首页 > 最新文献

2022 National Conference on Communications (NCC)最新文献

英文 中文
Analyzing RMFCC Feature for Dialect Identification in Ao, an Under-Resourced Language 资源不足语言奥语方言识别的RMFCC特征分析
Pub Date : 2022-05-24 DOI: 10.1109/NCC55593.2022.9806770
Moakala Tzudir, Shikha Baghel, Priyankoo Sarmah, S. Prasanna
Ao is a language spoken in Nagaland in the North-East of India. It is a low-resource tone language under the Tibeto-Burman language family. It consists of three tones, namely, high, mid and low. It has three distinct dialects of the language viz. Chungli, Mongsen and Changki. This paper presents an automatic dialect identification in Ao using the excitation source feature. The objective of a dialect identification system is to identify a speech variety within a language. The goal of this study is to determine if the excitation source features such as Residual Mel Frequency Cepstral Coefficient (RMFCC) can be exploited to discriminate the three dialects in Ao automatically. In addition, vocal tract system features, namely Mel Frequency Cepstral Coefficients (MFCC) and Shifted Delta Cepstral (SDC) coefficients, are used as the baseline methods. The RMFCC features are obtained from the Linear Prediction (LP) residual signal, while MFCC features are derived from the smooth spectrum of the speech signal. SDC coefficients are explored to provide additional temporal information. This work is evaluated on trisyllabic words uttered by 36 speakers for the three dialects of Ao. A Gaussian Mixture Model (GMM) based classifier is used for classification. The performance of the system yields a better dialect identification accuracy rate when all three features are combined.
奥语是印度东北部那加兰邦的一种语言。它是藏缅语系的一种低资源声调语言。它由高、中、低三个音调组成。它有三种不同的方言,即崇礼语、蒙森语和昌基语。本文提出了一种利用激发源特征的Ao方言自动识别方法。方言识别系统的目标是识别语言中的语音变体。本研究的目的是确定是否可以利用激励源特征如残差Mel频率倒谱系数(RMFCC)来自动区分Ao的三种方言。此外,声道系统特征,即Mel频率倒谱系数(MFCC)和移位的Delta倒谱系数(SDC)作为基线方法。RMFCC特征从线性预测(LP)残差信号中得到,而MFCC特征从语音信号的平滑谱中得到。探讨SDC系数以提供额外的时间信息。本研究以36位说话者对三种方言的三音节词进行评价。基于高斯混合模型(GMM)的分类器进行分类。当这三个特征结合在一起时,系统的性能得到了更好的方言识别准确率。
{"title":"Analyzing RMFCC Feature for Dialect Identification in Ao, an Under-Resourced Language","authors":"Moakala Tzudir, Shikha Baghel, Priyankoo Sarmah, S. Prasanna","doi":"10.1109/NCC55593.2022.9806770","DOIUrl":"https://doi.org/10.1109/NCC55593.2022.9806770","url":null,"abstract":"Ao is a language spoken in Nagaland in the North-East of India. It is a low-resource tone language under the Tibeto-Burman language family. It consists of three tones, namely, high, mid and low. It has three distinct dialects of the language viz. Chungli, Mongsen and Changki. This paper presents an automatic dialect identification in Ao using the excitation source feature. The objective of a dialect identification system is to identify a speech variety within a language. The goal of this study is to determine if the excitation source features such as Residual Mel Frequency Cepstral Coefficient (RMFCC) can be exploited to discriminate the three dialects in Ao automatically. In addition, vocal tract system features, namely Mel Frequency Cepstral Coefficients (MFCC) and Shifted Delta Cepstral (SDC) coefficients, are used as the baseline methods. The RMFCC features are obtained from the Linear Prediction (LP) residual signal, while MFCC features are derived from the smooth spectrum of the speech signal. SDC coefficients are explored to provide additional temporal information. This work is evaluated on trisyllabic words uttered by 36 speakers for the three dialects of Ao. A Gaussian Mixture Model (GMM) based classifier is used for classification. The performance of the system yields a better dialect identification accuracy rate when all three features are combined.","PeriodicalId":403870,"journal":{"name":"2022 National Conference on Communications (NCC)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123728530","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: 0
Fractal based Rectangular DRA for Multi-band Applications 基于分形的矩形DRA多波段应用
Pub Date : 2022-05-24 DOI: 10.1109/NCC55593.2022.9806805
Abhijeet C. Gaonkar, Deven G. Patanvariya, Pragati Patel
A multi-band rectangular dielectric resonator an-tenna (RDRA) is proposed in this study for WiMAX, Wireless Local Area Network (WLAN) applications. The proposed geometry is based on combination of golden ratio and koch snowflake fractal approach. The proposed DRA geometry has been designed using low-cost alumina dielectric material. The DRA is fed by a trapezoidal a conformal strip feed. The proposed triple-band antenna operates at 2.5/3.8/4.9 GHz. The designed triple-band antenna with extremely low-cost and low-profile is very suitable for multi-band mobile communication systems. The presented dielectric resonator antenna (DRA) is having stable radiation patterns (nearly directional pattern) for each operating band. Additionally, the RDRA achieves an over-all total efficiency of more than 90% at the desired frequency bands. The proposed antenna is suitable for different wireless applications such as WLAN (5.2 GHz), WiMAX (2.6/3.5 GHz).
本研究提出了一种适用于WiMAX(无线局域网)应用的多波段矩形介质谐振天线(RDRA)。提出了一种黄金分割和koch雪花分形相结合的几何方法。提出的DRA几何结构采用低成本氧化铝介电材料设计。DRA是由一个梯形的共形带进给。该三波段天线工作频率为2.5/3.8/4.9 GHz。所设计的三波段天线具有极低的成本和极低的外形,非常适用于多波段移动通信系统。所提出的介质谐振器天线在各工作波段具有稳定的辐射方向图(近方向图)。此外,RDRA在期望的频带上实现了超过90%的总体总效率。该天线适用于WLAN (5.2 GHz)、WiMAX (2.6/3.5 GHz)等不同的无线应用。
{"title":"Fractal based Rectangular DRA for Multi-band Applications","authors":"Abhijeet C. Gaonkar, Deven G. Patanvariya, Pragati Patel","doi":"10.1109/NCC55593.2022.9806805","DOIUrl":"https://doi.org/10.1109/NCC55593.2022.9806805","url":null,"abstract":"A multi-band rectangular dielectric resonator an-tenna (RDRA) is proposed in this study for WiMAX, Wireless Local Area Network (WLAN) applications. The proposed geometry is based on combination of golden ratio and koch snowflake fractal approach. The proposed DRA geometry has been designed using low-cost alumina dielectric material. The DRA is fed by a trapezoidal a conformal strip feed. The proposed triple-band antenna operates at 2.5/3.8/4.9 GHz. The designed triple-band antenna with extremely low-cost and low-profile is very suitable for multi-band mobile communication systems. The presented dielectric resonator antenna (DRA) is having stable radiation patterns (nearly directional pattern) for each operating band. Additionally, the RDRA achieves an over-all total efficiency of more than 90% at the desired frequency bands. The proposed antenna is suitable for different wireless applications such as WLAN (5.2 GHz), WiMAX (2.6/3.5 GHz).","PeriodicalId":403870,"journal":{"name":"2022 National Conference on Communications (NCC)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115320607","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: 0
Dynamic Distributed Threshold Control for Spatial Reuse in IEEE 802.11ax IEEE 802.11ax空间复用的动态分布式阈值控制
Pub Date : 2022-05-24 DOI: 10.1109/NCC55593.2022.9806744
Sarthak Joshi, Rishabh Roy, R. Bhat, Preyas Hathi, N. Akhtar
The IEEE 802.11ax standard (Wi-Fi 6), among other features, adopts a feature called spatial reuse, where new transmissions can be carried out in presence of ongoing, interfering transmissions from nodes in an overlapping basic service set (OBSS). Specifically, a node can adjust its threshold for detecting the interference, by setting a parameter called OBSS Power-Detect level $(text{OBSS}_{-}text{PD}_{text{level}})$. When a node hears an ongoing transmission from an OBSS node, if its received signal strength indicator (RSSI) is below the $text{OBSS}_{-}text{PD}_{text{level}}$, the node is said to have a spatial reuse opportunity. The node can transmit at a limited transmit power (TX_PWR) during the spatial reuse opportunity. The feasible values of $text{OBSS}_{-}text{PD}_{text{level}}$ and TX_PWR must satisfy certain constraints laid out by the IEEE 802.11ax standard. In this work, we propose an algorithm that first obtains $text{OBSS}_{-}text{PD}_{text{level}}$ thresholds for maximizing the number of spatial reuse opportunities, and then selects the one that minimizes the packet error rate among these $text{OBSS}_{-}text{PD}_{text{level}}$ thresholds. The trade-off involved is the following: setting $text{OBSS}_{-}text{PD}_{text{level}}$ to a high value increases the number of spatial reuse opportunities, but necessitates transmissions to be at lower transmit power (due to the constraint specified by the standard) resulting in higher packet error rates, and vice versa. The proposed algorithm dynamically varies $text{OBSS}_{-}text{PD}_{text{level}}$ based on packet error rates. Via simulations, we show that the proposed dynamic algorithm performs better (in terms of achieving a higher throughput and a lower packet error rate) than a naive method which adopts a constant $text{OBSS}_{-}text{PD}_{text{level}}$ threshold and the case when the spatial reuse is not adopted. When the spatial reuse is implemented using the proposed algorithm, we also explore the performance of different traffic models served using QoS queues having different priorities and transmission parameters.
IEEE 802.11ax标准(Wi-Fi 6)在其他特性中采用了一种称为空间重用的特性,在这种特性中,新的传输可以在重叠基本服务集(OBSS)中节点正在进行的干扰传输存在的情况下进行。具体来说,节点可以通过设置一个名为OBSS功率检测电平$(text{OBSS}_{-}text{PD}_{text{level}})$的参数来调整其检测干扰的阈值。当一个节点从OBSS节点听到正在进行的传输时,如果其接收到的信号强度指标(RSSI)低于$text{OBSS}_{-}text{PD}_{text{level}}$,则该节点具有空间重用机会。在空间复用的机会中,节点可以在有限的发射功率(TX_PWR)下进行传输。$text{OBSS}_{-}text{PD}_{text{level}}$和TX_PWR的可行值必须满足IEEE 802.11ax标准规定的一定约束。在这项工作中,我们提出了一种算法,首先获得最大化空间重用机会数量的$text{OBSS}_{-}text{PD}_{text{level}}$阈值,然后在这些$text{OBSS}_{-}text{PD}_{text{level}}$阈值中选择数据包错误率最小的阈值。所涉及的权衡如下:将$text{OBSS}_{-}text{PD}_{text{level}}$设置为高值会增加空间重用机会的数量,但需要传输处于较低的发射功率(由于标准指定的约束),从而导致较高的数据包错误率,反之亦然。该算法根据包错误率动态变化$text{OBSS}_{-}text{PD}_{text{level}}$。仿真结果表明,在不采用空间复用的情况下,采用恒定的$text{OBSS}_{-}text{PD}_{text{level}}$阈值的朴素方法比采用不变的$text{OBSS}_{-}text{level}}$阈值的方法具有更高的吞吐量和更低的数据包错误率。当使用该算法实现空间复用时,我们还探讨了使用具有不同优先级和传输参数的QoS队列服务的不同流量模型的性能。
{"title":"Dynamic Distributed Threshold Control for Spatial Reuse in IEEE 802.11ax","authors":"Sarthak Joshi, Rishabh Roy, R. Bhat, Preyas Hathi, N. Akhtar","doi":"10.1109/NCC55593.2022.9806744","DOIUrl":"https://doi.org/10.1109/NCC55593.2022.9806744","url":null,"abstract":"The IEEE 802.11ax standard (Wi-Fi 6), among other features, adopts a feature called spatial reuse, where new transmissions can be carried out in presence of ongoing, interfering transmissions from nodes in an overlapping basic service set (OBSS). Specifically, a node can adjust its threshold for detecting the interference, by setting a parameter called OBSS Power-Detect level $(text{OBSS}_{-}text{PD}_{text{level}})$. When a node hears an ongoing transmission from an OBSS node, if its received signal strength indicator (RSSI) is below the $text{OBSS}_{-}text{PD}_{text{level}}$, the node is said to have a spatial reuse opportunity. The node can transmit at a limited transmit power (TX_PWR) during the spatial reuse opportunity. The feasible values of $text{OBSS}_{-}text{PD}_{text{level}}$ and TX_PWR must satisfy certain constraints laid out by the IEEE 802.11ax standard. In this work, we propose an algorithm that first obtains $text{OBSS}_{-}text{PD}_{text{level}}$ thresholds for maximizing the number of spatial reuse opportunities, and then selects the one that minimizes the packet error rate among these $text{OBSS}_{-}text{PD}_{text{level}}$ thresholds. The trade-off involved is the following: setting $text{OBSS}_{-}text{PD}_{text{level}}$ to a high value increases the number of spatial reuse opportunities, but necessitates transmissions to be at lower transmit power (due to the constraint specified by the standard) resulting in higher packet error rates, and vice versa. The proposed algorithm dynamically varies $text{OBSS}_{-}text{PD}_{text{level}}$ based on packet error rates. Via simulations, we show that the proposed dynamic algorithm performs better (in terms of achieving a higher throughput and a lower packet error rate) than a naive method which adopts a constant $text{OBSS}_{-}text{PD}_{text{level}}$ threshold and the case when the spatial reuse is not adopted. When the spatial reuse is implemented using the proposed algorithm, we also explore the performance of different traffic models served using QoS queues having different priorities and transmission parameters.","PeriodicalId":403870,"journal":{"name":"2022 National Conference on Communications (NCC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127656246","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: 2
A Family of Capacity-Achieving Abelian Codes for the Binary Erasure Channel 二进制擦除信道的一类容量实现阿贝尔码
Pub Date : 2022-05-24 DOI: 10.1109/NCC55593.2022.9806780
Natarajan Lakshmi Prasad, Prasad Krishnan
We identify a large family of abelian codes that achieve the capacity of the binary erasure channel (BEC) under bit-MAP decoding. The codes in this family have rich automorphism groups, their lengths are odd integers, and they can asymptotically (in the block length) achieve any code rate. This family contains codes of prime power block lengths that were originally identified by Berman (1967) and later inves-tigated by Blackmore and Norton (2001), and also contains their generalization to any odd block length. We use Rajan and Siddiqi's (1992) characterization of abelian codes using discrete Fourier transform (DFT) to identify our code family and study their automorphism groups. We then use a result of Kumar, Calderbank and Pfister (2016) that relates the automorphism group of a code to its performance in the BEC to show that this code family achieves BEC capacity. The full version of this paper including the proofs of all claims and simulation results is available online [1]
我们识别了一大族的阿贝尔码,它们在位- map解码下实现了二进制擦除信道(BEC)的容量。该族中的码具有丰富的自同构群,它们的长度为奇数,并且它们可以渐近地(在块长度上)达到任意码率。这个族包含了最初由Berman(1967)识别,后来由Blackmore和Norton(2001)研究的素数幂块长度码,也包含了它们对任何奇数块长度的推广。我们使用Rajan和Siddiqi(1992)使用离散傅里叶变换(DFT)表征阿贝尔码来识别我们的码族并研究它们的自同构群。然后,我们使用Kumar, Calderbank和Pfister(2016)的结果,该结果将代码的自同构组与其在BEC中的性能联系起来,以表明该代码族实现BEC容量。本文的完整版本,包括所有声明的证明和仿真结果,可在[1]上获得
{"title":"A Family of Capacity-Achieving Abelian Codes for the Binary Erasure Channel","authors":"Natarajan Lakshmi Prasad, Prasad Krishnan","doi":"10.1109/NCC55593.2022.9806780","DOIUrl":"https://doi.org/10.1109/NCC55593.2022.9806780","url":null,"abstract":"We identify a large family of abelian codes that achieve the capacity of the binary erasure channel (BEC) under bit-MAP decoding. The codes in this family have rich automorphism groups, their lengths are odd integers, and they can asymptotically (in the block length) achieve any code rate. This family contains codes of prime power block lengths that were originally identified by Berman (1967) and later inves-tigated by Blackmore and Norton (2001), and also contains their generalization to any odd block length. We use Rajan and Siddiqi's (1992) characterization of abelian codes using discrete Fourier transform (DFT) to identify our code family and study their automorphism groups. We then use a result of Kumar, Calderbank and Pfister (2016) that relates the automorphism group of a code to its performance in the BEC to show that this code family achieves BEC capacity. The full version of this paper including the proofs of all claims and simulation results is available online [1]","PeriodicalId":403870,"journal":{"name":"2022 National Conference on Communications (NCC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115766730","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: 2
Blind Reconstruction of BCH Encoder over Erroneous Channel Conditions 错误信道条件下BCH编码器的盲重建
Pub Date : 2022-05-24 DOI: 10.1109/NCC55593.2022.9806814
Ambati Dinesh, R. Swaminathan
Channel coding improves the error performance of digital communication systems. Blind parameter estimation of channel codes plays an important role in military communication systems. Further, it also provides some additional advantages in adaptive modulation and coding (AMC)-based systems, re- configurable receiver systems, etc. In this paper, we propose blind estimation algorithms to estimate the codeword length, code dimension, and generator polynomial of Bose-Chaudhuri- Hocquenghem (BCH) codes at the receiver over erroneous channel conditions assuming a non-cooperative scenario. The simulations are carried out on many test cases to validate the proposed blind estimation algorithms and the results are given to testify the algorithms. We infer that the probability of correct estimation of parameters increases with decrease in codeword length. Finally, it is also inferred that the proposed algorithm performs better than the existing algorithms reported in the literature.
信道编码改善了数字通信系统的误差性能。信道码盲参数估计在军事通信系统中起着重要的作用。此外,它还在基于自适应调制和编码(AMC)的系统、可重构接收机系统等方面提供了一些额外的优势。在本文中,我们提出了盲估计算法来估计在错误信道条件下接收端Bose-Chaudhuri- Hocquenghem (BCH)码的码字长度、码维和生成器多项式。在多个测试用例上进行了仿真,验证了盲估计算法的有效性,并给出了仿真结果。我们推断,正确估计参数的概率随着码字长度的减小而增加。最后,我们还推断出本文算法的性能优于已有文献报道的算法。
{"title":"Blind Reconstruction of BCH Encoder over Erroneous Channel Conditions","authors":"Ambati Dinesh, R. Swaminathan","doi":"10.1109/NCC55593.2022.9806814","DOIUrl":"https://doi.org/10.1109/NCC55593.2022.9806814","url":null,"abstract":"Channel coding improves the error performance of digital communication systems. Blind parameter estimation of channel codes plays an important role in military communication systems. Further, it also provides some additional advantages in adaptive modulation and coding (AMC)-based systems, re- configurable receiver systems, etc. In this paper, we propose blind estimation algorithms to estimate the codeword length, code dimension, and generator polynomial of Bose-Chaudhuri- Hocquenghem (BCH) codes at the receiver over erroneous channel conditions assuming a non-cooperative scenario. The simulations are carried out on many test cases to validate the proposed blind estimation algorithms and the results are given to testify the algorithms. We infer that the probability of correct estimation of parameters increases with decrease in codeword length. Finally, it is also inferred that the proposed algorithm performs better than the existing algorithms reported in the literature.","PeriodicalId":403870,"journal":{"name":"2022 National Conference on Communications (NCC)","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125413641","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: 0
Semantic Masking: A Novel Technique to Mitigate the Class-Imbalance Problem in Real-Time Semantic Segmentation 语义掩蔽:一种缓解实时语义分割中类不平衡问题的新技术
Pub Date : 2022-05-24 DOI: 10.1109/NCC55593.2022.9806776
Nadeem Atif, H. Balaji, Saquib Mazhar, S. R. Ahamad, M. Bhuyan
In the field of computer vision and scene under-standing, semantic segmentation is considered to be one of the most challenging task. This is due to the fact that it has to solve all the three standard vision problems, multi-class classification, object detection and image segmentation. One of the most promising areas of application of semantic segmentation is autonomous driving. The advent of deep-learning and the availability of large-scale datasets has enabled the research com-munity to reach to unprecedented performance heights compared to traditional machine learning algorithms. However, despite all the progress, existing learning methods still face the problem of class-imbalance because of which large classes get more attention and consequently the network becomes biased towards them. The problem of class-imbalance is particularly more prominent in urban road-scene datasets. This is because the layout of the scene captured by the camera mounted on a fixed location, naturally causes certain less important classes to occupy more area in the dataset. Trees, sky and buildings are some of the examples of large classes which frequently occur and occupy large areas despite the fact that they are less important with regards to driving related decision making. To tackle this problem, in this work, we have done the statistical analysis of the famous Cityscapes dataset to uncover the hidden patterns that large and small classes follow. Based on these patterns, we propose a semantic masking technique, that enables our proposed network MaskNet to pay more attention to regions where the smaller classes are more likely to occur. In this way, we see a significant performance increase with regards to smaller classes and the problem of class-imbalance is mitigated to a good extent.
在计算机视觉和场景理解领域,语义分割被认为是最具挑战性的任务之一。这是因为它必须解决所有三个标准的视觉问题,多类分类,目标检测和图像分割。语义分割最有前途的应用领域之一是自动驾驶。与传统的机器学习算法相比,深度学习的出现和大规模数据集的可用性使研究界达到了前所未有的性能高度。然而,尽管有了这些进步,现有的学习方法仍然面临着班级不平衡的问题,因为大班受到更多的关注,导致网络偏向大班。类不平衡问题在城市道路场景数据集中表现得尤为突出。这是因为安装在固定位置的相机所捕获的场景布局,自然会导致某些不太重要的类在数据集中占据更多的区域。树木、天空和建筑是频繁出现并占据大片区域的大型类别的一些例子,尽管事实上它们在推动相关决策方面并不重要。为了解决这个问题,在这项工作中,我们对著名的cityscape数据集进行了统计分析,以揭示大小类遵循的隐藏模式。基于这些模式,我们提出了一种语义屏蔽技术,使我们提出的网络MaskNet能够更多地关注更可能出现小类的区域。通过这种方式,我们看到了较小类的显著性能提高,并且类不平衡的问题在很大程度上得到了缓解。
{"title":"Semantic Masking: A Novel Technique to Mitigate the Class-Imbalance Problem in Real-Time Semantic Segmentation","authors":"Nadeem Atif, H. Balaji, Saquib Mazhar, S. R. Ahamad, M. Bhuyan","doi":"10.1109/NCC55593.2022.9806776","DOIUrl":"https://doi.org/10.1109/NCC55593.2022.9806776","url":null,"abstract":"In the field of computer vision and scene under-standing, semantic segmentation is considered to be one of the most challenging task. This is due to the fact that it has to solve all the three standard vision problems, multi-class classification, object detection and image segmentation. One of the most promising areas of application of semantic segmentation is autonomous driving. The advent of deep-learning and the availability of large-scale datasets has enabled the research com-munity to reach to unprecedented performance heights compared to traditional machine learning algorithms. However, despite all the progress, existing learning methods still face the problem of class-imbalance because of which large classes get more attention and consequently the network becomes biased towards them. The problem of class-imbalance is particularly more prominent in urban road-scene datasets. This is because the layout of the scene captured by the camera mounted on a fixed location, naturally causes certain less important classes to occupy more area in the dataset. Trees, sky and buildings are some of the examples of large classes which frequently occur and occupy large areas despite the fact that they are less important with regards to driving related decision making. To tackle this problem, in this work, we have done the statistical analysis of the famous Cityscapes dataset to uncover the hidden patterns that large and small classes follow. Based on these patterns, we propose a semantic masking technique, that enables our proposed network MaskNet to pay more attention to regions where the smaller classes are more likely to occur. In this way, we see a significant performance increase with regards to smaller classes and the problem of class-imbalance is mitigated to a good extent.","PeriodicalId":403870,"journal":{"name":"2022 National Conference on Communications (NCC)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131732829","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: 1
Novel Wideband Bow Tie shaped Hemispherical Dielectric Resonator Antenna 新型宽带领结型半球形介质谐振器天线
Pub Date : 2022-05-24 DOI: 10.1109/NCC55593.2022.9806475
Pragati Patel, Abhijeet C. Gaonkar, M. Ayyappan
In this paper a novel wideband bow tie shaped Hemispherical Dielectric Resonator Antenna (HDRA) is pre-sented. The simulated results confirms a wide bandwidth of 2.29 GHz (2.69 - 4.98 GHz) ($S_{11}$ ≤ -10 dB is 61 % at 3.7 GHz) with an average gain of 5.5 dBi in the operating frequency band. Here, HDRA is kept complementary to each other to get bow tie shape. It ensures uniform excitation of the mode fields in each DRA element which leads to improvement in bandwidth. The mode investigated is T E111 mode at the first resonant frequency of 3.9 GHz. The effect of increasing the probe length on the resonance and radiation pattern is also investigated. The radiation patterns of antenna are directive in nature and radiation efficiency is more than 95 % in the entire band. The presented antenna is suitable for C band, most of L band and WiMAX applications.
提出了一种新型宽带半球形介质谐振天线(HDRA)。仿真结果表明,该系统具有2.29 GHz (2.69 ~ 4.98 GHz)的宽带宽($S_{11}$≤-10 dB在3.7 GHz时占61%),工作频带平均增益为5.5 dBi。在这里,HDRA保持互补,形成领结形状。它保证了每个DRA元件模场的均匀激励,从而提高了带宽。在第一谐振频率为3.9 GHz时,所研究的模式为te111模式。研究了增加探针长度对共振和辐射方向图的影响。天线的辐射方向图具有方向性,整个波段的辐射效率在95%以上。该天线适用于C波段、大部分L波段和WiMAX应用。
{"title":"Novel Wideband Bow Tie shaped Hemispherical Dielectric Resonator Antenna","authors":"Pragati Patel, Abhijeet C. Gaonkar, M. Ayyappan","doi":"10.1109/NCC55593.2022.9806475","DOIUrl":"https://doi.org/10.1109/NCC55593.2022.9806475","url":null,"abstract":"In this paper a novel wideband bow tie shaped Hemispherical Dielectric Resonator Antenna (HDRA) is pre-sented. The simulated results confirms a wide bandwidth of 2.29 GHz (2.69 - 4.98 GHz) ($S_{11}$ ≤ -10 dB is 61 % at 3.7 GHz) with an average gain of 5.5 dBi in the operating frequency band. Here, HDRA is kept complementary to each other to get bow tie shape. It ensures uniform excitation of the mode fields in each DRA element which leads to improvement in bandwidth. The mode investigated is T E111 mode at the first resonant frequency of 3.9 GHz. The effect of increasing the probe length on the resonance and radiation pattern is also investigated. The radiation patterns of antenna are directive in nature and radiation efficiency is more than 95 % in the entire band. The presented antenna is suitable for C band, most of L band and WiMAX applications.","PeriodicalId":403870,"journal":{"name":"2022 National Conference on Communications (NCC)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132590302","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: 0
Performance Analysis of Vertical Underwater Visible Light Communication System with Cross-QAM 交叉qam垂直水下可见光通信系统性能分析
Pub Date : 2022-05-24 DOI: 10.1109/NCC55593.2022.9806813
Chaitanya Chhichhia, Aakarshak Nandwani, Rachna Sharma, Y. Trivedi
In this paper, we consider a vertical Underwater Wireless Visible Light Communication (UWVLC) system, where the source is located at the surface of the sea. The distance between both the source and the destination is divided in certain intervals or layers. We assume turbulence in the underwater channel and the intensity of the turbulence, referred in term of scintillation index, varies between consecutive layers. Further, the turbulence based fading channel is modelled by log-normal distribution and the statistics of the channel vary from one layer to another. Thus, we assume cascaded channel with independent but non-identically distributed log-normal distributions. The variance of the channel in each layer is a function of scintillation index of the layer. We assume 32-cross quadrature amplitude modulation (XQAM) scheme and derive closed form expression of Average Symbol Error Probability (ASEP). We analyze the ASEP performance of the system for different layers with different intensities of turbulence. As the number of layers or depth increases, the performance degrades. We also present simulation results of ASEP and compare them with their analytical counterparts. A close matching between both validates our analytical approach. Furthermore, we present the performance with 32-rectangular quadrature amplitude modulation (RQAM) scheme with 16 × 2 and 8 × 4 constellations. We observe that the XQAM outperforms the RQAM.
在本文中,我们考虑了一个垂直水下无线可见光通信(UWVLC)系统,其中光源位于海面。源和目的之间的距离按一定的间隔或层划分。我们假设水下通道中存在湍流,并且湍流的强度(以闪烁指数表示)在连续的层之间是不同的。此外,基于湍流的衰落信道采用对数正态分布建模,信道的统计量在各层之间变化。因此,我们假设具有独立但非同分布的对数正态分布的级联信道。每层通道的方差是该层闪烁指数的函数。假设32交正交调幅(XQAM)方案,推导出平均符号误差概率(ASEP)的封闭表达式。分析了系统在不同层和不同湍流强度下的ASEP性能。随着层数或深度的增加,性能会下降。我们还给出了ASEP的仿真结果,并将其与分析结果进行了比较。两者之间的紧密匹配验证了我们的分析方法。此外,我们还介绍了16 × 2和8 × 4星座的32矩形正交调幅(RQAM)方案的性能。我们观察到XQAM优于RQAM。
{"title":"Performance Analysis of Vertical Underwater Visible Light Communication System with Cross-QAM","authors":"Chaitanya Chhichhia, Aakarshak Nandwani, Rachna Sharma, Y. Trivedi","doi":"10.1109/NCC55593.2022.9806813","DOIUrl":"https://doi.org/10.1109/NCC55593.2022.9806813","url":null,"abstract":"In this paper, we consider a vertical Underwater Wireless Visible Light Communication (UWVLC) system, where the source is located at the surface of the sea. The distance between both the source and the destination is divided in certain intervals or layers. We assume turbulence in the underwater channel and the intensity of the turbulence, referred in term of scintillation index, varies between consecutive layers. Further, the turbulence based fading channel is modelled by log-normal distribution and the statistics of the channel vary from one layer to another. Thus, we assume cascaded channel with independent but non-identically distributed log-normal distributions. The variance of the channel in each layer is a function of scintillation index of the layer. We assume 32-cross quadrature amplitude modulation (XQAM) scheme and derive closed form expression of Average Symbol Error Probability (ASEP). We analyze the ASEP performance of the system for different layers with different intensities of turbulence. As the number of layers or depth increases, the performance degrades. We also present simulation results of ASEP and compare them with their analytical counterparts. A close matching between both validates our analytical approach. Furthermore, we present the performance with 32-rectangular quadrature amplitude modulation (RQAM) scheme with 16 × 2 and 8 × 4 constellations. We observe that the XQAM outperforms the RQAM.","PeriodicalId":403870,"journal":{"name":"2022 National Conference on Communications (NCC)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115710152","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: 1
On the Performance of Cooperative Spectrum Sensing Under Binary Erasure Reporting Channels 二元擦除报告信道下协同频谱感知性能研究
Pub Date : 2022-05-24 DOI: 10.1109/NCC55593.2022.9806727
Ashok Parmar, Kamal M. Captain, Rahul Kumar, Ankit Chouhan
The spectrum sensing based on single detector suffers from adverse effects such as fading, shadowing and hidden node problems. Cooperative spectrum sensing (CSS) is proposed to overcome these effects by utilizing the spatial diversity among the spatially located cooperating secondary users (CSUs). In traditional centralized CSS, the CSUs share their detection results with the fusion center (FC). Based on the information received from the CSUs, the FC analyze the information and takes the final decision on the occupancy of the primary user (PU) channel. Generally, in literature, the reporting channel between CSUs and the FC is assumed to be error free. However, these reporting channels are wireless channels which undergo fading and shadowing resulting in imperfect channels. In this work, we propose a model based on binary erasure channel (BEC) which is more suitable to model the reporting channel between the CSUs and the FC. We then, analyze the performance of the CSS under imperfect reporting channels. We then analyze the performance of repetition code based algorithm to improve the performance of CSS under imperfect reporting channels. It is found that the repetition code based algorithm significantly improves the performance. Also, by properly choosing the repetition length in the repetition based algorithm, the effects of reporting channel errors can be completely removed.
基于单探测器的频谱感知存在衰落、阴影和隐节点问题等不利影响。为了克服这些影响,提出了协同频谱感知(CSS)技术,利用空间定位的协同次要用户(csu)之间的空间多样性。在传统的集中式云存储系统中,csu与融合中心(FC)共享其检测结果。FC根据从csu接收到的信息,对这些信息进行分析,并最终决定占用PU通道。通常,在文献中,假定csu和FC之间的报告通道是无错误的。然而,这些报告信道是无线信道,会发生衰落和阴影,导致信道不完善。在这项工作中,我们提出了一个基于二进制擦除通道(BEC)的模型,该模型更适合于csu和FC之间的报告通道建模。然后,我们分析了在不完善的报告渠道下CSS的性能。然后,我们分析了基于重复码的算法的性能,以提高CSS在不完全报告通道下的性能。研究发现,基于重复码的算法显著提高了性能。此外,在基于重复的算法中,通过合理选择重复长度,可以完全消除报告信道错误的影响。
{"title":"On the Performance of Cooperative Spectrum Sensing Under Binary Erasure Reporting Channels","authors":"Ashok Parmar, Kamal M. Captain, Rahul Kumar, Ankit Chouhan","doi":"10.1109/NCC55593.2022.9806727","DOIUrl":"https://doi.org/10.1109/NCC55593.2022.9806727","url":null,"abstract":"The spectrum sensing based on single detector suffers from adverse effects such as fading, shadowing and hidden node problems. Cooperative spectrum sensing (CSS) is proposed to overcome these effects by utilizing the spatial diversity among the spatially located cooperating secondary users (CSUs). In traditional centralized CSS, the CSUs share their detection results with the fusion center (FC). Based on the information received from the CSUs, the FC analyze the information and takes the final decision on the occupancy of the primary user (PU) channel. Generally, in literature, the reporting channel between CSUs and the FC is assumed to be error free. However, these reporting channels are wireless channels which undergo fading and shadowing resulting in imperfect channels. In this work, we propose a model based on binary erasure channel (BEC) which is more suitable to model the reporting channel between the CSUs and the FC. We then, analyze the performance of the CSS under imperfect reporting channels. We then analyze the performance of repetition code based algorithm to improve the performance of CSS under imperfect reporting channels. It is found that the repetition code based algorithm significantly improves the performance. Also, by properly choosing the repetition length in the repetition based algorithm, the effects of reporting channel errors can be completely removed.","PeriodicalId":403870,"journal":{"name":"2022 National Conference on Communications (NCC)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123966453","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: 1
Diversity Combining in a Single-Input-Multiple-Output Molecular Communication System 单输入多输出分子通信系统中的分集组合
Pub Date : 2022-05-24 DOI: 10.1109/NCC55593.2022.9806762
Abhishek K. Gupta, N. Sabu
Molecular communication (MC) can enable nano-scale devices to communicate with each other using molecules as information carriers. To enhance the performance of MC, receiver-devices with multiple receiving ports can be utilized to form single-input multiple-output (SIMO) and multiple-input multiple-output (MIMO) communication links. The receiver ports are analogous to antennas in wireless communication. This paper considers a diffusion-based MC SIMO system with a point transmitter and one receiver system with many receiving ports (RxPs). We first characterize the joint channel between the transmitter and RxPs. We then present the optimal maximum-a-posteriori (MAP) decoding for this system when all ports can share complete information and a central device soft-combines the individual signal values to decode the signal. We then consider a Poisson channel approximation for the channel and show that weighted linear combining is an optimal decoding scheme with weights depending on average channel values. We also study a symmetric SIMO system and investigate the decoding error probability and diversity order for various soft and hard combining schemes.
分子通信(MC)可以使纳米级器件之间利用分子作为信息载体进行通信。为了提高MC的性能,可以利用具有多个接收端口的接收设备组成单输入多输出(SIMO)和多输入多输出(MIMO)通信链路。接收端口类似于无线通信中的天线。本文研究了一种基于扩散的多点发射和多点接收系统的多接收端口(rxp) MC SIMO系统。我们首先描述了发射机和rxp之间的联合信道。然后,我们提出了该系统的最佳最大后验(MAP)解码,当所有端口都可以共享完整的信息,并且中央设备对单个信号值进行软组合以解码信号。然后,我们考虑了信道的泊松信道近似,并表明加权线性组合是一种最优解码方案,其权重取决于平均信道值。我们还研究了对称SIMO系统,并研究了各种软、硬组合方案的译码错误概率和分集顺序。
{"title":"Diversity Combining in a Single-Input-Multiple-Output Molecular Communication System","authors":"Abhishek K. Gupta, N. Sabu","doi":"10.1109/NCC55593.2022.9806762","DOIUrl":"https://doi.org/10.1109/NCC55593.2022.9806762","url":null,"abstract":"Molecular communication (MC) can enable nano-scale devices to communicate with each other using molecules as information carriers. To enhance the performance of MC, receiver-devices with multiple receiving ports can be utilized to form single-input multiple-output (SIMO) and multiple-input multiple-output (MIMO) communication links. The receiver ports are analogous to antennas in wireless communication. This paper considers a diffusion-based MC SIMO system with a point transmitter and one receiver system with many receiving ports (RxPs). We first characterize the joint channel between the transmitter and RxPs. We then present the optimal maximum-a-posteriori (MAP) decoding for this system when all ports can share complete information and a central device soft-combines the individual signal values to decode the signal. We then consider a Poisson channel approximation for the channel and show that weighted linear combining is an optimal decoding scheme with weights depending on average channel values. We also study a symmetric SIMO system and investigate the decoding error probability and diversity order for various soft and hard combining schemes.","PeriodicalId":403870,"journal":{"name":"2022 National Conference on Communications (NCC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122568657","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: 0
期刊
2022 National Conference on Communications (NCC)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1