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2018 IEEE International Conference on the Science of Electrical Engineering in Israel (ICSEE)最新文献

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A Weighted Multichannel Wiener Filter and its Decomposition to LCMV Beam Former and Post-Filter for Source Separation and Noise Reduction 一种加权多通道维纳滤波器及其分解为LCMV波束前后滤波器,用于源分离和降噪
Aviel Adler, Ofer Schwartz, S. Gannot
Speech enhancement and source separation are well-known challenges in the context of hands-free communication and automatic speech recognition. The multichannel Wiener filter (MCWF) that satisfies the minimum mean square error (MMSE) criterion, is a fundamental speech enhancement tool. However, it can suffer from speech distortion, especially when the noise level is high. The speech distortion weighted multichannel Wiener filter (SDW-MWF) was therefore proposed to control the tradeoff between noise reduction and speech distortion for the single-speaker case. In this paper, we generalize this estimator and propose a method for controlling this tradeoff in the multi-speaker case. The proposed estimator is decomposed into two successive stages: 1) a multi-speaker linearly constrained minimum variance (LCMV), which is solely determined by the spatial characteristics of the speakers; and 2) a multi-speaker Wiener postfilter (PF), which is responsible for reducing the residual noise. The proposed PF consists of several controlling parameters that can almost independently control the tradeoff between the distortion of each speaker and the total noise reduction.
语音增强和源分离是免提通信和自动语音识别环境中众所周知的挑战。满足最小均方误差(MMSE)准则的多通道维纳滤波器(MCWF)是一种基本的语音增强工具。然而,它可能遭受语音失真,特别是当噪音水平高。因此,提出了语音失真加权多通道维纳滤波器(SDW-MWF)来控制单扬声器情况下的降噪和语音失真之间的权衡。在本文中,我们推广了这个估计量,并提出了一种在多扬声器情况下控制这种权衡的方法。该估计器被分解为两个连续的阶段:1)多说话者线性约束最小方差(LCMV),它完全由说话者的空间特征决定;2)一个多扬声器维纳后置滤波器(PF),它负责降低残余噪声。所提出的PF由几个控制参数组成,这些参数几乎可以独立地控制每个扬声器的失真和总降噪之间的权衡。
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引用次数: 1
Recovery of Signals Encoded by Sample-and-Hold Asynchronous Sigma-Delta Modulation 采样保持异步Sigma-Delta调制编码信号的恢复
D. Rzepka, D. Koscielnik, Jakub Szyduczynski, M. Pawlak, M. Miśkowicz
The paper is focused on methods of the perfect signal recovery based on the frame theory, and the approximate fast reconstruction with truncated Fourier series for inputs encoded by Sample-and-Hold Asynchronous Sigma Delta Modulation (SH-ASDM). The comparative analysis shows that the signal recovery for the SH-ASDM is characterized by significantly lower computational complexity than for the classical ASDM.
重点研究了基于帧理论的信号完美恢复方法,以及截断傅立叶级数对采样保持异步σ δ调制(SH-ASDM)编码输入信号的近似快速重构方法。对比分析表明,SH-ASDM的信号恢复计算复杂度明显低于经典ASDM。
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引用次数: 1
Distributed Deep Learning on Wimpy Smartphone Nodes 弱智能手机节点上的分布式深度学习
Tzoof Hemed, Nitai Lavie, R. Kaplan
Deep Neural Networks (DNN), contain multiple convolutional and several fully connected layers, require considerable hardware resources to train in a reasonable time. Multiple CPUs, GPUs or FPGAs are usually combined to reduce the training time of a DNN. However, many individuals or small organizations do not possess the resources to obtain multiple hardware units.The contribution of this work is two-fold. First, we present an implementation of a distributed DNN training system that uses multiple small (wimpy) nodes to accelerate the training process. The nodes are mobile smartphone devices, with variable hardware specifications. All DNN training tasks are performed on the small nodes, coordinated by a centralized server. Second, we propose a novel method to mitigate issues arising from the variability in hardware resources. We demonstrate that the method allows training a DNN to high accuracy on known image recognition datasets with multiple small different nodes. The proposed method factors in the contribution from each node according to its run time on a specific training task, relative to the other nodes. In addition, we discuss practical challenges that arise from small node system and suggest several solutions.
深度神经网络(DNN)包含多个卷积层和多个全连接层,需要大量的硬件资源才能在合理的时间内进行训练。为了减少深度神经网络的训练时间,通常将多个cpu、gpu或fpga组合在一起。然而,许多个人或小型组织并不拥有获得多个硬件单元的资源。这项工作的贡献是双重的。首先,我们提出了一个分布式DNN训练系统的实现,该系统使用多个小(弱)节点来加速训练过程。节点是具有可变硬件规格的移动智能手机设备。所有DNN训练任务都在小节点上执行,由中央服务器协调。其次,我们提出了一种新的方法来缓解硬件资源的可变性所带来的问题。我们证明了该方法可以在具有多个小不同节点的已知图像识别数据集上训练DNN以达到高精度。所提出的方法根据每个节点在特定训练任务上的运行时间来考虑其相对于其他节点的贡献。此外,我们还讨论了小节点系统带来的实际挑战,并提出了一些解决方案。
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引用次数: 1
Polarization controlled emission on gold nanogrooves and nanowires 金纳米沟槽和纳米线的极化控制发射
D. Rajesh, Ziv Glasser, Y. Gorodetski, S. Sternklar, D. Cheskis
The rapid growing interest in the field of plasmonics comes from advance nanotechnologies involving nanophotonics applications. The surface plasmon polaritons (SPP) exited by light on metallic nano grooves arrays (NGA) and nanowires (NWs), play a role of an intermediary between photonics and electronics. We report on the experimental demonstration of polarization controlled SPP propagation, leading to tailored directional coupling in a periodic plasmonic NGAs and NWs. The SPP emission and propagation, in Au NGAs and Au NWs is modulated by the incident light polarization. Our results establish a basis for the developments of innovative optical devices, which are useful in telecommunications and other nanophotonic devices.
等离子体动力学领域快速增长的兴趣来自于涉及纳米光子学应用的先进纳米技术。光在金属纳米沟槽阵列(NGA)和纳米线(NWs)上产生的表面等离子激元极化子(SPP)在光子学和电子学之间起着中介作用。我们报道了偏振控制SPP传播的实验演示,导致周期性等离子体NGAs和NWs的定向耦合。在Au NGAs和Au NWs中,SPP的发射和传播受入射光偏振调制。我们的研究结果为创新光学器件的发展奠定了基础,这在电信和其他纳米光子器件中是有用的。
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引用次数: 0
Segmentation and Analysis of Bird Trill Vocalizations 鸟类颤音发声的分割与分析
Hagai Barmatz, Dana Klein, Y. Vortman, Sivan Toledo, Y. Lavner
Animal communication and specifically acoustic communication is in the focus of ecological and biological research. With the advancement of monitoring technology, a vast amount of acoustic recordings of birds is continuously accumulated. As manual segmentation and annotation of this data is impractical, development of efficient algorithms for accurate detection, classification and segmentation of birdsong is therefore a prerequisite for further analysis. In this study we present an algorithm for automatic segmentation and parameters estimation of one type of bird vocalization, namely, the trill song. The algorithm is based on computing the short-time variance of the fundamental frequency derivative of bird acoustic signal for initial detection of syllables. The boundaries of each syllable are consequently obtained using a Gaussian smoothed short-time energy function and an adaptive threshold based on the energy envelope. The performance of the algorithm was evaluated using a comparison to human expert segmentation, as well as to ground-truth values of synthetic trills produced by the Harmonic + Noise model. A correct detection rate of more than 95% was yielded for SNR levels of -5 dB or higher for signals with additive colored noise, and for signals with additive white Gaussian noise more than 92% was obtained for SNR>-5dB. In addition, a high correlation between the automatic segmentation and that of a human expert was exemplified.
动物交流,特别是声音交流是生态学和生物学研究的重点。随着监测技术的进步,大量鸟类的声音记录不断积累。由于对这些数据进行人工分割和标注是不切实际的,因此开发高效的算法来准确地检测、分类和分割鸟鸣是进一步分析的先决条件。在这项研究中,我们提出了一种算法来自动分割和参数估计一种鸟类发声,即颤音歌。该算法基于计算鸟声信号基频导数的短时方差进行音节的初始检测。然后利用高斯平滑的短时能量函数和基于能量包络的自适应阈值获得每个音节的边界。通过与人类专家分割的比较,以及谐波+噪声模型产生的合成颤音的真值,评估了该算法的性能。对于加性彩色噪声信号信噪比为-5dB及以上的信号,正确率达到95%以上;对于加性高斯白噪声信号,信噪比>-5dB的信号,正确率达到92%以上。此外,还举例说明了自动分割与人类专家分割之间的高度相关性。
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引用次数: 1
Peak to Average Power Ratio Reduction for Filter Bank Multicarrier Modulation using Iterative Clipping and Filtering 利用迭代裁剪和滤波降低滤波器组多载波调制的峰值和平均功率比
David Levy, A. Reichman, D. Wulich
Filter Bank Multi Carrier (FBMC) is considered as promising candidate solution to the air interference problem in the fifth-generation communication (5G). Since the performance of multicarrier transmission is affected by peak to average power ratio (PAPR) therefore, research on PAPR reduction methods is essential. The paper presents the effect of the simplest method for reduction the PAPR for FBMC modulation by using the iterative clipping and filtering (ICF) method. A significant improvement in PAPR reduction can be obtained with a modest complexity and low degradation in Bit Error Ratio (BER).
滤波器组多载波(FBMC)被认为是解决第五代通信(5G)中空气干扰问题的有希望的候选方案。由于多载波传输性能受到峰值平均功率比(PAPR)的影响,因此研究降低峰值平均功率比的方法十分必要。本文介绍了用迭代裁剪滤波(ICF)方法降低FBMC调制的最简单方法的效果。在PAPR降低方面的显著改进可以获得适度的复杂性和较低的误码率(BER)退化。
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引用次数: 1
Real life applicative timing algorithm for a smart junction with social priorities and multiple parameters 具有社会优先级和多参数的智能连接的实际应用时序算法
O. Barzilai, Nadav Voloch, Alon Hasgall, O. L. Steiner
Smart devices and their connections to the Internet of Things (IoT) have been the subject of many papers in the past decade. One of the transportation subjects of IoT is a smart junction. This research deals with the case of this junction, where several cars approach the intersection from various directions, and a smart traffic light must decide about the time intervals of RED and GREEN in each direction, with our novel approach that is based not only on the number of vehicles in each lane, but also on other factors such as the type of vehicles (e.g. emergency vehicles), and the social characteristics of the passengers (e.g. a handicapped person, a student who is late for an exam). Those factors will be gleaned from the IoT network amongst cars, traffic lights, individuals, municipality data, and more. Once those priorities have been examined, they are fed into the algorithm we have devised, and outputted as a timing schedule for the different sides of the intersection, taking also into consideration the cars physical attributes such as length and speed. In this paper we present the algorithm, the prioritizing research, its implementation in the algorithm and our experimental results.
在过去十年中,智能设备及其与物联网(IoT)的连接一直是许多论文的主题。物联网的交通主题之一是智能枢纽。本研究处理的是这样一个交叉路口的情况,其中几辆汽车从不同的方向接近交叉路口,智能交通灯必须决定每个方向上的红色和绿色的时间间隔,我们的新方法不仅基于每个车道上的车辆数量,还基于其他因素,如车辆类型(例如紧急车辆)、乘客的社会特征(例如残疾人、(考试迟到的学生)。这些因素将从汽车、交通信号灯、个人、市政数据等物联网网络中收集。一旦检查了这些优先级,它们就会被输入到我们设计的算法中,并作为交叉路口不同侧面的时序表输出,同时考虑到汽车的物理属性,如长度和速度。本文介绍了该算法、优先级的研究、算法中的实现和实验结果。
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引用次数: 2
Audio Retrieval By Voice Imitation 语音模仿音频检索
Samah Khawaled, Mohamad Khateeb, Hadas Benisty
Existing sound retrieval systems are mostly based on a textual query. Using text to describe a sound signal is not intuitive and is often inaccurate due to subjective impression of the user; different people may use different words to describe the same sound which makes theses system complex to design and unintuitive to use. Vocal imitation, however, is the most natural human way to describe a sound. In this paper we consider a newly rising approach for sound retrieval based on vocal imitations, where the user records himself imitating the desired sound, and the system retrieves a ranked list of the most similar sounds in the dataset. In this work we represent sound signals using histograms, obtained with respect to a Gaussian Mixture Model (GMM), representing the spectral domain. This recently proposed approach was successfully applied for word representation in a keyword spotting task. Having a fixed length representation for vocal imitation signals allows us to train a robust classifier using support vector machine (SVM). Given a test imitation signal, we apply the classifier and use the output score to rank the retrieved signals, based on a majority vote. Our simulation results show that the proposed system yields a more accurate ranking compared with other existing solutions.
现有的声音检索系统大多基于文本查询。用文字来描述声音信号并不直观,而且由于用户的主观印象,往往是不准确的;不同的人可能会用不同的词来描述相同的声音,这使得这些系统设计复杂,使用起来不直观。然而,模仿声音是人类描述声音最自然的方式。在本文中,我们考虑了一种基于声音模仿的声音检索新方法,其中用户记录自己模仿所需的声音,系统检索数据集中最相似声音的排名列表。在这项工作中,我们使用直方图来表示声音信号,该直方图是根据高斯混合模型(GMM)获得的,代表频谱域。该方法已成功应用于关键词识别任务中的单词表示。有了固定长度的语音模仿信号表示,我们可以使用支持向量机(SVM)训练一个鲁棒分类器。给定一个测试模仿信号,我们应用分类器并使用输出分数对检索到的信号进行排序,基于多数投票。仿真结果表明,与其他现有的解决方案相比,所提出的系统产生了更准确的排名。
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引用次数: 0
Electrification Israel Railroads: Network Frequency Instability and Challenges of Distribution Voltage Control 以色列铁路电气化:网络频率的不稳定性和配电电压控制的挑战
I. Goldshtein, M. Averbukh
Electrification of Israel railroads is a successful project being realized during present time. Among the well-known advantages of electric train exploitation are high energetic efficiency, regenerative breaking, diminished pollution, flexibility of traffic control and improved transportation dynamics. However, the use of electric train is accompanied with some specific hurdles caused by significantly stochastic power flows. While in transit between stations an electric train has different phases of movement, during some consuming energy, but from time to time throughout braking processes they become generators transmitting energy back into the electric grid. This circumstance may produce voltage instability in distribution lines, which should be kept inside permissible limits to allow normal operation of electric equipment. Tap-changers on distribution transformers considered for a voltage regulation have sluggish response of ~7-8 sec. Therefore, fast changes of power stream can cause significant voltage deviations. If the voltage overcome explicit allowable level a trigger of a protection system is engendered disconnecting vehicles from a grid. The last causes extremely dangerous detriments and should be maximally prevented.Rapid and considerable changes in train power consumption, in addition may cause network frequency instability which in turn can violate electricity supply.Present article provides an original examination of the future stability of network frequency and distribution voltage which may be assumed when 420 km of Israel railroads will be electrified in the following 5–10 years. For such study special algorithm based on simulation approach was developed and applied. Predicting scenarios for frequency and distribution lines voltage control are represented below in the following text.
以色列铁路电气化是目前正在实现的一个成功项目。众所周知,电动列车开发的优点是高能量效率、再生制动、减少污染、交通控制的灵活性和改善运输动力学。然而,电力列车的使用伴随着一些特殊的障碍,这些障碍是由显著的随机潮流引起的。在车站之间的运输中,电动火车有不同的运动阶段,在一些消耗能量的过程中,但在整个制动过程中,它们不时地成为发电机,将能量传回电网。这种情况可能导致配电线路电压不稳定,应将其控制在允许的范围内,以保证电气设备的正常运行。用于电压调节的配电变压器分接开关响应缓慢,约为7-8秒。因此,潮流的快速变化会导致显著的电压偏差。如果电压超过明确的允许电平,则产生保护系统的触发器,断开车辆与电网的连接。最后一种会造成极其危险的危害,应该最大限度地加以防止。列车用电量的迅速而巨大的变化,还可能引起电网频率的不稳定,进而影响电力供应。本文对未来电网频率和配电电压的稳定性进行了初步研究,这可能是在未来5-10年内以色列420公里铁路将电气化的假设。为此,开发并应用了基于仿真方法的特殊算法。频率和配电线路电压控制的预测方案如下文所示。
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引用次数: 1
Memristors as Artificial Biochemical Reactions in Cytomorphic Systems 忆阻器在细胞形态系统中的人工生化反应
Hanna Abo Hanna, Loai Danial, Shahar Kvatinsky, Ramez Daniel
A memristor is a nano-scale two-terminal stochastic electronic device. This paper proposes functional analogies between biochemical reactions and memristive devices. It shows that memristors can mimic biochemical reactions and gene networks efficiently and capture both deterministic and stochastic dynamics at the nano-scale level. We present different abstraction models and voltage-controlled resistive switching circuits that inherently model the activity of genetic circuits with low signal-to-noise ratio (SNR). These findings constitute a milestone for cell-inspired circuit design with noise-tolerance and energy-efficiency features, which can provide a fast and simple emulative framework for studying arbitrary large-scale biological networks in systems and synthetic biology.
忆阻器是一种纳米级双端随机电子器件。本文提出了生化反应与记忆装置之间的功能类比。研究表明,忆阻器可以有效地模拟生物化学反应和基因网络,并在纳米尺度上捕获确定性和随机动力学。我们提出了不同的抽象模型和压控电阻开关电路,这些模型固有地模拟了低信噪比(SNR)遗传电路的活动。这些发现为具有耐噪声和节能特性的细胞启发电路设计提供了一个里程碑,为研究系统和合成生物学中的任意大规模生物网络提供了一个快速、简单的模拟框架。
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引用次数: 2
期刊
2018 IEEE International Conference on the Science of Electrical Engineering in Israel (ICSEE)
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