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2018 Twenty Fourth National Conference on Communications (NCC)最新文献

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Multihop FD Relaying with Fixed and Random Phase Errors 具有固定和随机相位误差的多跳FD中继
Pub Date : 2018-02-01 DOI: 10.1109/NCC.2018.8600038
P. Sharma, Kamal Agrawal, P. Garg
This paper investigates the error rate performance of a multihop decode and forward (DF) relaying systems, in which all the relays are considered to operate in full-duplex mode. The effect of residual self-loop interference (RSLI) is characterized as a fading effect and modeled with the generalized Nakagami-m distribution. We also consider the effect of the random and fixed phase errors on the performance of gray coded M -ary phase shift keying (MPSK). The random phase errors, which are assumed to be caused by imperfections in the phase locked loop (PLL), are characterized by von-Mises distribution. All the analytical results presented in this paper are supported by Monte Carlo simulations.
本文研究了多跳译码转发(DF)中继系统的误码率性能,其中所有中继都被认为是全双工模式。残差自环干扰(RSLI)的影响表现为一种衰落效应,并采用广义Nakagami-m分布建模。我们还考虑了随机相位误差和固定相位误差对灰度编码相移键控(MPSK)性能的影响。随机相位误差被认为是由锁相环(PLL)的缺陷引起的,其特征为von-Mises分布。所有的分析结果都得到了蒙特卡罗模拟的支持。
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引用次数: 0
Dictionary learning based fingerprinting for indoor localization 基于字典学习的室内指纹定位
Pub Date : 2018-02-01 DOI: 10.1109/NCC.2018.8600195
C. Kumar, K. Rajawat
Indoor localization is often challenging due to the non-availability of GPS signals. Recently, various radio frequency fingerprinting techniques have been proposed to identify indoor locations using simply received signal strength (RSS) measurements. In general however, RSS measurements are time-varying and are difficult to model for complex environments. This paper proposes the use of dictionary learning (DL) to generate high quality fingerprints that depend also on the channel characteristics for each location. An enhanced DL algorithm is proposed that utilizes prior information about the channel distribution, and can generate the fingerprints in an online fashion. Simulation results demonstrate the efficacy of the proposed approach.
由于无法获得GPS信号,室内定位通常具有挑战性。最近,人们提出了各种射频指纹技术,通过简单的接收信号强度(RSS)测量来识别室内位置。然而,一般来说,RSS测量值是时变的,很难对复杂的环境进行建模。本文提出使用字典学习(DL)来生成高质量的指纹,该指纹也依赖于每个位置的通道特征。提出了一种利用通道分布先验信息的增强深度学习算法,可以在线生成指纹。仿真结果验证了该方法的有效性。
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引用次数: 2
Energy-Weighted Multi-Band Novelty Functions for Onset Detection in Piano Music 钢琴音乐起始点的能量加权多波段新奇函数检测
Pub Date : 2018-02-01 DOI: 10.1109/NCC.2018.8599955
K. Subramani, Srivatsan Sridhar, Rohit Ma, P. Rao
Onset detection refers to the estimation of the timing of events in a music signal. It is an important sub-task in music information retrieval and forms the basis of high-level tasks such as beat tracking and tempo estimation. Typically, the onsets of new events in the audio such as melodic notes and percussive strikes are marked by short-time energy rises and changes in spectral distribution. However, each musical instrument is characterized by its own peculiarities and challenges. In this work, we consider the accurate detection of onsets in piano music. An annotated dataset is presented. The operations in a typical onset detection system are considered and modified based on specific observations on the piano music data. In particular, the use of energy-based weighting of multi-band onset detection functions and the use of a new criterion for adapting the final peak-picking threshold are shown to improve the detection of soft onsets in the vicinity of loud notes. We further present a grouping algorithm which reduces spurious onset detections.
起始检测是指对音乐信号中事件的时序进行估计。它是音乐信息检索中的一个重要子任务,是节拍跟踪、节奏估计等高级任务的基础。通常,音频中新事件的开始,如旋律音符和打击打击,以短时间的能量上升和频谱分布的变化为特征。然而,每种乐器都有自己的特点和挑战。在这项工作中,我们考虑了钢琴音乐开始的准确检测。给出了一个带注释的数据集。基于对钢琴音乐数据的具体观察,对典型的起跳检测系统中的操作进行了考虑和修改。特别地,使用基于能量的多频带起始检测函数加权和使用一个新的标准来适应最终的拾峰阈值,可以提高在大声音符附近的软起始检测。我们进一步提出了一种分组算法,以减少虚假开始检测。
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引用次数: 0
Universal Compression of a Piecewise Stationary Source Through Sequential Change Detection 通过顺序变化检测的分段平稳源的通用压缩
Pub Date : 2018-02-01 DOI: 10.1109/NCC.2018.8600011
Dheeraj Kumar Chittam, R. Bansal, R. Srivastava
This paper focuses on universal compression of a piecewise stationary source using sequential change detection algorithms. The change detection algorithms that we have considered assume minimal knowledge of the source and make use of universal estimators of entropy. Here, data in each segment is characterized either by an I.I.D. random process or a first order Markov process. Simulation study of a modified sequential change detection test proposed by Jacob and Bansal [1] is carried out. Next, an algorithm to effectively compress a piece-wise stationary sequence using such change detection algorithms is proposed. Overall compression efficiency achieved with Page's Cumulative Sum (CUSUM) test and the modified change detection test proposed in [1] (JB-Page test) as part of the change detection schemes, are compared. Further, when JB-Page test is used for change detection, four different compression algorithms, namely, Lempel Ziv Welch (LZW), Lempel Ziv (LZ78), Burrows Wheeler Transform (BWT) and Context Tree Weighting (CTW) algorithms are compared based on their impact on overall compression.
本文研究了用序列变化检测算法对分段平稳源进行通用压缩。我们所考虑的变化检测算法假设对源的了解最少,并利用熵的普遍估计量。在这里,每个段中的数据要么由I.I.D.随机过程表征,要么由一阶马尔可夫过程表征。对Jacob和Bansal[1]提出的一种改进的顺序变化检测试验进行了仿真研究。其次,提出了一种利用这种变化检测算法有效压缩分段平稳序列的算法。比较了Page’s Cumulative Sum (CUSUM)测试和[1]中提出的改进的变更检测测试(JB-Page测试)作为变更检测方案的一部分所获得的总体压缩效率。进一步,在使用JB-Page测试进行变更检测时,比较了四种不同的压缩算法,即Lempel Ziv Welch (LZW)、Lempel Ziv (LZ78)、Burrows Wheeler Transform (BWT)和上下文树加权(CTW)算法对整体压缩的影响。
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引用次数: 2
Spatio-Spectral Compression and Analysis of Hyperspectral Images using Tensor Decomposition 基于张量分解的高光谱图像空间光谱压缩与分析
Pub Date : 2018-02-01 DOI: 10.1109/NCC.2018.8600185
R. Renu, V. Sowmya, K. Soman
Hyperspectral images are large cubes of data which are commonly processed band-wise as two-dimensional image patches. This 2D processing might lead to loose the spectral efficiency contained in the image. Introducing Hyperspectral image as third-order tensors helps to preserve the spectral and spatial efficiency of the image. Multilinear Singular Value Decomposition (MLSVD) is an extension of Singular Value Decomposition (SVD) to 3D which can be used for compressing the image spatially and spectrally. The efficiency of compression is verified by reconstructing the image using Low Multilinear Rank Approximation (LMLRA). The proposed method has been validated with Signal to Noise Ratio (SNR), pixel reflectance spectrum and pixel-wise classification of the reconstructed image.
高光谱图像是数据的大立方体,通常以二维图像块的方式进行波段处理。这种二维处理可能会导致图像中包含的光谱效率降低。将高光谱图像引入三阶张量有助于保持图像的光谱效率和空间效率。多线性奇异值分解(MLSVD)是奇异值分解(SVD)在三维图像中的扩展,可用于图像的空间和频谱压缩。利用低多元线性秩近似(LMLRA)重构图像,验证了压缩的有效性。用信噪比、像元反射光谱和重构图像的逐像元分类对该方法进行了验证。
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引用次数: 1
Identification of Coronary Artery Diseased Subjects Using Spectral Featuries 利用光谱特征识别冠状动脉病变受试者
Pub Date : 2018-02-01 DOI: 10.1109/NCC.2018.8600080
Pranab Samanta, Akanksha Pathak, K. Mandana, G. Saha
Coronary artery disease (CAD) is one of the leading causes of mortality and morbidity globally. Nowadays, it is spreading at an alarming rate. Recently, there is an increasing interest to develop simple and non-invasive automated methods for reliable diagnosis of CAD. Studies reported that the use of single-channel phonocardiogram (PCG) signal for detecting weak CAD murmurs caused by the stenosed coronary arteries due to turbulent blood flow. In this work, we introduce a new framework with multi-channel data acquisition system to classify CAD and normal subjects. The proposed method does not require any reference signal such as an electrocardiogram (ECG) signal for PCG signal segmentation as reported in the earlier studies. Subsequently, the study has used five different features, such as spectral moments, spectral entropy, moments of PSD function, autoregressive (AR) parameters, and instantaneous frequency derived from frequency representations of PCG signals. These features have captured the specific details related to the disease. We use an artificial neural network (ANN) for the classification task. Experimental results show that the AR features well-performed. We achieve an accuracy of 74.24% by using multi-channel recorded data where as the best performance obtained using single-channel signal is 69.69%.
冠状动脉疾病(CAD)是全球死亡率和发病率的主要原因之一。如今,它正以惊人的速度蔓延。近年来,人们对开发简单、无创的自动化方法来可靠地诊断CAD越来越感兴趣。有研究报道,利用单通道心音图(PCG)信号检测由湍流血流引起的冠状动脉狭窄引起的微弱CAD杂音。本文介绍了一种新的多通道数据采集系统框架,用于CAD和正常受试者的分类。本文提出的方法不需要任何参考信号,如心电图信号进行PCG信号分割。随后,该研究使用了五种不同的特征,如谱矩、谱熵、PSD函数矩、自回归(AR)参数和从PCG信号的频率表示中获得的瞬时频率。这些特征捕捉到了与该疾病相关的具体细节。我们使用人工神经网络(ANN)来完成分类任务。实验结果表明,该方法具有较好的增强现实特性。我们使用多通道记录数据实现了74.24%的精度,而使用单通道信号获得的最佳性能为69.69%。
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引用次数: 4
Weighted Nuclear Norm and TV Regularization based Image Deraining 基于加权核范数和电视正则化的图像去训练
Pub Date : 2018-02-01 DOI: 10.1109/NCC.2018.8600088
P. S. Baiju, P. Deepak Jayan, Sudhish N George
Often, images captured by digital camera in outdoor vision system may be significantly distorted by bad weather conditions. Such visual distortions may negatively affect the performance of the system. One such bad weather condition is rain, which randomly makes intensity fluctuations in the images. This paper proposes a new low rank recovery based algorithm to remove the rain streaks from single image taken in rainy weather. This method makes the use of weighted nuclear norm (WNN) and total variation (TV) regularization for efficient rain removal. WNN assigns different weights to different singular values based on the details each singular value holds. TV regularization is used to discriminate most of natural image content from sparse rain streaks by preserving piecewise smoothness of images. Simulation result shows that the rain streaks are more effcaciously eliminated by our method.
在户外视觉系统中,数码相机拍摄的图像经常会受到恶劣天气条件的严重失真。这样的视觉扭曲可能会对系统的性能产生负面影响。其中一种恶劣的天气条件是下雨,它会在图像中随机产生强度波动。本文提出了一种基于低秩恢复的单幅雨纹去除算法。该方法利用加权核范数(WNN)和总变分(TV)正则化实现了有效的除雨。WNN根据每个奇异值所包含的细节为不同的奇异值分配不同的权重。通过保持图像的分段平滑性,利用电视正则化技术将大部分自然图像内容从稀疏的雨纹中区分出来。仿真结果表明,该方法能有效地消除雨纹。
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引用次数: 5
Improved Energy Efficient Architecture for Wireless Sensor Networks with Mobile Sinks 带有移动接收器的无线传感器网络的改进节能架构
Pub Date : 2018-02-01 DOI: 10.1109/NCC.2018.8599944
Prashanth Lingala, Rajalakshmi Pachamuthu, Soumil Heble
Remote isolated applications such as agricultural monitoring, corrosion monitoring, condition monitoring etc., needs static infrastructure to be deployed and is spread across a large geographical area to transfer the data from source to gateway. These scenarios consume more power of battery powered devices and need huge infrastructure and maintenance cost. Use of mobile sinks is one good solution for such application to reduce power consumption, infrastructure and maintenance costs. However, the mobile sinks based architectures presented in the literature are not energy efficient and possess with more packet loss. To address this issue, this paper proposes a network architecture that uses an embedded database in selected cluster head nodes and mobile sink along with preconfigured route for the mobile sink. This improves network lifetime, packet reception rate and reduces power consumption of mobile sink. The proposed architecture is practically implemented and verified with IITH mote.
远程隔离应用,如农业监测、腐蚀监测、状态监测等,需要部署静态基础设施,并分布在一个大的地理区域,以将数据从源传输到网关。这些场景消耗更多的电池供电设备的功率,需要巨大的基础设施和维护成本。对于此类应用来说,使用移动水槽是一个很好的解决方案,可以降低功耗、基础设施和维护成本。然而,文献中提出的基于移动sink的架构不节能,并且具有更大的丢包。为了解决这个问题,本文提出了一种网络架构,该架构在选定的集群头节点和移动接收器中使用嵌入式数据库,并为移动接收器预先配置路由。这提高了网络寿命,数据包接收率,并降低了移动sink的功耗。所提出的体系结构在IITH模型中得到了实际实现和验证。
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引用次数: 0
PPoS: A Novel Sub-flow Scheduler and Socket APIs for Multipath TCP (MPTCP) PPoS:一种新的多路径TCP (MPTCP)子流调度器和套接字api
Pub Date : 2018-02-01 DOI: 10.1109/NCC.2018.8600192
Abhijit Mondal, Aniruddh Rao Kabbinale, S. Shailendra, H. Rath, Arpan Pal
Multipath TCP (MPTCP) can exploit multiple heterogeneous interfaces available at the end devices by establishing concurrent multiple connections. MPTCP is a drop-in replacement for TCP. This makes MPTCP an attractive choice for various applications. In recent times, MPTCP is finding its way into constrained devices such as robots and Unmanned Aerial Vehicles (UAVs). For these devices, it is critical to provide better Quality of Service (QoS) to control data than user data. In this paper, we have presented Primary Path only Scheduler (PPos), a novel sub-flow scheduler, for constraint devices such as UAV s and robots where it is efficient to segregate data on different links based upon type of data or QoS requirements to improve reliability and error resilience. We have proposed a new MPTCP kernel data-structures and algorithm to make the sub-flow priority persistent across sub-flow failures. We have introduced several new socket APIs to control the sub-flow properties of MPTCP at the application layer and also for providing the fine grained control over the behaviour of PPoS. These APIs can help modifying the MPTCP behaviour for each socket/application individually rather than changing the behaviour system wide. The proposed scheduler and the socket APIs are extensively evaluated in an Mininet based emulation environment. We have also integrated PPoS and Socket APIs with Robot Operating System (ROS) and measured their performances on Raspberry-Pi based testbed as well.
MPTCP (Multipath TCP)通过建立并发的多个连接,利用终端设备上可用的多个异构接口。MPTCP是TCP的直接替代品。这使得MPTCP成为各种应用程序的一个有吸引力的选择。近年来,MPTCP正在进入机器人和无人机等受限设备。对于这些设备,提供比用户数据更好的服务质量(QoS)来控制数据是至关重要的。在本文中,我们提出了一种新型的子流调度程序PPos (Primary Path only Scheduler),用于无人机和机器人等约束设备,它可以根据数据类型或QoS要求有效地隔离不同链路上的数据,以提高可靠性和容错性。我们提出了一种新的MPTCP内核数据结构和算法,使子流优先级在子流故障中保持持久。我们引入了几个新的套接字api来控制应用层的MPTCP子流属性,并提供对ppo行为的细粒度控制。这些api可以帮助修改每个套接字/应用程序的MPTCP行为,而不是改变整个系统的行为。建议的调度器和套接字api在基于Mininet的仿真环境中进行了广泛的评估。我们还将PPoS和Socket api与机器人操作系统(ROS)集成在一起,并在基于树莓派的测试平台上测试了它们的性能。
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引用次数: 4
An irrotationality preserving total variation algorithm for phase unwrapping 相位展开的一种保持不旋转的全变分算法
Pub Date : 2018-02-01 DOI: 10.1109/NCC.2018.8600174
B. Ghanekar, D. Narayan, U. Khankhoje
We propose an irrotationality-preserving total variation algorithm to solve the two dimensional (2D) phase unwrapping problem, which occurs in Interferometric Synthetic Aperture Radar (InSAR) imaging and other problems. Total variation methods aim at denoising the phase derivatives to reconstruct the absolute phase. We supplement these methods by adding an additional constraint driving the curl of the gradient of the 2D phase map to zero, i.e. imposing the irrotationality of the gradient map by suitably constructing a cost function which we then minimize. We test our method and compare with existing methods on several synthetic surfaces specific to the problem of InSAR imaging for different noise levels. We report better estimates of unwrapped phase maps for the terrains simulated and for all noise levels with a two-fold improvement in terms of root mean square (RMS) error in high noise level scenarios.
针对干涉合成孔径雷达(InSAR)成像中出现的二维相位展开问题等问题,提出了一种保持不旋转的全变分算法。总变分法的目的是去噪相位导数,重建绝对相位。我们通过添加一个额外的约束来补充这些方法,该约束驱动二维相位映射的梯度旋度为零,即通过适当地构造一个成本函数来施加梯度映射的不旋转性,然后我们将其最小化。针对不同噪声水平下InSAR成像问题,我们测试了我们的方法,并与现有的几种合成表面方法进行了比较。我们报告了对模拟地形和所有噪声水平的未包裹相位图的更好估计,在高噪声水平的情况下,均方根(RMS)误差提高了两倍。
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引用次数: 2
期刊
2018 Twenty Fourth National Conference on Communications (NCC)
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