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Improving the Autoregressive Modeling Method in Random Noise Suppression of GPR Data Using Undecimated Discrete Wavelet Transform 非消差离散小波变换改进探地雷达数据随机噪声抑制自回归建模方法
Q3 Computer Science Pub Date : 2018-01-31 DOI: 10.4236/JSIP.2018.91002
B. Oskooi, Amin Ebrahimi Bardar, Ali Goodarzi
Geophysics has played a significant and efficient role in studying geological structures over the past decades as the goal of geophysical data acquisition is to investigate underground phenomena with the highest possible level of accuracy. The ground penetrating radar (GPR) method is used as a nondestructive method to reveal shallow structures by beaming electromagnetic waves through the Earth and recording the received reflections, albeit inevitably, along with random noise. Various types of noise affect GPR data, among the most important of which are random noise resulting from arbitrary motions of particles during data acquisition. Random noise which exists always and at all frequencies, along with coherent noise, reduces the quality of GPR data and must be reduced as much as possible. Over the recent years, discrete wavelet transform has proved to be an efficient tool in signal processing, especially in image and signal compressing and noise suppression. It also allows for obtaining an accurate understanding of the signal properties. In this study, we have used the autoregression in both wavelet and f-x domains to suppress random noise in synthetic and real GPR data. Finally, we compare noise suppression in the two domains. Our results reveal that noise suppression is conducted more efficiently in the wavelet domain due to decomposing the signal into separate subbands and exclusively applying the method parameters in autoregression modeling for each subband.
过去几十年来,地球物理在研究地质构造方面发挥了重要而有效的作用,因为地球物理数据采集的目标是以尽可能高的精度调查地下现象。探地雷达(GPR)方法是一种非破坏性的方法,通过向地球发射电磁波并记录接收到的反射,尽管不可避免地会伴随着随机噪声,但它可以揭示浅层结构。各种类型的噪声影响探地雷达数据,其中最重要的是在数据采集过程中由于粒子的任意运动而产生的随机噪声。随机噪声和相干噪声总是存在于所有频率,会降低探地雷达数据的质量,必须尽可能地降低。近年来,离散小波变换已被证明是一种有效的信号处理工具,特别是在图像和信号压缩以及噪声抑制方面。它还允许获得对信号特性的准确理解。在本研究中,我们使用小波域和f-x域的自回归来抑制合成和真实GPR数据中的随机噪声。最后,我们比较了两个领域的噪声抑制。我们的研究结果表明,由于将信号分解为单独的子带,并在每个子带的自回归建模中专门应用方法参数,因此在小波域中可以更有效地进行噪声抑制。
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引用次数: 0
Bayesian-Based Probabilistic Architecture for Image Categorization Using Macro- and Micro-Sense Visual Vocabulary 基于贝叶斯的宏观和微观视觉词汇图像分类概率体系结构
Q3 Computer Science Pub Date : 2018-01-01 DOI: 10.1007/978-3-319-07776-5_14
Chang-Ming Kuo, Chi-Kao Chang, Nai-Chung Yang, C. Kuo, Yu-Ming Chen
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引用次数: 3
Informative Signal Analysis: Metrology of the Underwater Geomagnetic Singularities in Low-Density Ionic Solution (Sea Water) 信息信号分析:低密度离子溶液(海水)水下地磁奇点的测量
Q3 Computer Science Pub Date : 2018-01-01 DOI: 10.4236/JSIP.2018.91001
O. Faggioni, M. Soldani, G. Cozzani, R. Zunino
The paper tackles the problem of reading singularities of the geomagnetic field in noisy underwater (UW) environments. In particular, we propose a novel metrological approach to measuring low-amplitude geomagnetic signals in hard noisy magnetic environments. This research action was launched to develop a detection system for enforcing the peripheral security of military bases (harbors/coasts and landbases) and for asymmetric warfare. The concept underlying this theory is the spatial stability in the temporal variations of the geomagnetic field in the observation area. The paper presents the development and deployment of a self-informed measurement system, in which the signal acquired from each sensor—observation node—is compared with the signal acquired by the adjacent ones. The effectiveness of this procedure relates to the inter-node (sensor-to-sensor) distance, L; this quantity should, on one hand, correlate the noise and, on the other hand, decorrelate the target signal. The paper presents the results obtained, that demonstrate the ability of self-informed systems to read weak magnetic signals even in the presence of very high noise in low-density ionic solutions (i.e. sea water).
本文研究了噪声水下环境下地磁场奇异点的读取问题。特别地,我们提出了一种在硬噪声磁环境中测量低振幅地磁信号的新的计量方法。开展这项研究行动是为了开发一种探测系统,以加强军事基地(港口/海岸和陆地基地)的外围安全,并用于不对称战争。这一理论的基本概念是观测区地磁场在时间变化中的空间稳定性。本文介绍了一种自知情测量系统的开发和部署,该系统将每个传感器(观测节点)采集的信号与相邻传感器采集的信号进行比较。该过程的有效性与节点间(传感器到传感器)距离L有关;这个量一方面要使噪声相关,另一方面要使目标信号去相关。本文介绍了所获得的结果,证明了自通知系统在低密度离子溶液(即海水)中即使存在非常高的噪声也能读取弱磁信号的能力。
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引用次数: 4
Voice Quality for Internet Protocol Based on Neural Network Model 基于神经网络模型的互联网协议语音质量
Q3 Computer Science Pub Date : 2017-11-09 DOI: 10.4236/JSIP.2017.84013
Hassan Al-Wahshat, M. Al-Maitah, Takialddin Al-smadi
The constant growth of the number of Internet users places new demands on the bandwidth of modern communication. The World Wide Web has led to the emergence of various types of traffic, Graphics information, voice data, as well as various video applications demanding their special requirements for such networks. To meet all the requests, one increase of the network is not enough. As the number of Internet users and the various networks annex offices in-creases with each passing day, network needs a means of control that would ensure the support of both existing and new applications and services. There is still a need to address a number of issues before it announces the VoIP as the ultimate replacement of the traditional telephone network. This work provides an overview of the major benefits of VoIP network, as well as the presentation of a new way around the problem of ensuring the high quality of service for VoIP protocol on the basis of neural network model.
互联网用户数量的不断增长,对现代通信的带宽提出了新的要求。万维网导致了各种类型的流量的出现,图形信息、语音数据以及各种视频应用都对这种网络提出了特殊的要求。要满足所有的需求,增加一次网络是不够的。随着互联网用户的数量和各种网络附件办公室的数量日益增加,网络需要一种控制手段,以确保支持现有和新的应用程序和服务。在宣布VoIP作为传统电话网络的最终替代品之前,仍然需要解决一些问题。本文概述了VoIP网络的主要优点,并提出了一种基于神经网络模型的解决VoIP协议高质量服务问题的新方法。
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引用次数: 4
Facial Expression Recognition Based on Local Fourier Coefficients and Facial Fourier Descriptors 基于局部傅立叶系数和傅立叶描述子的面部表情识别
Q3 Computer Science Pub Date : 2017-07-18 DOI: 10.4236/JSIP.2017.83009
Gibran Benitez-Garcia, Tomoaki Nakamura, M. Kaneko
The recent boom of mass media communication (such as social media and mobiles) has boosted more applications of automatic facial expression recognition (FER). Thus, human facial expressions have to be encoded and recognized through digital devices. However, this process has to be done under recurrent problems of image illumination changes and partial occlusions. Therefore, in this paper, we propose a fully automated FER system based on Local Fourier Coefficients and Facial Fourier Descriptors. The combined power of appearance and geometric features is used for describing the specific facial regions of eyes-eyebrows, nose and mouth. All based on the attributes of the Fourier Transform and Support Vector Machines. Hence, our proposal overcomes FER problems such as illumination changes, partial occlusion, image rotation, redundancy and dimensionality reduction. Several tests were performed in order to demonstrate the efficiency of our proposal, which were evaluated using three standard databases: CK+, MUG and TFEID. In addition, evaluation results showed that the average recognition rate of each database reaches higher performance than most of the state-of-the-art techniques surveyed in this paper.
最近大众媒体传播(如社交媒体和手机)的蓬勃发展促进了自动面部表情识别(FER)的更多应用。因此,人类的面部表情必须通过数字设备进行编码和识别。然而,这一过程必须在图像照明变化和部分遮挡的反复问题下进行。因此,在本文中,我们提出了一个基于局部傅立叶系数和面部傅立叶描述子的全自动FER系统。外观和几何特征的综合力量用于描述眼睛-眉毛,鼻子和嘴巴的特定面部区域。所有的属性都基于傅里叶变换和支持向量机。因此,我们的方案克服了诸如光照变化、部分遮挡、图像旋转、冗余和降维等问题。为了证明我们的建议的有效性,我们进行了几项测试,并使用三个标准数据库:CK+、MUG和TFEID进行了评估。此外,评估结果表明,每个数据库的平均识别率达到了比本文调查的大多数最先进的技术更高的性能。
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引用次数: 12
First Order Fuzzy Transform for Images Compression 图像压缩的一阶模糊变换
Q3 Computer Science Pub Date : 2017-07-18 DOI: 10.4236/JSIP.2017.83012
F. D. Martino, S. Sessa, I. Perfilieva
In this paper, we present a new image compression method based on the direct and inverse F1-transform, a generalization of the concept of fuzzy transform. Under weak compression rates, this method improves the quality of the images with respect to the classical method based on the fuzzy transform.
本文对模糊变换的概念进行了推广,提出了一种基于f1正逆变换的图像压缩方法。在弱压缩率下,该方法相对于基于模糊变换的经典方法,提高了图像的质量。
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引用次数: 11
The Error Analysis Based on the Kalman Gain in a Position Predicting Algorithm of an Occluded Object 基于卡尔曼增益的遮挡目标位置预测算法误差分析
Q3 Computer Science Pub Date : 2017-07-18 DOI: 10.4236/JSIP.2017.83011
Manaram Gnanasekera, Hansi K. Abeynanda
Detecting occluded objects is a crucial exercise in many spheres of application. For example in Strafing (attacking ground targets from low flying aircrafts) or vehicular tracking, continuous detection of the object even when it is occluded by another object is essential. Failing to track the occluded object may result in completely losing its location or another object to be mistakenly tracked. Both of which will result in disastrous consequences. There are various methods to handle occlusions. In a previous research which was done by the author, a novel noise filtration mechanism based on the corrector equation of the Kalman filter which can be used with greater accuracy to handle lengthy occlusions was made. In this presentation, a further analysis of the error of the algorithm will be presented. The algorithm when compared with existing algorithms under the same test conditions gives promising results.
在许多应用领域中,检测被遮挡的物体是一项至关重要的工作。例如,在扫射(从低空飞行的飞机攻击地面目标)或车辆跟踪中,即使物体被另一个物体遮挡,也必须持续检测物体。未能跟踪被遮挡的物体可能导致完全失去其位置或错误地跟踪另一个物体。这两种情况都会导致灾难性的后果。有各种各样的方法来处理闭塞。作者在之前的研究中,提出了一种基于卡尔曼滤波校正方程的噪声滤波机制,该机制可以更准确地处理长遮挡。在本报告中,将进一步分析该算法的误差。在相同的测试条件下,将该算法与现有算法进行了比较,结果令人满意。
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引用次数: 0
Fading Channels Parametric Data Simulation Supported by Real Data from Outdoor Experiments 基于室外实测数据支持的衰落信道参数化仿真
Q3 Computer Science Pub Date : 2017-07-18 DOI: 10.4236/JSIP.2017.83008
Azra Kapetanovic, M. Zohdy, Redhwan Mawari
Optimizing the estimates of received power signals is important as it can improve the process of transferring an active call from one base station in a cellular network to another base station without any interruptions to the call. The lack of effective techniques for estimation of shadow power in fading mobile wireless communication channels motivated the use of Kalman Filtering (KF) as an effective alternative. In our research, linear second-order state space Kalman Filtering was further investigated and tested for applicability. We first created simulation models for two KF-based estimators designed to estimate local mean (shadow) power in mobile communications corrupted by multipath noise. Simulations were used extensively in the initial stage of this research to validate the proposed method. The next challenge was to determine if the models would work with real data. Therefore, in [1] we presented a new technique to experimentally characterize the wireless small-scale fading channel taking into consideration real environmental conditions. The two-dimensional measurement technique enabled us to perform indoor experiments and collect real data. Measurements from these experiments were then used to validate simulation models for both estimators. Based on the indoor experiments, we presented new results in [2], where we concluded that the second-order KF-based estimator is more accurate in predicting local shadow power profiles than the first-order KF-based estimator, even in channels with imposed non-Gaussian measurement noise. In the present paper, we extend experiments to the outdoor environment to include higher speeds, larger distances, and distant large objects, such as tall buildings. Comparison was performed to see if the system is able to operate without a failure under a variety of conditions, which demonstrates model robustness and further investigates the effectiveness of this method in optimization of the received signals. Outdoor experimental results are provided. Findings demonstrate that the second-order Kalman filter outperforms the first-order Kalman filter.
优化接收到的功率信号的估计是很重要的,因为它可以改善从蜂窝网络中的一个基站向另一个基站传输活动呼叫而不中断呼叫的过程。由于缺乏有效的估计衰落移动无线通信信道阴影功率的技术,卡尔曼滤波(KF)被用作一种有效的替代方法。在我们的研究中,进一步研究了线性二阶状态空间卡尔曼滤波的适用性。我们首先为两个基于kf的估计器创建了仿真模型,用于估计受多径噪声干扰的移动通信中的局部平均(阴影)功率。在本研究的初始阶段,大量使用了仿真来验证所提出的方法。下一个挑战是确定这些模型是否适用于真实数据。因此,在[1]中,我们提出了一种考虑实际环境条件的无线小尺度衰落信道实验表征的新技术。二维测量技术使我们能够进行室内实验并收集真实数据。然后使用这些实验的测量结果来验证两个估计器的模拟模型。基于室内实验,我们在[2]中提出了新的结果,我们得出结论,即使在施加非高斯测量噪声的信道中,基于二阶kf的估计器在预测局部阴影功率分布方面比基于一阶kf的估计器更准确。在本文中,我们将实验扩展到室外环境,以包括更高的速度,更大的距离和遥远的大型物体,如高层建筑。通过比较,观察系统在各种条件下是否能够无故障运行,证明了模型的鲁棒性,并进一步研究了该方法在优化接收信号方面的有效性。给出了室外实验结果。结果表明,二阶卡尔曼滤波器优于一阶卡尔曼滤波器。
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引用次数: 0
Adaptive Cache Allocation with Prefetching Policy over End-to-End Data Processing 自适应缓存分配与预取策略在端到端数据处理
Q3 Computer Science Pub Date : 2017-07-18 DOI: 10.4236/JSIP.2017.83010
H. Qin, Li Zhu
With the speed gap between storage system access and processor computing, end-to-end data processing has become a bottleneck to improve the total performance of computer systems over the Internet. Based on the analysis of data processing behavior, an adaptive cache organization scheme is proposed with fast address calculation. This scheme can make full use of the characteristics of stack space data access, adopt fast address calculation strategy, and reduce the hit time of stack access. Adaptively, the stack cache can be turned off from beginning to end, when a stack overflow occurs to avoid the effect of stack switching on processor performance. Also, through the instruction cache and the failure behavior for the data cache, a prefetching policy is developed, which is combined with the data capture of the failover queue state. Finally, the proposed method can maintain the order of instruction and data access, which facilitates the extraction of prefetching in the end-to-end data processing.
由于存储系统访问与处理器计算之间的速度差距,端到端数据处理已成为提高Internet上计算机系统总体性能的瓶颈。在分析数据处理行为的基础上,提出了一种地址计算速度快的自适应缓存组织方案。该方案可以充分利用栈空间数据访问的特点,采用快速的地址计算策略,减少栈访问的命中时间。当发生堆栈溢出时,可以自适应地从头到尾关闭堆栈缓存,以避免堆栈切换对处理器性能的影响。此外,通过指令缓存和数据缓存的故障行为,开发了一种预取策略,该策略与故障转移队列状态的数据捕获相结合。最后,该方法能够保持指令顺序和数据访问顺序,便于端到端数据处理中预取的提取。
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引用次数: 0
Methodical Analysis of Western-Caucasian and East-Asian Basic Facial Expressions of Emotions Based on Specific Facial Regions 基于特定面部区域的西方高加索人和东亚人基本表情的方法分析
Q3 Computer Science Pub Date : 2017-05-05 DOI: 10.4236/JSIP.2017.82006
Gibran Benitez-Garcia, Tomoaki Nakamura, M. Kaneko
Facial expressions are the straight link for showing human emotions. Psychologists have established the universality of six prototypic basic facial expressions of emotions which they believe are consistent among cultures and races. However, some recent cross-cultural studies have questioned and to some degree refuted this cultural universality. Therefore, in order to contribute to the theory of cultural specificity of basic expressions, from a composite viewpoint of psychology and HCI (Human Computer Interaction), this paper presents a methodical analysis of Western-Caucasian and East-Asian prototypic expressions focused on four facial regions: forehead, eyes-eyebrows, mouth and nose. Our analysis is based on facial expression recognition and visual analysis of facial expression images of two datasets composed by four standard databases CK+, JAFFE, TFEID and JACFEE. A hybrid feature extraction method based on Fourier coefficients is proposed for the recognition analysis. In addition, we present a cross-cultural human study applied to 40 subjects as a baseline, as well as one comparison of facial expression recognition performance between the previous cross-cultural tests from the literature. With this work, it is possible to clarify the prior considerations for working with multicultural facial expression recognition and contribute to identifying the specific facial expression differences between Western-Caucasian and East-Asian basic expressions of emotions.
面部表情是表达人类情感的直接纽带。心理学家已经建立了六种原型基本面部表情的普遍性,他们认为这些表情在不同的文化和种族中是一致的。然而,近年来的一些跨文化研究对这种文化普遍性提出了质疑,并在一定程度上进行了驳斥。因此,为了对基本表情的文化特异性理论做出贡献,本文从心理学和人机交互(HCI)的综合观点出发,对西方高加索人和东亚人的原型表情进行了系统分析,重点分析了四个面部区域:前额、眼-眉、嘴和鼻子。我们的分析是基于面部表情识别和视觉分析由四个标准数据库CK+, JAFFE, TFEID和JACFEE组成的两个数据集的面部表情图像。提出了一种基于傅里叶系数的混合特征提取方法进行识别分析。此外,我们提出了一项跨文化人类研究,应用于40名受试者作为基线,并比较了先前文献中跨文化测试的面部表情识别性能。通过这项工作,有可能澄清多元文化面部表情识别工作的先前考虑因素,并有助于确定西方高加索人和东亚人基本情绪表达之间的特定面部表情差异。
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引用次数: 4
期刊
Journal of Information Hiding and Multimedia Signal Processing
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