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2020 National Conference on Communications (NCC)最新文献

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Edge Nodes Placement in 5G enabled Urban Vehicular Networks: A Centrality-based Approach 支持5G的城市车辆网络中的边缘节点放置:基于中心性的方法
Pub Date : 2020-02-01 DOI: 10.1109/NCC48643.2020.9056059
Moyukh Laha, Suraj Kamble, R. Datta
The next generation vehicular applications in smart cities, including aided self-driving, require intricate data processing and quick message exchanges. A pragmatic approach to address these requirements is to adopt the edge-computing paradigm from 5G architecture, where storage, computing, and networking resources are brought to the edge of the network, i.e., closer to the end-users. Edge nodes (EN) are geographically overlaid across a region, and therefore, the effectiveness of the vehicular applications is directly associated with the proper placement of such nodes. However, the deployment of edge nodes on the roadsides presents a challenge of cost-effectiveness. In this paper, we address the efficient deployment of a limited number of edge nodes in an urban scenario under a restricted budget. To this end, we jointly consider the structural properties of the road network using complex-network based centrality metrics and the vehicular traffic distribution to rank the candidate sites for edge node placement. Thereafter, we formulate the problem of edge node deployment as a 0–1 knapsack problem, which is a classical NP problem and provide a dynamic programming based solution to it. We evaluate the proposed method in an urban scenario with real traffic and present conclusive proof that our proposed scheme yields a practical solution to the defined problem.
智能城市的下一代车辆应用,包括辅助自动驾驶,需要复杂的数据处理和快速的信息交换。解决这些需求的实用方法是采用5G架构中的边缘计算范式,将存储、计算和网络资源带到网络边缘,即更靠近最终用户。边缘节点(EN)在地理上覆盖在一个地区,因此,车辆应用的有效性与这些节点的正确放置直接相关。然而,在路边部署边缘节点提出了成本效益的挑战。在本文中,我们讨论了在有限预算的城市场景下,有限数量的边缘节点的有效部署。为此,我们使用基于复杂网络的中心性度量和车辆交通分布来综合考虑路网的结构特性,对边缘节点放置的候选站点进行排序。在此基础上,将边缘节点部署问题表述为一个典型的NP问题——0-1背包问题,并给出了基于动态规划的求解方法。我们在真实交通的城市场景中评估了所提出的方法,并提供了确凿的证据,证明我们提出的方案对所定义的问题产生了实际的解决方案。
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引用次数: 7
Kinect based Frontal Gait Recognition using skeleton and depth derived features 基于Kinect的正面步态识别,使用骨骼和深度衍生特征
Pub Date : 2020-02-01 DOI: 10.1109/NCC48643.2020.9056001
Manasa Gowri Hebbur Sheshadri, M. Okade
Recognizing humans through gait has been an emanant biometric technology in the recent years owing to the fact that it is unobtrusive since it does not require a subject's cooperation. This paper investigates Kinect based gait recognition of human subjects for surveillance applications especially in narrow corridor and airport scenarios where only the frontal views are available. Two features namely skeleton size feature and projectile motion feature extracted from skeleton data and one feature derived by segmenting the depth data using superpixels followed by SURF descriptor extraction are utilized in a hierarchical framework to obtain the closest matching subject for recognition purposes. The proposed method provides considerable increase in the recognition accuracy and recognition rank in comparison to state-of-the-art gait recognition approaches.
步态识别技术由于其不需要受试者的配合而不引人注目,近年来已成为一种新兴的生物识别技术。本文研究了基于Kinect的人类受试者步态识别的监控应用,特别是在狭窄的走廊和机场场景中,只有正面视图可用。利用从骨骼数据中提取的骨架尺寸特征和弹丸运动特征,以及利用超像素分割深度数据并提取SURF描述符提取的一个特征,在分层框架中获得最接近的匹配对象进行识别。与先进的步态识别方法相比,该方法在识别精度和识别等级方面有显著提高。
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引用次数: 2
Performance Analysis of Cooperative NLOS UVC System with Receiver Diversity 具有接收机分集的协同NLOS UVC系统性能分析
Pub Date : 2020-02-01 DOI: 10.1109/NCC48643.2020.9056074
Kamal K. Garg, V. Bhatia
Ultraviolet (UV) communication with its ability to operate non-line-of-sight (NLOS) mode offers several advantages as compared to the conventional optical wireless communication systems (OWC). NLOS UV communication (UVC) relaxes the pointing, acquisition and tracking (PAT) requirement; and also experiences extremely less background noise at earth surface due to the absorption of solar radiation by the ozone layer. Due to very small wavelength, UV signal strongly interacts with atmospheric particles and aerosols, thereby resulting in strong scattering and NLOS connectivity. The NLOS UVC, however, suffers with very high path loss and turbulence induced fading whose effects become more severe for large communication distance. In this work, we address these challenges by introducing a NLOS UVC system which incorporates relay to extend the communication distance and multiple receiver branches at the destination to mitigate the effect of fading. Performance analysis of the considered system model leads to deriving novel closed-form expressions for the outage probability and average symbol error rate. We evaluate the system performance for different configuration parameters and modulation formats. Correctness of the derived analytical expressions is validated through Monte-Carlo simulations.
与传统的光学无线通信系统(OWC)相比,紫外(UV)通信具有操作非视距(NLOS)模式的能力,提供了几个优势。NLOS紫外通信(UVC)放宽了指向、获取和跟踪(PAT)的要求;而且由于臭氧层对太阳辐射的吸收,地球表面的背景噪音也非常少。由于波长非常小,紫外线信号与大气粒子和气溶胶相互作用强烈,从而产生强散射和NLOS连通性。然而,NLOS UVC具有非常高的路径损耗和湍流引起的衰落,其影响在较大的通信距离下变得更加严重。在这项工作中,我们通过引入NLOS UVC系统来解决这些挑战,该系统包含中继以延长通信距离和目的地的多个接收器分支以减轻衰落的影响。对所考虑的系统模型进行性能分析,得到了停机概率和平均符号错误率的封闭表达式。我们评估了不同配置参数和调制格式下的系统性能。通过蒙特卡罗仿真验证了导出解析表达式的正确性。
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引用次数: 6
A Comparative Analysis between Circuit Analog and Capacitive Circuit based Broadband Absorbers 基于电路模拟和电容电路的宽带吸收器的比较分析
Pub Date : 2020-02-01 DOI: 10.1109/NCC48643.2020.9056000
Gaurav Singh, Saptarshi Ghosh
This paper presents two broadband absorber structures based on circuit analog (CA) and capacitive circuit (CC) concepts. Each of the proposed designs is made of multiple resistive layers separated by an air spacer and terminated by a ground plane. The CA structure employs square resistive loops printed on dielectric substrates, whereas square resistive patches are being used in the CC geometry. The proposed CA absorber exhibits 142.08% absorption bandwidth (for absorptivity> 90%) at the expense of a large thickness (0.296Ao, λo being the wavelength which corresponds to the central absorption frequency). On the other hand, the CC absorber provides 76.41% absorption bandwidth corresponding to a thinner substrate (0.135λo). Both the designs are polarization-independent and angularly stable, despite having small profile, low resistance, and simple design. A comparison has also been made between the CA and CC concepts, thereby highlighting their performances over one another.
本文提出了两种基于电路模拟(CA)和电容电路(CC)概念的宽带吸收器结构。所提出的每一种设计都是由多个电阻层组成的,这些电阻层由一个空气间隔器隔开,并由一个接地面终止。CA结构采用印刷在介电基板上的方形电阻环,而CC几何结构则采用方形电阻贴片。所提出的CA吸收体具有142.08%的吸收带宽(吸收率>为90%),但其厚度较大(0.296Ao, λo为中心吸收频率对应的波长)。另一方面,CC吸收器提供76.41%的吸收带宽,对应于更薄的衬底(0.135λo)。这两种设计都是偏振无关和角度稳定的,尽管具有小的轮廓,低电阻和简单的设计。还对CA和CC概念进行了比较,从而突出了它们彼此之间的性能。
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引用次数: 0
Design and Analysis of 20–60 GHz Broadband Left-Handed Metamaterial 20 - 60ghz宽带左手超材料的设计与分析
Pub Date : 2020-02-01 DOI: 10.1109/NCC48643.2020.9056094
P. Kumar, Prerna Saxena
We present the design and characterization of a broadband left-handed metamaterial operating over 20–60 GHz. The proposed metamaterial unit cell comprises of a complementary split ring resonator along with an inverted-T shaped slot structure. The metamaterial cell demonstrates a reflection coefficient (S11) less than -20 dB and a transmission coefficient (S21) approximately 0 dB over the entire broadband frequency range of 20 GHz to 60 GHz. Parameter extraction procedures are used to validate the left-handed nature of the proposed metamaterial unit cell by uniquely determining refractive index, wave impedance, effective permeability, and effective permittivity from the complex S-parameters. The extracted permittivity, permeability and refractive index of the proposed metamaterial are found to be negative over the entire operating frequency range.
我们提出了一种工作频率在20-60 GHz的宽带左手超材料的设计和特性。所提出的超材料单元电池包括一个互补的分裂环谐振器以及一个倒t形槽结构。在20 GHz至60 GHz的整个宽带频率范围内,该超材料电池的反射系数(S11)小于-20 dB,传输系数(S21)约为0 dB。参数提取程序通过从复s参数中唯一确定折射率、波阻抗、有效磁导率和有效介电常数来验证所提出的超材料单元电池的左手性质。所得的介电常数、磁导率和折射率在整个工作频率范围内均为负值。
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引用次数: 1
Data Adaptive Compressed Sensing using deep neural network for Image recognition 基于深度神经网络的数据自适应压缩感知图像识别
Pub Date : 2020-02-01 DOI: 10.1109/NCC48643.2020.9056013
Ronak Gupta, Aditya Kumar, S. Chaudhury, Brejesh Lall, V. Kaushik
Compressive sensing (CS) using deep learning for recovery of images from measurements has been well explored in recent years. Instead of sensing/sampling full image, block or patch based compressive sensing is chosen to overcome memory and computation limitations. The drawback of this block based CS sampling and recovery is that it does not capture global context and focuses only on the local context. This results in artifacts at the boundary of two consecutive image blocks. Random Gaussian or random Bernoulli matrix are commonly used as sensing matrices to sample an image block and generate corresponding linear measurements. Although, random Gaussian or random Bernoulli matrices exhibits Restricted Isometry property (RIP), which is a guarantee for good quality reconstructed image, its two main disadvantages are: 1) large memory and computational requirements and 2) their encoded measurements doesn't generalize well to a large-scale dataset. In this paper, we propose a data adaptive CS based on deep learning framework for image recognition where 1) sampling is done considering the global context and 2) encoding to obtain measurements is learned from data, so as to achieve the generalization over large-scale dataset.
压缩感知(CS)利用深度学习从测量中恢复图像,近年来得到了很好的探索。为了克服内存和计算的限制,选择了基于块或补丁的压缩感知,而不是感知/采样全图像。这种基于块的CS采样和恢复的缺点是它不能捕获全局上下文,而只关注局部上下文。这导致在两个连续图像块的边界处产生伪影。随机高斯矩阵或随机伯努利矩阵通常用作感知矩阵,对图像块进行采样并产生相应的线性测量。尽管随机高斯矩阵或随机伯努利矩阵具有受限等距特性(RIP),这是获得高质量重建图像的保证,但其两个主要缺点是:1)内存和计算需求大;2)其编码测量值不能很好地泛化到大规模数据集。在本文中,我们提出了一种基于深度学习框架的数据自适应CS用于图像识别,其中1)考虑全局上下文进行采样,2)从数据中学习编码以获得测量值,从而实现对大规模数据集的泛化。
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引用次数: 0
ROC Analysis for detection of Epileptical Seizures using Haralick features of Gamma band 应用伽玛波段哈拉里克特征检测癫痫发作的ROC分析
Pub Date : 2020-02-01 DOI: 10.1109/NCC48643.2020.9056027
M. Sameer, A. Gupta, Chinmay Chakraborty, B. Gupta
In this study, gamma band (30–60 Hz) is used for detection of epileptical seizures using Haralick features. Most of the previous methods are based on the whole frequency spectrum for detection. This work use only high frequency electroencephalogram (EEG) subband for seizure detection using image descriptors. To convert one dimensional EEG data into image Short-time Fourier transform (STFT) has been used. Gamma band is cut from the time frequency (t-f) plane and Haralick features is used as image descriptors to fed in the decision tree classifier. The results have been evaluated using receiver operating characteristic (ROC) analysis. Maximum area under curve (AUC) of 0.96 is obtained to classify between seizures and healthy. Advantage of this work is rather using whole frequency band it utilizes only a particular band which reduces computational load. It also shows the utility of gamma band in seizure detection.
在这项研究中,伽马波段(30-60赫兹)被用于使用哈拉里克特征检测癫痫发作。以往的方法大多是基于全频谱进行检测。这项工作只使用高频脑电图(EEG)子带检测癫痫发作使用图像描述符。利用短时傅里叶变换(STFT)将一维脑电信号转换成图像。从时频(t-f)平面截取伽马波段,并将哈拉里克特征作为图像描述符馈送到决策树分类器中。使用受试者工作特征(ROC)分析对结果进行评价。最大曲线下面积(AUC)为0.96,用于癫痫发作与健康的分类。这项工作的优点是利用整个频带,而不是利用特定的频带,从而减少了计算负荷。它还显示了伽马波段在癫痫检测中的效用。
{"title":"ROC Analysis for detection of Epileptical Seizures using Haralick features of Gamma band","authors":"M. Sameer, A. Gupta, Chinmay Chakraborty, B. Gupta","doi":"10.1109/NCC48643.2020.9056027","DOIUrl":"https://doi.org/10.1109/NCC48643.2020.9056027","url":null,"abstract":"In this study, gamma band (30–60 Hz) is used for detection of epileptical seizures using Haralick features. Most of the previous methods are based on the whole frequency spectrum for detection. This work use only high frequency electroencephalogram (EEG) subband for seizure detection using image descriptors. To convert one dimensional EEG data into image Short-time Fourier transform (STFT) has been used. Gamma band is cut from the time frequency (t-f) plane and Haralick features is used as image descriptors to fed in the decision tree classifier. The results have been evaluated using receiver operating characteristic (ROC) analysis. Maximum area under curve (AUC) of 0.96 is obtained to classify between seizures and healthy. Advantage of this work is rather using whole frequency band it utilizes only a particular band which reduces computational load. It also shows the utility of gamma band in seizure detection.","PeriodicalId":183772,"journal":{"name":"2020 National Conference on Communications (NCC)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123345877","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 17
Network Coding Assisted Reliable Multicasting in Multi-Hop Wireless Networks with Two-Sources 网络编码辅助的双源多跳无线网络可靠组播
Pub Date : 2020-02-01 DOI: 10.1109/NCC48643.2020.9056044
Prateek Rathore, Kalpana Dhaka, S. Bose
In this paper, we present a reliable multicasting technique for multi-hop networks when packets from two of the sessions are transmitted simultaneously. Our main aim is to optimally exploit network coding (NC) advantage for efficient packet transmission. For each multicasting session, Multicast Least Cost Anypath Routing (MLCAR) scheme is applied to select the forwarder set. We define a coding window (CW) at the intermediate nodes and packets present in them are combined using NC. These network coded packets formed at a node are then communicated to its neighbouring node such that all the destinations of the respective multicasting session receive the desired packets. The average cost of multicasting is obtained for the proposed Two-Source Multicasting using Network Coding (TSMNC) scheme through extensive simulations. The results are compared with those obtained on considering the corresponding MLCAR approach. We observe that the considered scheme significantly improves the expected transmission count in a network.
在本文中,我们提出了一种可靠的多跳网络多播技术,当两个会话的数据包同时传输时。我们的主要目的是利用网络编码(NC)的优势来实现高效的分组传输。对于每一个多播会话,采用多播最小代价路由(MLCAR)方案选择转发集。我们在中间节点上定义了一个编码窗口(CW),其中存在的数据包使用NC进行组合。然后在一个节点上形成的这些网络编码数据包被通信到它的邻近节点,使得各自的多播会话的所有目的地接收所需的数据包。通过大量的仿真,得到了采用网络编码(TSMNC)方案的双源组播的平均组播成本。并与考虑相应MLCAR方法的结果进行了比较。我们观察到,所考虑的方案显着提高了网络中的预期传输计数。
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引用次数: 0
Performance of Spatially Coupled LDPC Codes over Underwater Acoustic Communication Channel 水声通信信道空间耦合LDPC码性能研究
Pub Date : 2020-02-01 DOI: 10.1109/NCC48643.2020.9056068
S. Padala, John D'Souza
Underwater acoustic (UWA) channel is complex because of its multipath environment, Doppler shift and rapidly changing characteristics. Many of the UWA communication- based applications demand high data rates and reliable communication. The orthogonal frequency division multiplexing (OFDM) system is very effective in UWA channels and provides high data rate with low equalization complexity. It is a challenging task to achieve reliability over these channels. The low-density parity-check (LDPC) codes give a better error performance than turbo codes, for UWA channels. The spatially-coupled low-density parity-check (SC-LDPC) codes have been shown to have the capacity-achieving performance over terrestrial communication. In this paper, we have studied by simulation, the performance of protograph based SC-LDPC codes over shallow water acoustic environment with a communication range of 1000 m and channel bandwidth of 10 KHz. Our results show that SC-LDPC codes give 1 dB performance improvement over LDPC codes at a Bit Error Rate (BER) of 10−3 for the same latency constraints.
水声信道具有多径环境、多普勒频移和快速变化等特点,是一个复杂的信道。许多基于UWA通信的应用要求高数据速率和可靠的通信。正交频分复用(OFDM)系统在UWA信道中具有较高的数据速率和较低的均衡复杂度。在这些通道上实现可靠性是一项具有挑战性的任务。对于UWA信道,低密度奇偶校验码比turbo码具有更好的误码性能。空间耦合低密度奇偶校验码(SC-LDPC)已被证明具有地面通信的容量实现性能。本文通过仿真研究了基于原型的SC-LDPC码在通信范围为1000 m、信道带宽为10 KHz的浅水声环境下的性能。我们的研究结果表明,在相同的延迟约束下,SC-LDPC码在误码率(BER)为10−3的情况下,比LDPC码的性能提高了1 dB。
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引用次数: 4
Outage Performance of Cognitive Relay Networks with Optimal Relay and Antenna Selection 具有最优中继和天线选择的认知中继网络的中断性能
Pub Date : 2020-02-01 DOI: 10.1109/NCC48643.2020.9056057
P. Das
Cooperative relaying and multiple-input multiple- output (MIMO) transmission technologies exploit spatial diversity to improve the performance of the secondary users in an underlay cognitive radio network. We consider a multiple-relay cognitive MIMO network that is subject to a peak interference power constraint and a peak transmit power constraint. We present an optimal relay and antenna selection scheme, which jointly selects a relay between a secondary source and a destination, a transmit antenna at the source, and a receive antenna at the destination to maximize the end-to-end signal-to-interference-plus-noise ratio (SINR) at the destination. To demonstrate the advantages of our proposed framework, we derive exact closed-form expression for the outage probability of the secondary network under non- identically distributed Rayleigh fading channels. We also derive insightful expressions for the asymptotic outage probability for high SINR. Several important design insights are reached when both fixed and proportional interference power constraints are employed to limit the interference at the primary user's receiver. Under the proportional interference power constraint, the full diversity order is achieved. Under the fixed interference power constraint, the diversity gain is lost. We then consider a practical scenario in which the secondary users have only the mean channel power gains of the interference links to the primary receiver. The secondary source and the selected relay control their transmit powers in order to satisfy an interference outage constraint. Under this scenario, we also provide an expression for the outage probability of the secondary network for the optimal relay and antenna selection scheme. Our analytical results, which are validated with simulations, show the effective impact of the proposed model on enhancing the overall system performance.
协作中继和多输入多输出(MIMO)传输技术利用空间分集来提高底层认知无线网络中二次用户的性能。我们考虑了一个受峰值干扰功率约束和峰值发射功率约束的多中继认知MIMO网络。提出了一种中继和天线的优化选择方案,该方案在二次源和目的地之间选择中继,在源处选择发射天线,在目的地处选择接收天线,以最大限度地提高目的地端到端信噪比(SINR)。为了证明该框架的优点,我们推导了非同分布瑞利衰落信道下二次网络中断概率的精确封闭表达式。我们还得到了高信噪比下的渐近中断概率的深刻表达式。当采用固定和比例干扰功率约束来限制主用户接收机的干扰时,达到了几个重要的设计见解。在成比例干扰功率约束下,实现了全分集顺序。在固定干扰功率约束下,分集增益会损失。然后,我们考虑一种实际情况,在这种情况下,辅助用户只有到主接收机的干扰链路的平均信道功率增益。二次源和所选继电器控制其发射功率以满足干扰中断约束。在这种情况下,我们还给出了最优中继和天线选择方案的二次网络中断概率表达式。我们的分析结果通过仿真验证,表明了所提出的模型对提高系统整体性能的有效影响。
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引用次数: 2
期刊
2020 National Conference on Communications (NCC)
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