watermarking scheme is very flexible, and can be tailored to meet the requirements of different real applications. In order to attain a real-time watermarking capability, the proposed system avoids many of the computation steps associated with JPEG compression. Specifically, the forward and inverse DCT do not require to be calculated, nor do any of the computations associated with quantization. Robustness against JPEG compression and additive noise attacks is achieved with the proposed system. A further advantage of the suggested technique is that it allows a watermark to be detected in an image without referencing to the original image, or to any other information used in the watermark embedding process. At the decoder, only entropy decoding is enough to detect watermark and other steps of image decoding are not necessary for detection. The experimental results show how different capacity can be achieved in the range of 1 to 4096 bits for a grayscale 512×512×8 bit image. The watermarking algorithm reduces the quality about 0.65 dB, which is excellent for a watermarking system in compressed domain.
与许多图像水印方案相比,该方法是在JPEG压缩域中实现的,不需要转码或解压缩。因此,该方案在实时应用中具有很高的效率,并且适用于很少以非压缩形式提供的多媒体信息。所提出的水印方案具有很强的灵活性,可以根据不同的实际应用进行定制。为了获得实时的水印能力,所提出的系统避免了许多与JPEG压缩相关的计算步骤。具体来说,不需要计算正向和逆DCT,也不需要与量化相关的任何计算。该系统对JPEG压缩和加性噪声攻击具有鲁棒性。该技术的另一个优点是,它允许在不参考原始图像或水印嵌入过程中使用的任何其他信息的情况下检测图像中的水印。在解码器中,只有熵解码就足以检测水印,不需要图像解码的其他步骤进行检测。实验结果表明,对于灰度级512×512×8位图像,在1 ~ 4096位范围内可以实现不同的容量。该算法使水印质量降低约0.65 dB,对于压缩域的水印系统是很好的。
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引用次数: 6
期刊
2016 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT)
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