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Non-Parametric Local Maxima and Minima Finder with Filtering Techniques for Bioprocess 生物过程非参数局部极大极小查找器与滤波技术
Q3 Computer Science Pub Date : 2016-10-11 DOI: 10.4236/JSIP.2016.74018
K. K. L. B. Adikaram, M. Hussein, M. Effenberger, T. Becker
Typically extrema filtration techniques are based on non-parametric properties such as magnitude of prominences and the widths at half prominence, which cannot be used with data that possess a dynamic nature. In this work, an extrema identification that is totally independent of derivative-based approaches and independent of quantitative attributes is introduced. For three consecutive positive terms arranged in a line, the ratio (R) of the sum of the maximum and minimum to the sum of the three terms is always 2/n, where n is the number of terms and 2/3 ≤ R ≤ 1 when n = 3. R > 2/3 implies that one term is away from the other two terms. Applying suitable modifications for the above stated hypothesis, the method was developed and the method is capable of identifying peaks and valleys in any signal. Furthermore, three techniques were developed for filtering non-dominating, sharp, gradual, low and high extrema. Especially, all the developed methods are non-parametric and suitable for analyzing processes that have dynamic nature such as biogas data. The methods were evaluated using automatically collected biogas data. Results showed that the extrema identification method was capable of identifying local extrema with 0% error. Furthermore, the non-parametric filtering techniques were able to distinguish dominating, flat, sharp, high, and low extrema in the biogas data with high robustness.
典型的极值过滤技术是基于非参数属性,如日珥的大小和半日珥的宽度,这不能与具有动态性质的数据一起使用。在这项工作中,引入了一种完全独立于基于导数的方法和独立于定量属性的极值识别。对于连续排列成一行的三个正项,最大值和最小值之和与三项之和的比值R总是2/n,其中n为项数,当n = 3时,2/3≤R≤1。R > 2/3意味着其中一项与另外两项相距甚远。对上述假设进行适当的修改,开发了该方法,该方法能够识别任何信号中的峰和谷。此外,还开发了三种滤波技术,分别用于非主导、锐、渐、低和高极值。特别是,所开发的方法都是非参数的,适合于分析具有动态性质的过程,如沼气数据。使用自动收集的沼气数据对这些方法进行评估。结果表明,该方法能够以0%的误差识别出局部极值。此外,非参数滤波技术能够区分沼气数据中的主导、平坦、尖锐、高、低极值,具有较高的鲁棒性。
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引用次数: 2
An Improved Characterization of Small Scale Fading Based on 2D Measurements and Modeling of a Moving Receiver in an Indoor Environment
Q3 Computer Science Pub Date : 2016-07-18 DOI: 10.4236/JSIP.2016.73016
Redhwan Mawari, A. H. Henderson, Muhammad B. Akbar, G. Durgin, M. Zohdy
Accurately characterizing the wireless small-scale fading channel has been a challenging task in the wireless communication era due to the surrounding environment. Therefore, this paper introduces a new technique to experimentally characterize the small-scale fading taking under consideration real environmental conditions. By conducting a two dimensional measurement while the mobile receiver is moving; a more accurate channel will be achieved. Two-dimensional measurement refers to collecting data from the receiver along the x and y direction. The two-dimensional measurement data contain far more information than a one-dimensional data collected. In order to represent the small-scale channel along with the real environmental conditions, new approaches are necessary to configure the two-dimensional system and to analyze the 2D data. The new approach this paper introduces for the characterization is that the measurements are conducted on a receiver while it is moving in a two dimensional manner, under different scenarios, Line-of-sight, Non-line-of-sight, and Two-wave-Diffuse Power. The experiment was conducted in a 7 meters long by 4 meters wide room, wherein the distance between the transmitter antenna and receiver is about 3 meters. Those scenarios represent different real-time conditions where obstacles differ from one scenario to another. For example, the line of sight scenario assumes there a clear line of sight between transmitter and receiver, Non line of sight assumes many obstacles between the transmitter and receiver, i.e. walls, cabinets, etc. and Two Wave Diffuse Power assumes a metallic reflector surrounding the receiver. The experiment showed more accurate results when compared to the one dimensional measurement that has been done in the past where receiver is moving in one direction and also receiver being fixed where a constructive and destructive interference is not captured. The two dimensional measurement technique, i.e. capturing data while receiver moving in both x and y directions, provided essential information regarding the constructive and destructive interference patterns caused by the interaction between the receiver while moving and the obstacles surrounding the receiver.
在无线通信时代,由于周围环境的原因,准确表征无线小尺度衰落信道是一项具有挑战性的任务。因此,本文介绍了一种考虑实际环境条件的小尺度衰落实验表征方法。通过在移动接收器移动时进行二维测量;将实现更精确的通道。二维测量是指从接收机沿x和y方向采集数据。二维测量数据所包含的信息远远多于所采集的一维数据。为了在真实的环境条件下表现小尺度通道,需要新的方法来配置二维系统和分析二维数据。本文介绍的表征新方法是,当接收器以二维方式移动时,在不同的场景下(视距,非视距和双波漫射功率)对接收器进行测量。实验在长7米,宽4米的房间内进行,其中发射天线与接收机之间的距离约为3米。这些场景代表了不同的实时条件,其中障碍在不同的场景中有所不同。例如,瞄准线假设发射器和接收器之间有清晰的瞄准线,非瞄准线假设发射器和接收器之间有许多障碍物,即墙壁,橱柜等,双波漫射功率假设接收器周围有金属反射器。与过去的一维测量相比,实验显示了更准确的结果,在一维测量中,接收器在一个方向上移动,接收器固定在一个方向上,没有捕获到建设性和破坏性干扰。二维测量技术,即在接收器在x和y方向上移动时捕获数据,提供了关于接收器在移动时与接收器周围障碍物之间相互作用引起的建设性和破坏性干扰模式的基本信息。
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引用次数: 3
The Potential for Excess Correlation (Entanglement) between Flow States in Pairs of Gamers Sharing Specific Circumcerebral Rotating Magnetic Fields 共享特定大脑旋转磁场的成对玩家的心流状态之间存在过度关联(纠缠)的可能性
Q3 Computer Science Pub Date : 2016-07-18 DOI: 10.4236/JSIP.2016.73012
Brendan Lehman, M. Persinger
Excess correlation between the activity or properties of two particles separated by non-local distances has been demonstrated for photons, shifts in relative proton and hydroxyl ratios in spring water, and the distribution of values from random number generators if both loci shared a specific type of rotational magnetic field. Previous experiments had shown that specific responses from pairs of people who shared circumcerebral magnetic fields with changing angular velocities revealed significant excess correlation. The most significant differences occurred during the component of the field exposure that has previously been associated with “excess correlation”. In the present experiments, we found evidence of excess correlation of performance (serial in-game scores) occurred between pairs (separated by 10 m) of experienced gamers during the relative measures for the central portion of the protocol but was diminished when the “excess correlation” electromagnetic fields were activated, suggesting a similar competing mechanism. The results are consistent with the interpretation that shared video systems and activities may enhance excess correlation of responses. This can be simulated in novice players by experimentally inducing excess correlation through appropriate application of changing, circumcerebral angular velocity magnetic fields that were similar in magnitude to those associated with computer systems and time frames that define human consciousness.
被非局域距离分隔的两个粒子的活性或性质之间的过度相关性已被证明适用于光子,泉水中相对质子和羟基比率的变化,以及如果两个位点共享特定类型的旋转磁场,则随机数发生器的值分布。先前的实验表明,在角速度变化的情况下,共享大脑周围磁场的两个人的特定反应显示出显著的过度相关性。最显著的差异发生在以前被认为与“过度相关”有关的野外暴露部分。在目前的实验中,我们发现在协议中心部分的相对测量期间,经验丰富的玩家对(相距10米)之间的表现(游戏内连续得分)存在过度相关性,但当“过度相关性”电磁场被激活时,这种相关性就会减弱,这表明存在类似的竞争机制。结果与共享视频系统和活动可能增强反应过度相关性的解释一致。这可以在新手玩家中模拟,通过适当应用变化的大脑角速度磁场,实验诱导过度相关性,这种磁场的大小与计算机系统和定义人类意识的时间框架相似。
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引用次数: 0
Comparison of Three Techniques to Identify and Count Individual Animals in Aerial Imagery 航拍图像中动物个体识别和计数的三种技术比较
Q3 Computer Science Pub Date : 2016-07-18 DOI: 10.4236/JSIP.2016.73013
P. Terletzky, R. D. Ramsey
Whether a species is rare and requires protection or is overabundant and needs control, an accurate estimate of population size is essential for the development of conservation plans and management goals. Current wildlife surveys are logistically difficult, frequently biased, and time consuming. Therefore, there is a need to provide additional techniques to improve survey methods for censusing wildlife species. We examined three methods to enumerate animals in remotely sensed aerial imagery: manual photo interpretation, an unsupervised classification, and multi- image, multi-step technique. We compared the performance of the three techniques based on the probability of correctly detecting animals, the probability of under-counting animals (false positives), and the probability of over-counting animals (false negatives). Manual photo-interpretation had a high probability of detecting an animal (81% ± 24%), the lowest probability of over-counting an animal (8% ± 16%), and a relatively low probability of under-counting an animal (19% ± 24%). An unsupervised, ISODATA classification with subtraction of a background image had the highest probability of detecting an animal (82% ± 10%), a high probability of over-counting an animal (69% ± 27%) but a low probability of under-counting an animal (18% ± 18%). The multi-image, multi-step procedure incorporated more information, but had the lowest probability of detecting an animal (50% ± 26%), the highest probability of over-counting an animal (72% ± 26%), and the highest probability of under-counting an animal (50% ± 26%). Manual interpreters better discriminated between animal and non-animal features and had fewer over-counting errors (i.e., false positives) than either the unsupervised classification or the multi-image, multi-step techniques indicating that benefits of automation need to be weighed against potential losses in accuracy. Identification and counting of animals in remotely sensed imagery could provide wildlife managers with a tool to improve population estimates and aid in enumerating animals across large natural systems.
无论一个物种是稀有的需要保护还是过多的需要控制,对种群规模的准确估计对于制定保护计划和管理目标都是至关重要的。目前的野生动物调查在后勤上很困难,经常有偏见,而且耗时。因此,有必要提供额外的技术来改进野生动物物种普查的调查方法。我们研究了三种方法来列举遥感航空影像中的动物:人工解译、无监督分类和多图像、多步骤技术。我们根据正确检测动物的概率、漏数动物的概率(假阳性)和漏数动物的概率(假阴性)来比较这三种技术的性能。人工照片判读发现动物的概率较高(81%±24%),漏报动物的概率最低(8%±16%),漏报动物的概率相对较低(19%±24%)。无监督的ISODATA分类,减去背景图像,检测动物的概率最高(82%±10%),多计数动物的概率很高(69%±27%),但少计数动物的概率很低(18%±18%)。多图像、多步骤程序包含了更多的信息,但检测到动物的概率最低(50%±26%),多计数动物的概率最高(72%±26%),少计数动物的概率最高(50%±26%)。与无监督分类或多图像、多步骤技术相比,人工解释器能更好地区分动物和非动物特征,并且有更少的计数错误(即误报),这表明自动化的好处需要与准确性的潜在损失进行权衡。遥感图像中的动物识别和计数可以为野生动物管理人员提供一种工具,以改进种群估计,并帮助枚举大型自然系统中的动物。
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引用次数: 17
Simultaneous Children Recognition and Tracking for Childcare Assisting System by Using Kinect Sensors 基于Kinect传感器的儿童识别与跟踪系统
Q3 Computer Science Pub Date : 2016-07-18 DOI: 10.4236/JSIP.2016.73015
Bin Zhang, Tomoaki Nakamura, Rena Ushiogi, T. Nagai, Kasumi Abe, T. Omori, N. Oka, M. Kaneko
Developing a childcare assisting system is highly necessary due to the lack of nursery teachers, and it will make an important progress on effective utilization of nursery teacher resources. In this paper, we proposed simultaneous children recognition and tracking system by using Kinect sensors for the childcare assisting system to provide information for the nursery teachers. Each of the children is recognized by integrating his/her personal information of color, face and motion. The tracking problem is modeled as finding the MAP solution of a posterior probability, and is solved by using Markov Chain Monte Carlo (MCMC) particle filter. Our system can recognize and robustly track each child during class activities. Trajectories, motion ranges and relative distances information can be provided for the nursery teachers to assist their childcare work. The effectiveness of our system is proved through continuous monitoring of the children in a nursery school.
由于幼儿教师的缺乏,开发幼儿辅助系统是非常必要的,这将是有效利用幼儿教师资源的重要进展。本文采用Kinect传感器为托儿辅助系统提出了儿童同步识别与跟踪系统,为幼儿园教师提供信息。每个孩子都是通过整合他/她的肤色、面部和动作的个人信息来识别的。将跟踪问题建模为寻找后验概率的MAP解,并采用马尔可夫链蒙特卡罗(MCMC)粒子滤波进行求解。我们的系统可以在课堂活动中识别和稳健地跟踪每个孩子。轨迹、运动范围和相对距离信息可以为幼儿教师提供帮助。通过对幼儿园儿童的持续监测,证明了我们系统的有效性。
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引用次数: 5
Identifying Factors Which Contribute to the Magnitude of Excess Correlations between Magnetic Field-Paired Volumes of Water 确定对水的磁场配对体积之间的过量相关程度有贡献的因素
Q3 Computer Science Pub Date : 2016-07-18 DOI: 10.4236/JSIP.2016.73014
Nicolas Rouleau, Trevor N. Carniello, M. Persinger
Excess correlations, one of the quantitative demonstrations of “entanglement”, have been experimentally demonstrated as spontaneous shifts in photon properties and molecular interactions. The magnitudes of the excess correlations have been enhanced experimentally for photon emissions and proton densities in aqueous solutions when the loci containing these physical chemical reactions shared circular magnetic fields whose angular velocities were always changing. In the present experiment, quantities of spring water each placed in one of two loci (local or non-local) separated by 100 or 10,000 m were exposed simultaneously to toroidal magnetic fields within a paradigm that has been shown to produce conspicuous excess correlations in shifts of photon emissions, pH in spring water, and human brain activity as inferred by electroencephalography. The non-local area that was not injected with proton donors displayed a reliable shift in pH when the local area was serially injected with small aliquots of protons but only during the presentations of the field parameters known to produce “entanglement”. The effect was most obvious when the global geomagnetic activity was less than Kp < 3. The probability is high that convergent similarities in the magnitudes of the local geomagnetic intensities of the two loci enhance the strength of the excess correlations. These results suggest that a minimal energy and inexpensive system, not involving classical electromagnetic transmission through a medium, but influenced by the global geomagnetic field activity, could be employed to generalize and superpose information between two non-local spaces.
超相关是“纠缠”的定量证明之一,已被实验证明为光子性质和分子相互作用的自发位移。当包含这些物理化学反应的位点共享角速度总是变化的圆形磁场时,在水溶液中光子发射和质子密度的过量相关性的大小被实验增强。在本实验中,将大量泉水分别放置在相隔100或10,000米的两个位点(本地或非本地)中的一个,同时暴露于环形磁场中,该范式已被证明在光子发射、泉水pH值和脑电图推断的人类大脑活动的移位中产生明显的过度相关性。当局部区域连续注入少量质子时,未注入质子供体的非局部区域显示出可靠的pH变化,但仅在已知产生“纠缠”的场参数呈现期间。当全球地磁活动小于Kp < 3时,这种影响最为明显。这两个位点的局部地磁强度的收敛相似性很可能增强了过量相关性的强度。这些结果表明,一个能量最小且价格低廉的系统,不涉及通过介质的经典电磁传输,但受全球地磁场活动的影响,可以用于在两个非局部空间之间泛化和叠加信息。
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引用次数: 2
Shearlet Based Video Fingerprint for Content-Based Copy Detection 基于Shearlet的视频指纹基于内容的拷贝检测
Q3 Computer Science Pub Date : 2016-05-12 DOI: 10.4236/JSIP.2016.72010
Fang Yuan, L. Po, Mengyang Liu, Xuyuan Xu, Weihua Jian, K. Wong, Kei-Wai Cheung
Content-based copy detection (CBCD) is widely used in copyright control for protecting unauthorized use of digital video and its key issue is to extract robust fingerprint against different attacked versions of the same video. In this paper, the “natural parts” (coarse scales) of the Shearlet coefficients are used to generate robust video fingerprints for content-based video copy detection applications. The proposed Shearlet-based video fingerprint (SBVF) is constructed by the Shearlet coefficients in Scale 1 (lowest coarse scale) for revealing the spatial features and Scale 2 (second lowest coarse scale) for revealing the directional features. To achieve spatiotemporal natural, the proposed SBVF is applied to Temporal Informative Representative Image (TIRI) of the video sequences for final fingerprints generation. A TIRI-SBVF based CBCD system is constructed with use of Invert Index File (IIF) hash searching approach for performance evaluation and comparison using TRECVID 2010 dataset. Common attacks are imposed in the queries such as luminance attacks (luminance change, salt and pepper noise, Gaussian noise, text insertion); geometry attacks (letter box and rotation); and temporal attacks (dropping frame, time shifting). The experimental results demonstrate that the proposed TIRI-SBVF fingerprinting algorithm is robust on CBCD applications on most of the attacks. It can achieve an average F1 score of about 0.99, less than 0.01% of false positive rate (FPR) and 97% accuracy of localization.
基于内容的拷贝检测(CBCD)广泛应用于数字视频的版权控制中,其关键问题是针对同一视频的不同攻击版本提取鲁棒指纹。本文利用Shearlet系数的“自然部分”(粗尺度)生成鲁棒视频指纹,用于基于内容的视频复制检测应用。本文提出的基于Shearlet的视频指纹(SBVF)是由揭示空间特征的尺度1(最低粗尺度)和揭示方向特征的尺度2(第二低粗尺度)的Shearlet系数构建的。为了实现指纹的时空自然,将该算法应用于视频序列的时间信息代表图像(TIRI),最终生成指纹。利用TRECVID 2010数据集,采用逆索引文件(IIF)哈希搜索方法,构建了一个基于TIRI-SBVF的CBCD系统进行性能评价和比较。常见的攻击是在查询中施加的,如亮度攻击(亮度变化,盐和胡椒噪声,高斯噪声,文本插入);几何攻击(信箱和旋转);和时间攻击(掉帧,时间移动)。实验结果表明,所提出的TIRI-SBVF指纹识别算法在CBCD应用中对大多数攻击具有鲁棒性。平均F1分数约为0.99,假阳性率(FPR)小于0.01%,定位准确率为97%。
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引用次数: 16
Unbiased Estimations of Atmosphere Vortices: The Saturn's Storm by Cassini VIMS-V as Case Study 大气漩涡的无偏估计:以卡西尼VIMS-V为例研究土星风暴
Q3 Computer Science Pub Date : 2016-05-12 DOI: 10.4236/JSIP.2016.72009
M. Moriconi, A. Adriani, E. D’aversa, G. Liberti, G. Filacchione, F. Oliva
The size determination of dynamical structures from spectral images poses the question where to fix the shape’s boundary. Here, we propose a method, suitable for nearly elliptical shape, based on the fit of a 2D Gaussian to the pixel intensities of the spectral image. This method has been tested on a vortex structure embedded in the wake of the 2010 Saturn’s giant storm. On January 4th 2012, the Visual and Infrared Mapping Spectrometer (VIMS), onboard Cassini, observed a giant vortex in the Saturn’s northern hemisphere. The structure was embedded in the wake storm system detected on December 2010 by Fletcher et al. [1]. Therefore, all the VIMS observations focused on the Saturn’s storm have been analyzed to investigate its morphology and development. VIMS detected the vortex from May 2011up to January 2012. The evolution of shape and size has been determined for the vortex cloud top, visible at 890 nm. The largest size resulted 4000 km about and seemed to shrinks continuously up to January 2012, while the shape varied in the second half of the year. The vortex oscillated in 2 degrees latitude around 37°N planetocentric latitude, and drifted in longitude by ~0.75 deg/day in westward direction.
从光谱图像中确定动力结构的大小,提出了形状边界在何处固定的问题。在此,我们提出了一种基于二维高斯对光谱图像像素强度拟合的方法,适用于近椭圆形状。这种方法已经在2010年土星大风暴后嵌入的旋涡结构上进行了测试。2012年1月4日,卡西尼号上的视觉和红外测绘光谱仪(VIMS)在土星北半球观测到一个巨大的漩涡。该结构嵌入在Fletcher等[1]于2010年12月探测到的尾流风暴系统中。因此,所有聚焦于土星风暴的VIMS观测都被分析以研究其形态和发展。VIMS在2011年5月至2012年1月期间检测到涡旋。漩涡云顶的形状和大小的演变已经确定,在890纳米可见。最大的直径约为4000公里,在2012年1月之前似乎一直在缩小,而在2012年下半年,形状发生了变化。涡旋在行星中心纬37°N附近振荡2度,向西漂移约0.75度/天。
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引用次数: 0
Robust Optimal H∞ Control for Uncertain 2-D Discrete State-Delayed Systems Described by the General Model 不确定二维离散状态延迟系统的鲁棒最优H∞控制
Q3 Computer Science Pub Date : 2016-05-12 DOI: 10.4236/JSIP.2016.72011
A. Singh, Amit Dhawan
This paper investigates the problem of robust optimal H∞ control for uncertain two-dimensional (2-D) discrete state-delayed systems described by the general model (GM) with norm-bounded uncertainties. A sufficient condition for the existence of g-suboptimal robust H∞ state feedback controllers is established, based on linear matrix inequality (LMI) approach. Moreover, a convex optimization problem is developed to design a robust optimal state feedback controller which minimizes the H∞ noise attenuation level of the resulting closed-loop system. Finally, two illustrative examples are given to demonstrate the effectiveness of the proposed method.
研究了一类具有范数有界不确定性的二维离散状态延迟系统的鲁棒最优H∞控制问题。基于线性矩阵不等式(LMI)方法,建立了g次优鲁棒H∞状态反馈控制器存在的充分条件。此外,提出了一个凸优化问题来设计一个鲁棒最优状态反馈控制器,使闭环系统的H∞噪声衰减水平最小。最后,通过两个实例验证了所提方法的有效性。
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引用次数: 0
Second-Order Kalman Filtering Application to Fading Channels Supported by Real Data 二阶卡尔曼滤波在真实数据支持的衰落信道中的应用
Q3 Computer Science Pub Date : 2016-05-12 DOI: 10.4236/JSIP.2016.72008
Azra Kapetanovic, Redhwan Mawari, M. Zohdy
The lack of effective techniques for estimation of shadow power in fading mobile wireless communication channels motivated the use of Kalman Filtering as an effective alternative. In this paper, linear second-order state space Kalman Filtering is further investigated and tested for applicability. This is important to optimize estimates of received power signals to improve control of handoffs. Simulation models were used extensively in the initial stage of this research to validate the proposed theory. Recently, we managed to further confirm validation of the concept through experiments supported by data from real scenarios. Our results have shown that the linear second-order state space Kalman Filter (KF) can be more accurate in predicting local shadow power profiles than the first-order Kalman Filter, even in channels with imposed non-Gaussian measurement noise.
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,卡尔曼滤波成为一种有效的替代方法。本文进一步研究了线性二阶状态空间卡尔曼滤波的适用性。这对于优化接收功率信号的估计以改进切换控制是很重要的。在本研究的初始阶段,大量使用了仿真模型来验证所提出的理论。最近,我们通过真实场景数据支持的实验进一步证实了这一概念的有效性。我们的研究结果表明,线性二阶状态空间卡尔曼滤波器(KF)在预测局部阴影功率分布方面比一阶卡尔曼滤波器更准确,即使在施加非高斯测量噪声的信道中也是如此。
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引用次数: 6
期刊
Journal of Information Hiding and Multimedia Signal Processing
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