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2021 National Conference on Communications (NCC)最新文献

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On Performance of Battery-Assisted SWIPT with Incremental Relaying and Nonlinear Energy Harvesting 基于增量继电器和非线性能量收集的电池辅助SWIPT性能研究
Pub Date : 2021-07-27 DOI: 10.1109/NCC52529.2021.9530129
Kamal Agrawal, Anand Jee, S. Prakriya
This paper investigates the performance of incremental relaying (IR) in a two-hop network with a battery-assisted EH relay. Assuming nonlinear energy harvesting (EH) and time-switching protocol at relay, expressions are derived for outage probability and throughput in closed-form to show that augmenting the harvested energy by a small amount of battery energy significantly enhances the throughput. We demonstrate that unlike linear EH, nonlinear EH causes loss of diversity, making use of the direct link very important. Further, using the asymptotic expression for the outage probability, we establish concavity of throughput with respect to EH parameter and demonstrate that a judicious choice of the TS parameter is essential in order to maximize the throughput when fixed battery energy is available per signalling interval. Judicious choice of target rate is important to minimize battery energy consumption at the relay. Monte Carlo simulations confirm accuracy of the derived expressions.
本文研究了电池辅助EH中继在两跳网络中的增量中继性能。假设中继处的非线性能量收集(EH)和时间切换协议,导出了中断概率和吞吐量的封闭表达式,表明通过少量电池能量增加收集的能量可以显著提高吞吐量。我们证明,与线性EH不同,非线性EH会导致多样性的丧失,因此利用直接链接非常重要。进一步,利用停机概率的渐近表达式,我们建立了吞吐量相对于EH参数的凹性,并证明了TS参数的明智选择是必要的,以便在每个信号间隔固定的电池能量可用时最大化吞吐量。明智地选择目标速率对于最大限度地减少继电器的电池能量消耗至关重要。蒙特卡罗模拟验证了推导表达式的准确性。
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引用次数: 2
On Traffic Classification in Enterprise Wireless Networks 企业无线网络中的流量分类研究
Pub Date : 2021-07-27 DOI: 10.1109/NCC52529.2021.9530062
Sipra Behera, B. Panigrahi, H. Rath, Jyotirmoy Karjee
Enterprises today are quickly adopting intelligent, adaptive, and flexible wireless communication technologies in order to become compliant with Industry 4.0. One of the technological challenges related to this is to provide Quality of Services (QoS)-enabled network connectivity to the applications. Diverse QoS demands from the applications intimidate the underlying wireless networks to be agile and adaptive. Since the applications are diverse in nature, there must be a mechanism to learn the application types in near real-time so that the network can be provisioned accordingly. In this paper, we propose a Machine Learning (ML) based method to classify the application traffic. Our method is different from the existing port based and Deep Packet Inspection (DPI) based methods and uses statistical features of the network traffic related to the applications. We validate the performance of the proposed model in a lab based SDNized WiFi set-up. SDNization ensures that the proposed model can be deployed in practice.
今天的企业正在迅速采用智能、自适应和灵活的无线通信技术,以符合工业4.0的要求。与此相关的技术挑战之一是向应用程序提供支持服务质量(QoS)的网络连接。来自应用程序的各种QoS需求迫使底层无线网络变得灵活和自适应。由于应用程序本质上是多种多样的,因此必须有一种机制来近乎实时地了解应用程序类型,以便相应地供应网络。本文提出了一种基于机器学习(ML)的应用流量分类方法。该方法不同于现有的基于端口和基于深度包检测(DPI)的方法,它利用了与应用相关的网络流量统计特征。我们在基于sdn化WiFi设置的实验室中验证了所提出模型的性能。SDNization确保所提出的模型可以在实践中部署。
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引用次数: 0
Dimension Reduction and Clustering of Single Cell Calcium Spiking: Comparison of t-SNE and UMAP 单细胞钙峰的降维与聚类:t-SNE与UMAP的比较
Pub Date : 2021-07-27 DOI: 10.1109/NCC52529.2021.9530128
Suman Gare, S. Chel, Manohar Kuruba, S. Jana, L. Giri
Time-lapse fluorescent imaging of cytosolic calcium is used to detect cellular activity during preclinical experiments and drug screening studies. However, visualization and analysis of high dimension time series data remain challenging due to the presence of underlying heterogeneity. In this context, we propose t-distribution stochastic neighborhood embedding (t-SNE) and uniform manifold projection and approximation (UMAP) for visualization and analysis. Next, we show the density-based spatial clustering of applications with noise (DBSCAN) can be used to detect various spiking patterns present in calcium dose-response. The proposed framework combining t-SNE and DBSCAN was used to find repeating patterns, detect outliers, and label similar instances present in biological signaling.
细胞质钙的延时荧光成像在临床前实验和药物筛选研究中用于检测细胞活性。然而,由于存在潜在的异质性,高维时间序列数据的可视化和分析仍然具有挑战性。在此背景下,我们提出了t分布随机邻域嵌入(t-SNE)和均匀流形投影与逼近(UMAP)来进行可视化和分析。接下来,我们展示了基于密度的空间聚类应用噪声(DBSCAN)可用于检测钙剂量响应中存在的各种尖峰模式。提出的框架结合t-SNE和DBSCAN用于发现重复模式,检测异常值,并标记生物信号中存在的类似实例。
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引用次数: 0
Outage Analysis of SWIPT-Enabled Multi-Relay Aided Full-Duplex NOMA System under Partial Relay Selection 部分中继选择下swift多中继辅助全双工NOMA系统的中断分析
Pub Date : 2021-07-27 DOI: 10.1109/NCC52529.2021.9530193
Shubham Shinkar, B. V.
This paper considers a multi-relay aided full-duplex (FD) cooperative non-orthogonal multiple access (NOMA) system integrated with simultaneous wireless information and power transfer (SWIPT) technique, which consists of a base station (BS), $N$ FD relays and two downlink NOMA users. We propose variable transmit power allocation (VTPA), where the power allocation factor at the BS and the time switching (TS) factor at the selected relay are chosen adaptively so as to improve the performance of the downlink users in the system. Assuming partial relay selection (PRS) scheme, analytical expressions are derived for the outage probabilities (OP) of the downlink users under VTPA and constant transmit power allocation (CTPA) schemes. To gain more insights, we describe the asymptotic OP (AOP) analysis as well. We show that the proposed VTPA scheme can mitigate the outage floor present in FD-NOMA system under CTPA and significantly improve the OP performance of the downlink users.
本文研究了一种多中继辅助全双工(FD)协同非正交多址(NOMA)系统,该系统由一个基站(BS)、N个FD中继和两个下行NOMA用户组成,并集成了同步无线信息与功率传输(SWIPT)技术。我们提出了可变发射功率分配(VTPA),其中自适应地选择BS处的功率分配因子和所选中继处的时间交换(TS)因子,以提高系统中下行用户的性能。假设部分中继选择(PRS)方案,推导出VTPA和恒发功率分配(CTPA)方案下下行用户的中断概率(OP)的解析表达式。为了获得更多的见解,我们还描述了渐近OP (AOP)分析。研究结果表明,VTPA方案可以缓解FD-NOMA系统在CTPA下的中断地板,并显著提高下行用户的OP性能。
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引用次数: 0
DNN based phrase boundary detection using knowledge-based features and feature representations from CNN 基于DNN的短语边界检测,使用基于知识的特征和来自CNN的特征表示
Pub Date : 2021-07-27 DOI: 10.1109/NCC52529.2021.9530147
Pavan Kumar, Chiranjeevi Yarra, P. Ghosh
Automatic phrase boundary detection could be useful in applications, including computer-assisted pronunciation tutoring, spoken language understanding, and automatic speech recognition. In this work, we consider the problem of phrase boundary detection on English utterances spoken by native American speakers. Most of the existing works on boundary detection use either knowledge-based features or representations learnt from a convolutional neural network (CNN) based architecture, considering word segments. However, we hypothesize that combining knowledge-based features and learned representations could improve the boundary detection task's performance. For this, we consider a fusion-based model considering deep neural network (DNN) and CNN, where CNNs are used for learning representations and DNN is used to combine knowledge-based features and learned representations. Further, unlike existing data-driven methods, we consider two CNNs for learning representation, one for word segments and another for word-final syllable segments. Experiments on Boston University radio news and Switchboard corpora show the benefit of the proposed fusion-based approach compared to a baseline using knowledge-based features only and another baseline using feature representations from CNN only.
自动短语边界检测在计算机辅助发音辅导、口语理解和自动语音识别等应用中很有用。在这项工作中,我们考虑了美国本土人所说的英语话语的短语边界检测问题。大多数现有的边界检测工作使用基于知识的特征或从基于卷积神经网络(CNN)的架构中学习到的表征,并考虑词段。然而,我们假设结合基于知识的特征和学习表征可以提高边界检测任务的性能。为此,我们考虑了一个考虑深度神经网络(DNN)和CNN的基于融合的模型,其中CNN用于学习表征,DNN用于结合基于知识的特征和学习到的表征。此外,与现有的数据驱动方法不同,我们考虑了两个cnn来学习表示,一个用于词段,另一个用于词尾音节段。在波士顿大学广播新闻和总机语料库上的实验表明,与仅使用基于知识的特征基线和仅使用CNN特征表示的基线相比,所提出的基于融合的方法具有优势。
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引用次数: 0
Compact and Wideband Circularly Polarized Quadrature Rectangular Dielectric Resonator Antenna 紧凑型宽带圆极化正交矩形介电谐振器天线
Pub Date : 2021-07-27 DOI: 10.1109/NCC52529.2021.9530089
Abhijeet C. Gaonkar, Pragati Patel
Compact and wideband Circularly Polarized (CP) Quadrature Rectangular Dielectric Resonator Antenna (Q-RDRA) is designed and proposed using coaxial feed. The square shaped slots filled with air $epsilon_{r}=1$ are introduced to obtain wide impedance bandwidth by reducing effective dielectric constant. The edge grounding technique is used to miniaturize RDRA to the size 0.2 $lambda_{c}times 0.2 lambda_{c}times 0.2 lambda_{c}$ at centre frequency of 5.4 GHz. CP fields are obtained by optimizing feed location at an offset along x and y axis to excite $TE_{111}^{x}$ like and $TE_{111}^{y}$ like orthogonal modes. The proposed CP Q-RDRA provides wider 3-dB axial ratio bandwidth (ARBW) $ARBWleq 3dB$ of 42% (4.4 – 6.8 GHz),impedance bandwidth $S_{11}leq-10dB$ of 72% (3.4 – 7.3 GHz) respectively. The proposed structure offers LHCP gain of more than 6 dB and radiation efficiency of more than 95% in the complete frequency range of operation. Proposed CP antenna is applicable for C-band, Wi-MAX, WLAN applications.
设计并提出了一种采用同轴馈电的紧凑宽带圆极化正交矩形介质谐振器天线。引入充满空气$epsilon_{r}=1$的方形槽,通过降低有效介电常数获得较宽的阻抗带宽。采用边缘接地技术将RDRA缩小到0.2 $lambda_{c}times 0.2 lambda_{c}times 0.2 lambda_{c}$,中心频率为5.4 GHz。通过优化沿x和y轴偏移的进给位置来激发$TE_{111}^{x}$类和$TE_{111}^{y}$类正交模式,从而获得CP场。提出的CP Q-RDRA提供更宽的3db轴比带宽(ARBW) $ARBWleq 3dB$为42% (4.4 – 6.8 GHz),impedance bandwidth $S_{11}leq-10dB$ of 72% (3.4 – 7.3 GHz) respectively. The proposed structure offers LHCP gain of more than 6 dB and radiation efficiency of more than 95% in the complete frequency range of operation. Proposed CP antenna is applicable for C-band, Wi-MAX, WLAN applications.
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引用次数: 2
Domain Randomization on Deep Learning Models for Image Dehazing 图像去雾深度学习模型的领域随机化
Pub Date : 2021-07-27 DOI: 10.1109/NCC52529.2021.9530031
Abdul Fathaah Shamsuddin, Abhijith P, Krupasankari Ragunathan, D. M, P. Sankaran
Haze is a naturally occurring phenomenon that obstructs vision and affects the quality of images and videos. Recent literature has shown that deep learning-based image dehazing gives promising results both in terms of image quality and execution time. However, the difficulty of acquiring realworld hazy - clear paired images for training still remains a challenge. Widely available datasets use synthetically generated hazy images that suffer from flaws due to difficulty in acquiring accurate depth information to synthesize realistic-looking haze, causing a gap in the real and synthetic domain. In this paper, we propose the usage of domain randomization for image dehazing by generating a completely simulated training dataset for deep learning models. A standard UNET based dehazing model is trained on the simulated dataset without using any real-world data to obtain high quality dehazed images. The performance of the proposed approach is evaluated on the Sun-Dehaze dataset and RESIDE Standard (SOTS outdoor) dataset. We obtain favorable PSNR and SSIM scores on both sets and we also show how our approach yields better visual results compared to other learning-based approaches.
雾霾是一种自然现象,它会阻碍视觉,影响图像和视频的质量。最近的文献表明,基于深度学习的图像去雾在图像质量和执行时间方面都有很好的结果。然而,获取真实世界的模糊-清晰配对图像用于训练的难度仍然是一个挑战。广泛使用的数据集使用合成生成的雾霾图像,由于难以获得准确的深度信息而存在缺陷,从而合成看起来逼真的雾霾,造成真实域和合成域之间的差距。在本文中,我们通过为深度学习模型生成一个完全模拟的训练数据集,提出使用域随机化进行图像去雾。在不使用任何真实数据的情况下,在模拟数据集上训练一个基于UNET的标准去雾模型,以获得高质量的去雾图像。在Sun-Dehaze数据集和驻留标准(SOTS outdoor)数据集上对该方法的性能进行了评估。我们在两个集合上都获得了良好的PSNR和SSIM分数,并且我们还展示了与其他基于学习的方法相比,我们的方法如何产生更好的视觉结果。
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引用次数: 1
Design of an Elementary Microstrip Power Splitter for Antenna Array 天线阵列用初级微带功率分配器的设计
Pub Date : 2021-07-27 DOI: 10.1109/NCC52529.2021.9530097
Chanchala Kumari, N. Chattoraj
A new simple microstrip power divider is presented for an antenna array. In this proposed structure micro strip lines are used in place of conventional waveguide, so that its overall size reduced. In this paper the two-power splitter are presented one is the simple T junction and other one is 1:4 power splitter, both designs simulated in CST studio suit and results for S parameters presented. The designed structure is simulated in frequency range of 7GHz to 13GHz. In this design the return loss found to be less than −15dB and also shows acceptable results for transmission loss in both the power splitters, which is desirable for power splitter.
提出了一种用于天线阵列的新型简易微带功率分配器。该结构采用微带线代替传统波导,减小了波导的整体尺寸。本文介绍了一种简单T型结和一种1:4功率分路器的双功率分路器,并在CST studio suit上进行了仿真,给出了S参数的计算结果。设计的结构在7GHz ~ 13GHz的频率范围内进行了仿真。在本设计中,发现回波损耗小于- 15dB,并且在两个功率分配器中也显示出可接受的传输损耗结果,这对于功率分配器来说是理想的。
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引用次数: 1
Analysis of Multi-Hop Device-To-Device Networks with Half-Duplex Relays 半双工中继的多跳设备对设备网络分析
Pub Date : 2021-07-27 DOI: 10.1109/NCC52529.2021.9530123
Gourab Ghatak
In this paper, we analyze a multi-hop device-to-device (D2D) communication network operating in a region of cellular outage, e.g., in case of a natural disaster. In particular, we assume that the D2D devices operate in a half-duplex manner and can receive signals from or transmit to a single D2D relay. For this system, we characterize a multi-hop D2D transmission protocol wherein we divide the transmission area into multiple regions based on the D2D transmission range. In contrast to the other works present in literature, we have taken into account the probability of a relay being used by another D2D source at the instant when the typical D2D source attempts to connect to it. Then, we derive the signal to interference and noise ratio (SINR) coverage probability for a typical device. Based on this, we define and characterize a performance metric called the availability-coverage product (ACP) to jointly take into account the coverage performance of the devices and the probability of them being used as relays by the other devices in outage. Our analysis highlights several system design insights in terms of the D2D communication range and the optimal number of active devices in the network in terms of the ACP.
在本文中,我们分析了一个多跳设备对设备(D2D)通信网络在蜂窝中断区域的运行,例如,在自然灾害的情况下。特别是,我们假设D2D设备以半双工方式工作,并且可以从单个D2D中继接收或发送信号。对于该系统,我们描述了一种多跳D2D传输协议,其中我们根据D2D传输范围将传输区域划分为多个区域。与文献中存在的其他作品相反,我们考虑了在典型D2D源试图连接到继电器的瞬间,另一个D2D源使用继电器的概率。然后,我们推导了典型器件的信噪比(SINR)覆盖概率。在此基础上,我们定义并描述了一个称为可用性覆盖产品(ACP)的性能指标,以共同考虑设备的覆盖性能和它们在中断时被其他设备用作继电器的可能性。我们的分析强调了在D2D通信范围方面的几个系统设计见解,以及在ACP方面网络中活动设备的最佳数量。
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引用次数: 0
On Outage Probability Analysis of Uplink Cooperative VFD-NOMA over Nakagami-m Faded Channels Nakagami-m衰落信道上上行协同VFD-NOMA中断概率分析
Pub Date : 2021-07-27 DOI: 10.1109/NCC52529.2021.9530066
Justin Jose, Parvez Shaik, Shubham Bisen, V. Bhatia
Full-duplex (FD) and non-orthogonal multiple access (NOMA) communications are promising technologies which can efficiently utilize the available scarce spectrum in comparison to the traditional half-duplex (HD) and orthogonal multiple access (OMA) techniques. However, due to high residual self-interference (RSI) in the practical FD systems, virtual FD (VFD) relaying has garned appealing research attention in both academia and industry. In this work, we present a study of an uplink VFD-NOMA system with a base station, two relays, and two cell-edge uplink users, and analyze their performance over generalized Nakagami-m fading channels. Specifically, closed-form expressions of outage probability (OP) for both the users are derived for the considered system model, with the accuracy being verified through rigorous simulations. Moreover, the performance of the users is compared with the conventional FD-NOMA and FD-OMA schemes.
与传统的半双工(HD)和正交多址(OMA)通信技术相比,全双工(FD)和非正交多址(NOMA)通信技术可以有效地利用可用的稀缺频谱,是一种很有前途的通信技术。然而,由于实际FD系统中存在较高的残余自干扰(RSI),虚拟FD (VFD)继电保护受到了学术界和工业界的广泛关注。在这项工作中,我们提出了一个具有基站、两个中继和两个蜂窝边缘上行用户的上行VFD-NOMA系统的研究,并分析了它们在广义Nakagami-m衰落信道上的性能。具体而言,针对所考虑的系统模型,导出了两种用户的停电概率(OP)的封闭表达式,并通过严格的仿真验证了其准确性。并与传统FD-NOMA和FD-OMA方案进行了性能比较。
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引用次数: 2
期刊
2021 National Conference on Communications (NCC)
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