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2017 Fourth International Conference on Signal Processing, Communication and Networking (ICSCN)最新文献

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Data trust model for event detection in wireless sensor networks using data correlation techniques 基于数据关联技术的无线传感器网络事件检测数据信任模型
Karthik N, V. S. Ananthanarayana
A wireless sensor network (WSN) is a conglomeration of scattered self organized sensor nodes to agreeably monitor the physical and surrounding conditions. These sensor nodes are equipped with limited resources such as memory, processing capability, battery power and transceiver for monitoring, processing and communicating the observed phenomena to make critical decisions with respect to collected data. Evaluating the trustworthiness of data is a primary preprocessing process of event detection in WSN. The trustworthy data which is free from data fault, inaccuracy and inconsistency is used to identify the interesting events and critical decision making in WSN. In this paper, we present our current work on data trust model that focuses on data fault detection, data reconstruction, data quality estimation for reliable event detection in WSN. The aim of this paper is to propose a novel data trust model for harsh environment of WSN to identify the events and strange environmental data behavior. This proposed framework combines different data processing methods through data correlation techniques to mitigate the data security risks of pervasive environments.
无线传感器网络(WSN)是由分散的自组织传感器节点组成的集合体,用于愉快地监测物理和周围环境。这些传感器节点配备了有限的资源,如内存、处理能力、电池电量和收发器,用于监测、处理和交流观察到的现象,以便根据收集到的数据做出关键决策。数据可信度评估是无线传感器网络事件检测的主要预处理过程。在无线传感器网络中,使用无数据错误、不准确和不一致的可信数据来识别感兴趣的事件和关键决策。本文介绍了基于数据信任模型的研究现状,重点从数据故障检测、数据重构、数据质量估计等方面对WSN的可靠事件检测进行了研究。针对恶劣环境下的无线传感器网络,提出了一种新的数据信任模型来识别事件和奇怪的环境数据行为。该框架通过数据关联技术将不同的数据处理方法组合在一起,以减轻普适环境中的数据安全风险。
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引用次数: 20
A survey paper on modern technologies in fixed-width multiplier 固定宽度乘法器的现代技术综述
J JENCY RUBIA, G. Kumar
The vital element of the DSP processor is Multiplier unit. The main objectives of the DSP processor are speed, power, delay and area. These goals have been realized with fixed-width multiplier whose output bits equal to input bits. The fixed-width multiplier implemented DSP processors can be applied for audio signal processing, video signal processing, VLSI signal processing, speech recognition, digital communication, medical imaging, MRI, MP3 and so on. Many researchers are optimizing, the performance of the multiplication process. In this review paper, the technologies to achieve the objectives of the DSP processor have been studied. And also the most recent developments in the multiplier circuit have been discussed. In this paper, first, the brief background of the fixed-width multiplier is outlined. Then, several multiplier architectures proposed for MAC (multiplier-accumulator) presented, narrating their functioning principles and key features. To provide a perception into future research directions, open research issues are discussed at the completion of this paper.
DSP处理器的关键部件是乘法器。DSP处理器的主要目标是速度、功耗、延迟和面积。这些目标已通过输出位等于输入位的定宽乘法器实现。采用DSP处理器的定宽乘法器可应用于音频信号处理、视频信号处理、VLSI信号处理、语音识别、数字通信、医学成像、MRI、MP3等领域。许多研究者都在优化乘法过程的性能。本文对实现DSP处理器目标的技术进行了研究。并讨论了乘法器电路的最新发展。本文首先概述了固定宽度乘法器的研究背景。然后,提出了几种用于MAC (multiplier-accumulator)的乘法器架构,阐述了它们的工作原理和主要特点。为了对未来的研究方向提供一个感知,本文在完成时讨论了开放性的研究问题。
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引用次数: 6
Design of pentagon shaped microstrip patch antennawith metamaterialfor multiband application 多波段五边形超材料微带贴片天线的设计
L. Chandiea, K. Anusudha
The need in today's wireless applications is to design antennas that are compact, robust and effortless to integrate with RF circuit components. Microstrip patch antenna is one such type which satisfies these requirements. But the two main performance parameters of an antenna namely the gain and the bandwidth are near to the ground for patch antennas. Usually the gain range of a patch antenna is 1–2dB. Most straightforward approach of increasing these factors involves the use of low dielectric substrate with increased thickness, but this inevitably leads to generation of surface waves. As a result, sensible substrate thickness has to be employed. In this paper pentagon shaped patch antenna with metamaterial on the substrate for multiband application is proposed. The analysis is done using Ansoft HFSS software version 15.0. The performance parameters analysed are bandwidth, gain and return loss. The proposed antenna design covers UWB range, C, X, Ku, K, Ka and a portion of V band.
当今无线应用的需求是设计紧凑,坚固且易于与射频电路组件集成的天线。微带贴片天线就是满足这些要求的一种天线。而贴片天线的两个主要性能参数即增益和带宽是近地天线的主要性能参数。通常贴片天线的增益范围为1-2dB。增加这些因素的最直接的方法涉及使用低介电基片与增加厚度,但这不可避免地导致产生表面波。因此,必须采用合理的基材厚度。本文提出了一种多波段应用的五边形基板超材料贴片天线。采用Ansoft HFSS 15.0版软件进行分析。分析了带宽、增益和回波损耗等性能参数。所提出的天线设计涵盖了超宽带范围、C、X、Ku、K、Ka以及部分V波段。
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引用次数: 1
Vowel classification from imagined speech using sub-band EEG frequencies and deep belief networks 基于子频带EEG频率和深度信念网络的想象语音元音分类
R. Anandha Sree, A. Kavitha
This work has focused on the possibilities of classifying vowels ‘a’, ‘e’, ‘i’, ‘o’, ‘u’ from EEG signals, that has been derived while imagining the vowels, with minimum input features. The EEG signals have been acquired from 5 subjects while imagining and uttering the vowels during a well defined experimental protocol, have been processed and segmented using established signal processing routines. The signals have been segmented under various sub-band frequencies and subjected to Db4 Discrete Wavelet Transform. The various conventional and derived energy based features have been acquired from the sub-band frequency signals, trained and tested using Deep Belief Networks for classifying the imagined vowels. The experiments have been repeated on various electrode combinations. Results obtained from all sub-band frequency based features have shown a good classification accuracy. Further, classification protocol employing features that have been derived from each sub-band frequency has shown that the theta and gamma band frequency features have been more effective with a vowel classification accuracy ranging between 75–100%.
这项工作的重点是从脑电图信号中对元音“a”、“e”、“i”、“o”、“u”进行分类的可能性,这些信号是在想象元音时得到的,输入特征最少。在一个明确的实验方案中,从5名受试者在想象和说出元音时获得脑电图信号,并使用既定的信号处理程序进行处理和分割。在不同的子频带频率下对信号进行分割,并进行Db4离散小波变换。从子频带频率信号中获取各种传统的和衍生的基于能量的特征,并使用深度信念网络进行训练和测试,以对想象的元音进行分类。实验在不同的电极组合上重复进行。所有子频带频率特征的分类结果均显示出良好的分类精度。此外,采用从每个子频带频率衍生的特征的分类方案表明,theta和gamma频带频率特征更有效,元音分类准确率在75-100%之间。
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引用次数: 9
Performance analysis and characterization of 2D photonic crystals — An analytical approach 二维光子晶体的性能分析和表征-一种分析方法
Minnu Anthrayose, T. Sridarshini, S. Gandhi
Photonic crystal is a dielectric with periodic modulation of refractive index of constituent elements which results in photonic band-gap effect which is unique property of Photonic crystal. Such Band gap effect helps to analyse the optical performance of Photonic crystals. This paper deals with Photonic Band gap (PBG) calculations for two dimensional Photonic crystals and the effect of size that is radius of silicon pillar on PBG. Plane Wave Expansion (PWE) method is used for obtaining band structure.
光子晶体是一种介质,其组成元素的折射率发生周期性调制,从而产生光子带隙效应,这是光子晶体的独特性质。这种带隙效应有助于分析光子晶体的光学性能。本文讨论了二维光子晶体的光子带隙计算,以及硅柱半径大小对光子带隙的影响。采用平面波展开(PWE)法获得波段结构。
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引用次数: 1
Online extreme learning machine for handling concept drift and class imbalance problem 在线极限学习机用于处理概念漂移和班级失衡问题
Dr. B. Vinayagasundaram, R. J. Aarthi, N. Abirami
The key interest of machine learning is conventionally training the machine from data that have underlying distribution such as data should have predetermined distribution. Such a constraint on the problem area leads to the technique for development of learning algorithms with notionally verifiable performance accuracy. However, real-world problems are not able to fit smartly into such restricted model. Class imbalance problem can occur due to tilted distribution of class data. Data streaming from non-stationary distribution with more uncertainty in real-time applications, resulting in the concept drift problem. In this methodology, it is proposed to extend the Extreme Learning Machine (ELM) algorithm for effectively handling the class imbalance problem and concept drift in datasets. This proposal has higher level of prediction accuracy and performance compared to Support Vector Machine (SVM) and Support Vector Data Description.
机器学习的主要兴趣是传统地从具有底层分布的数据中训练机器,例如应该具有预定分布的数据。这种对问题区域的约束导致了具有概念上可验证性能准确性的学习算法的开发技术。然而,现实世界的问题并不能很好地适应这种受限制的模型。班级数据的倾斜分布会导致班级不平衡问题。数据流是非平稳分布,在实时应用中具有更多的不确定性,导致概念漂移问题。在该方法中,提出了扩展极限学习机(ELM)算法以有效处理数据集中的类不平衡问题和概念漂移问题。与支持向量机(SVM)和支持向量数据描述(Support Vector Data Description)相比,该方法具有更高的预测精度和性能。
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引用次数: 1
Performance evaluation of beamforming techniques for speech enhancement 语音增强波束形成技术的性能评价
P. Rakesh, S. Priyanka, T. Kumar
This paper presents speech enhancement using fixed and adaptive beamforming techniques to improve quality of speech signal in noisy environment. Microphone arrays provide a means of enhancing a desired signal in the presence of corrupting noise sources using spatial filtering. In this paper, Delay and Sum Beamformer (DSB) and Generalized Side lobe Canceller (GSC) beamformer are implemented using microphone array and their performance are evaluated by considering various noises under different SNR levels. Enhanced speech characteristics are represented in time domain and frequency domain. The interference is nullified and the beamformer is steered towards desired direction using spatial response. An enhanced speech with improved SNR is achieved by generalized side lobe canceller with Least Mean Square (LMS) algorithm than Delay and Sum beamformer.
本文提出了利用固定波束形成和自适应波束形成技术提高噪声环境下语音信号质量的方法。麦克风阵列提供了一种在存在干扰噪声源的情况下使用空间滤波增强所需信号的方法。本文采用传声器阵列实现了延迟和和波束形成器(DSB)和广义旁瓣消除波束形成器(GSC),并考虑了不同信噪比下的各种噪声,对其性能进行了评价。增强的语音特征分别在时域和频域表示。利用空间响应消除干扰并使波束形成器转向所需方向。与延时波束形成器和和波束形成器相比,采用最小均方算法的广义旁瓣对消器实现了提高信噪比的增强语音。
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引用次数: 7
Recognising and retrieving the meaning of Thirukkural from speech utterances 从语音话语中识别和检索Thirukkural的意思
B. Bharathi, G. Sridevi, G. J. Varshitha
Tamil is one of the oldest languages of the world with a rich collection of literature. The state of Tamil Nadu in India and Sri Lanka have vast populations of indigenous Tamil speakers. The Thirukkural is a classical Tamil Sangam Literature, penned by the famous Tamil poet, Thiruvalluvar. Kural is a very short Tamil Poetic form consisting of two lines. Thirukkural contains many important messages, speaking about the moral and ethical values to be followed by everyone. Up to now, speech Recognition has not been applied to this literature. This paper proposes a system which will recognize and retrieve the meaning of Thirukkural from speech utterances. This is achieved by extracting the MFCC feature vectors from the input speech (kural) and building the acoustic models by using Gaussian Mixture Model(GMM). This speaker independent system aims to convert the input speech Thirukkural into text and display the meaning in Tamil along with the chapter number, name and kural number. The system will also synthesize the meaning of the Thirukkural(text to speech). This will be useful to students and visually challenged people to learn Thirukkural in an interactive way. This will be a great help in encouraging more people to take an interest in and learn the Thirukkural. Experiments were conducted by collecting the corpus from 25 people (2000 kural samples) for one chapter of Thirukkural named “Seynandri Aridhal”. The performance of the system was evaluated by building models for different mixture components and retrieving the meaning. It was found to give 100 % accurate results for 128 mixture component models.
泰米尔语是世界上最古老的语言之一,拥有丰富的文学收藏。印度的泰米尔纳德邦和斯里兰卡有大量说泰米尔语的土著人口。《Thirukkural》是由著名泰米尔诗人Thiruvalluvar所著的经典泰米尔Sangam文学。Kural是一种非常短的泰米尔诗歌形式,由两行组成。Thirukkural包含了许多重要的信息,谈到了每个人都应该遵循的道德和伦理价值观。到目前为止,语音识别还没有应用到这方面的文献中。本文提出了一个从语音话语中识别和检索Thirukkural语意的系统。这是通过从输入语音(kural)中提取MFCC特征向量,并使用高斯混合模型(GMM)建立声学模型来实现的。该系统旨在将输入的Thirukkural语音转换为文本,并显示泰米尔语的含义以及章节号、名称和库尔号。该系统还将综合Thirukkural(文本到语音)的含义。这将有助于学生和视觉障碍人士以互动的方式学习Thirukkural。这对鼓励更多的人对提鲁库尔语感兴趣和学习有很大的帮助。通过收集25人的语料库(2000个库尔样本),对Thirukkural的一个章节“Seynandri Aridhal”进行了实验。通过建立不同混合成分的模型并检索其含义来评估系统的性能。结果表明,该方法对128个混合组分模型均能给出100%的准确结果。
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引用次数: 0
Design of compact dual F-slots UWB monopole antenna for wireless devices 用于无线设备的紧凑型双f槽超宽带单极天线设计
S. Thilagavathi, D. Venkatesh
In this paper, an Ultra Wideband (UWB) Monopole antenna is proposed for several applications. The size of the antenna is 55mm × 35mm × 1.7mm with dual F-slots in its ground plane and three different pairs of rectangular slots in its upper patch. In order for the antenna to resonate at multiple frequencies or to attain wide impedance bandwidth, the relative lengths, heights and positions of the slots are tuned to the required resonant frequency. The simulation results are obtained using the tool Advanced Design System 2014 (ADS 2014). The −10 dB impedance bandwidth obtained by the proposed antenna at two resonant frequencies 2.5 GHz and 4.9 GHz are 683 MHz (2.280 GHz to 2.963 GHz) and 4.352 GHz (4.667 GHz to 9.019 GHz) respectively. The maximum gain of 3.1 dBi at 2.5 GHz and 2.26 dBi at 5 GHz are also achieved. The antenna will operate for 2.4 GHz ISM band, Bluetooth & Zigbee applications, IEEE 802.11 WiMAX at 5.5 GHz, WLAN (5 GHz) applications of IEEE 802.11a, IEEE 802.11n & IEEE 802.11ac and also covers the part of 4–8 GHz (C-band) satellite frequency band.
本文提出了一种适用于多种应用的超宽带单极天线。天线尺寸为55mm × 35mm × 1.7mm,接平面为双f型槽,上贴片为3对不同的矩形槽。为了使天线在多个频率上共振或获得较宽的阻抗带宽,将槽的相对长度、高度和位置调谐到所需的谐振频率。利用先进设计系统2014 (ads2014)进行仿真。在2.5 GHz和4.9 GHz两个谐振频率下,天线获得的−10 dB阻抗带宽分别为683 MHz (2.280 GHz ~ 2.963 GHz)和4.352 GHz (4.667 GHz ~ 9.019 GHz)。在2.5 GHz和5 GHz时的最大增益分别为3.1 dBi和2.26 dBi。该天线将用于2.4 GHz ISM频段、蓝牙和Zigbee应用、5.5 GHz的IEEE 802.11 WiMAX、IEEE 802.11a、IEEE 802.11n和IEEE 802.11ac的WLAN (5 GHz)应用,并覆盖4-8 GHz (c波段)卫星频段的一部分。
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引用次数: 1
Enhancement of spectral and energy efficiency in massive MIMO systems with linear schemes 线性方案下大规模MIMO系统频谱和能量效率的提高
Prasad Rayi, M. Prasad
Massive-Multi Input and Multi Output (MIMO) antenna system is considered as the key technology to improve both spectral efficiency (SE) and energy efficiency (EE) for 5G systems. Where pilot contamination and inter-cell interference have been considered as basic limiting factors to achieve high data rate. These parameters will saturate the SE and truncate to a constant value. In this work, we explore the effective evaluation of SE and EE of the M-MIMO antenna system with optimal users. In this work, we basically considered linear processing algorithms such as zero-forcing (ZF), maximum ratio combing (MRC) and minimum mean square error (MMSE) for the analysis SE for the both single and multi-cell scenario in M-MIMO systems. In this paper, we provide a platform to improve the SE and EE with a variation of base station (BS) antennas M and pilot reuse factor λ. We also derived the explicit and exact expressions for the analysis of SE and EE with perfect and imperfect channel state information (CSI). Which are very tight and tractable approximations in the prospective of realistic system scenario. We mainly focused on the asymptotic limit of SE and also obtain optimal user terminals K. It has been noticed that the SE performance greatly depends on the receiving combined scheme. We compared the simulation results for SE based the parameters such as varying antennas at the BS M, optimal UTs K and finally pilot reuse factors λ=4 and λ=7. Here, the simulation results of the BS antennas per-user (M/K) and optimal users K, highly depend on the receive technique and the BS antennas M. We also demonstrated the simulation results with the variation of per-user SE versus the BS antennas. The simulation results were performed by using Matlab 2015b.
大规模多输入多输出(MIMO)天线系统被认为是提高5G系统频谱效率(SE)和能效(EE)的关键技术。其中,导频污染和小区间干扰被认为是实现高数据速率的基本限制因素。这些参数将使SE饱和并截断为一个恒定值。在这项工作中,我们探讨了具有最优用户的M-MIMO天线系统的SE和EE的有效评估。在这项工作中,我们基本上考虑了线性处理算法,如零强迫(ZF),最大比率梳理(MRC)和最小均方误差(MMSE),用于分析M-MIMO系统中单小区和多小区场景的SE。在本文中,我们提供了一个平台,通过改变基站(BS)天线M和导频复用因子λ来提高SE和EE。我们还推导了具有完全和不完全通道状态信息(CSI)的SE和EE的显式和精确表达式。这是非常紧密的和易于处理的近似在现实系统场景的前景。我们主要研究了SE的渐近极限,并得到了最优的用户终端k。注意到SE的性能很大程度上取决于接收组合方案。我们比较了基于BS M下不同天线、最优ut K和导频复用系数λ=4和λ=7等参数的SE仿真结果。这里,BS天线的每用户(M/K)和最优用户K的仿真结果高度依赖于接收技术和BS天线M。我们还演示了每个用户SE与BS天线的变化的仿真结果。利用Matlab 2015b进行仿真。
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引用次数: 1
期刊
2017 Fourth International Conference on Signal Processing, Communication and Networking (ICSCN)
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