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2021 Advanced Communication Technologies and Signal Processing (ACTS)最新文献

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Super-Resolution of Thermal Images Using GAN Network 基于GAN网络的热图像超分辨率研究
Pub Date : 2021-12-15 DOI: 10.1109/ACTS53447.2021.9708340
S. Deepak, Sanuj Sahoo, D. Patra
Super-resolution (SR) reconstruction of thermal images has been one of the most active research areas specifically for industrial applications. However, most of the conventional RGB SR models available in the literature are not necessarily applicable to thermal images due to their difference in characteristics when compared to normal camera images. The recent advancement in the field of deep learning-based SR has helped achieve unbelievable results. Despite the advancement in models like deep convolution neural networks (CNN) and Generative adversarial networks, there remain multiple problems unsolved that will help improve the spatial resolution of thermal images. Not only the developed model should be computationally efficient but also easily implementable in industrial applications. Motivated to overcome the said limitations, in this work a generative adversarial network (GAN) based single images super-resolution architecture is proposed for thermal camera images. The developed model not only generates at par results with the other model but also is easy to implement and computationally efficient. The modified architecture has an identical layout inspired by SRGAN. In order to make the model faster to train while having less training parameters, the number of residual blocks was reduced to 5. The batch normalization layers were excluded from the residual blocks of both the Generator and Discriminator networks to remove the redundancy. Before each convolution layer, reflective padding is utilized at the edges to preserve the size of the feature maps. The comparative results revealed that the proposed network trained on thermal images produced high-quality images with enhanced details, while still maintaining image features and perspective throughout. The experimental results show that the proposed model has achieved a reduction in computation time compared to the State-of-the-Art method. The suggested strategy has outperformed the SOTA methods with the improvement of approximately 2dB in PSNR along with 0.9825 of SSIM.
热图像的超分辨率(SR)重建一直是工业应用中最活跃的研究领域之一。然而,文献中现有的大多数常规RGB SR模型并不一定适用于热图像,因为热图像与普通相机图像相比具有不同的特性。基于深度学习的SR领域的最新进展帮助取得了令人难以置信的结果。尽管深度卷积神经网络(CNN)和生成对抗网络(Generative adversarial networks)等模型取得了进步,但仍有许多问题尚未解决,这些问题将有助于提高热图像的空间分辨率。所开发的模型不仅计算效率高,而且易于在工业应用中实现。为了克服上述限制,本研究提出了一种基于生成对抗网络(GAN)的单图像超分辨率架构,用于热像仪图像。所建立的模型不仅能产生与其他模型相当的结果,而且易于实现和计算效率高。修改后的架构具有受SRGAN启发的相同布局。为了使模型训练速度更快,训练参数更少,残差块的数量减少到5个。将批归一化层从生成器和鉴别器网络的残块中排除,以消除冗余。在每个卷积层之前,在边缘处使用反射填充来保持特征图的大小。对比结果表明,在热图像上训练的网络产生了高质量的图像,增强了细节,同时仍然保持了图像的特征和视角。实验结果表明,与现有的方法相比,该模型的计算时间大大减少。该策略优于SOTA方法,PSNR提高约2dB, SSIM提高0.9825。
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引用次数: 0
Performance Evaluation of Visible Light Communication System based on Optical Power Distribution with Channel Delay Spread and SNR 基于信道延迟扩展和信噪比的光功率分配的可见光通信系统性能评价
Pub Date : 2021-12-15 DOI: 10.1109/ACTS53447.2021.9708215
Mangal Singh, Saurav Gupta, S. Yadav, Vipin Pal, S. K. Patra
With the advancement of the light-emitting diode (LED), the use of light as a communication medium has progressed in new directions. Visible light communication (VLC) makes use of white light emitting diodes (LED), which send data through glimmering light at speeds imperceptible to the naked eye. Thus, this paper formulated the VLC based system for indoor applications and evaluate its performance considering various parameters such as optical power distribution (OPD), signal to noise ratio (SNR) and channel delay spread (CDS). The observation of the OPD of a single LED transmitter and a single receiver along with 4 transmitters and receivers in a typical room has been considered. The other performance matrices such as SNR and CDS of VLC is also analyses and simulated using MATLAB software.
随着发光二极管(LED)技术的进步,光作为通信媒介的应用有了新的发展方向。可见光通信(VLC)利用白光发射二极管(LED),它通过闪烁的光以肉眼无法察觉的速度发送数据。因此,本文设计了基于VLC的室内应用系统,并考虑光功率分布(OPD)、信噪比(SNR)和信道延迟扩展(CDS)等参数对其性能进行了评价。考虑了在典型房间中观察单个LED发射器和单个接收器以及4个发射器和接收器的OPD。利用MATLAB软件对VLC的信噪比、CDS等其他性能矩阵进行了分析和仿真。
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引用次数: 0
LinArc - Deep Face Recognition Using LinCos And ArcFace LinArc -使用LinCos和ArcFace的深度人脸识别
Pub Date : 2021-12-15 DOI: 10.1109/ACTS53447.2021.9708195
Ravi Chopra, J. Dhar, Vinal Patel
Data is overflowing day by day. The use of face recognition is rapidly picking up pace due to the boom in data and available computation power. The research done in this field is at an unimaginable pace, and accuracies of more than 99% have been achieved, which are possibly less only by Baye’s error. However, there is still room for experimentation. This paper tries to build a model by mixing two novel ideas of face recognition - ArcFace and LinCos. In this paper, the target is to manipulate the Additive Angular Margin Loss used by ArcFace by incorporating the ideas of LinCos. We re-train the pre-trained ArcFace model using Mobile FaceNet with a modified loss function. The results suggest that our model optimizes at a faster rate as compared to the ArcFace and LinCos models.
数据每天都在泛滥。由于数据和可用计算能力的激增,人脸识别的使用正在迅速加快步伐。这一领域的研究正以难以想象的速度进行,准确率已经达到了99%以上,这可能是由于贝叶斯的误差造成的。然而,仍有试验的空间。本文尝试将ArcFace和LinCos这两种新颖的人脸识别思想混合在一起构建模型。在本文中,目标是通过结合LinCos的思想来操纵ArcFace使用的加性角边际损失。我们使用带有修正损失函数的Mobile FaceNet重新训练预训练的ArcFace模型。结果表明,与ArcFace和LinCos模型相比,我们的模型以更快的速度优化。
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引用次数: 2
A Graphene-Based Broadband Metamaterial Absorber 基于石墨烯的宽带超材料吸收体
Pub Date : 2021-12-15 DOI: 10.1109/ACTS53447.2021.9708250
Laxmi Narayana Deekonda, S. Sahu, A. Panda
This paper presents a broadband terahertz (THz) metamaterial absorber. The unit cell structure of this absorber consists of three layers. The top layer of the structure contains a circular graphene ring. At the center frequency of 2THz, this circular graphene ring has a fractional bandwidth of 67% and absorptivity of more than 90%. The proposed absorber is polarization insensitive because of its fourfold symmetrical structure. The graphene parameter is optimized to get maximum bandwidth. This metamaterial offers TE and TM polarization insensitive up to a 60° incident angle of electro-magnetic wave.
本文提出了一种宽带太赫兹(THz)超材料吸收体。这种吸收器的单体结构由三层组成。该结构的顶层包含一个圆形石墨烯环。在2THz的中心频率下,这种圆形石墨烯环的分数带宽为67%,吸收率超过90%。该吸波器具有四重对称结构,对极化不敏感。石墨烯参数被优化以获得最大带宽。这种超材料在电磁波入射60°范围内对TE和TM偏振不敏感。
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引用次数: 1
AMC based Flexible Wearable Antenna with low SAR and Improved Gain for ISM band Applications 基于AMC的低SAR增益柔性可穿戴天线
Pub Date : 2021-12-15 DOI: 10.1109/ACTS53447.2021.9708363
B. A. Babu, Madhav Boddapati, Kantamneni Srilatha
This study gives a compact, low-profile, and flexible Artificial Magnetic Conductor (AMC) surface integrated antenna design that provides low SAR (Specific Absorption Rate) and improved radiation performance. The antenna is designed using a flexible polyimide substrate with dimensions 14×14×0.1 mm3 that makes resonance at 5.2 GHz frequency. It provides a gain of 1.05 dBi in standalone condition. The flexible substrate PDMS (Polydimethylsiloxane) is used for AMC design that provides the improved gain of 3.12 dBi. The dimension of AMC unit cell is 8×8.8×1 mm3. It provides a low SAR of 0.707 W/Kg for 10g of tissue model with a separation of 10 mm. The design and analysis are performed using CST Microwave Studio (CST MWS) tool. The designed antenna is significant at Industrial, Scientific, and Medical (ISM) band applications for wearable devices.
本研究提出了一种紧凑、低轮廓、灵活的人工磁导体(AMC)表面集成天线设计,提供低SAR(比吸收率)和改进的辐射性能。该天线采用尺寸为14×14×0.1 mm3的柔性聚酰亚胺基板设计,可在5.2 GHz频率下产生共振。它在独立状态下提供1.05 dBi增益。柔性衬底PDMS(聚二甲基硅氧烷)用于AMC设计,提供了3.12 dBi的改进增益。AMC单元胞的尺寸为8×8.8×1 mm3。它提供了一个低SAR为0.707 W/Kg的10g组织模型,10毫米的分离。使用CST Microwave Studio (CST MWS)工具进行设计和分析。设计的天线在可穿戴设备的工业、科学和医疗(ISM)频段应用中具有重要意义。
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引用次数: 0
Semantic segmentation of lungs using a modified U-Net architecture through limited Computed Tomography images 通过有限的计算机断层扫描图像,使用改进的U-Net架构对肺部进行语义分割
Pub Date : 2021-12-15 DOI: 10.1109/ACTS53447.2021.9708190
A. Bhattacharjee, R. Murugan, Tripti Goel, B. Soni
Latest advancements in deep learning have led to an enthusiasm among biomedical researchers to explore the field of semantic segmentation further. Lungs segmentation plays a crucial role in the computer-aided diagnosis of several lung diseases. However, various anatomical varieties make lungs segmentation a challenging task. The main objective of our study is to propose a modified U-Net model that automatically segments the lungs from the computed tomography images. The proposed algorithm is trained on 240 training images. The advantage of this architecture is that it consumes less data and GPU memory. Experimental results show that the proposed architecture obtained 98.3% accuracy, 96.29% dice coefficient, and 93.63% Jaccard index. The segmentation model outperformed the original U-Net and the state-of-the-art methods. Thus, the modified U-Net model is apt for accurate lung segmentation.
深度学习的最新进展引起了生物医学研究人员对进一步探索语义分割领域的热情。肺分割在多种肺部疾病的计算机辅助诊断中起着至关重要的作用。然而,各种解剖变异使得肺分割成为一项具有挑战性的任务。我们研究的主要目的是提出一种改进的U-Net模型,该模型可以自动从计算机断层扫描图像中分割肺部。该算法在240张训练图像上进行了训练。这种架构的优点是它消耗更少的数据和GPU内存。实验结果表明,该架构的准确率为98.3%,骰子系数为96.29%,Jaccard指数为93.63%。该分割模型优于原始的U-Net和最先进的方法。因此,改进的U-Net模型适合于准确的肺分割。
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引用次数: 4
Optimal Resource Allocation in Two Tier Heterogeneous Network Through Network Slicing 基于网络切片的二层异构网络资源优化分配
Pub Date : 2021-12-15 DOI: 10.1109/ACTS53447.2021.9708385
S. Debnath, D. Sen, W. Arif
Scare spectrum resources of the wireless networks have to be used efficiently for network utility maximization. The allocation of resources to different services based on the differentiated quality of service (QoS) can be done with dynamic resource slicing (DRS) paradigm. DRS is very efficient in providing adequate QoS to the associated user of the network. In the two-tier heterogeneous network, considering the DRS framework, optimal allocation of radio resources to each user and association of user to a cell is a challenging task to be performed. In this work, the allocation of resources among normal data services and machine-to-machine services under the differentiated QoS is quantified and analyzed while considering the load dynamics of the 5G communication network. Here we utilize efficient state-of-the-art optimization algorithms to analyze the network utility maximization property under the consideration of user association to the network based on geographical location and cell capacity. It is observed that the formulated PSO and SSA based algorithm is efficient in respect of network utility maximization as compare to the geographical SINR based connected user to the network.
无线网络的频谱资源必须得到有效利用,以实现网络效用最大化。基于差异化服务质量(QoS)的资源分配可以通过动态资源切片(DRS)模式来实现。DRS在为网络的相关用户提供足够的QoS方面非常有效。在两层异构网络中,考虑到DRS框架,无线资源的优化分配和用户与小区的关联是一个具有挑战性的任务。本文在考虑5G通信网络负载动态的情况下,对差异化QoS下正常数据业务和机器对机器业务之间的资源分配进行了量化分析。本文利用最先进的优化算法,在考虑用户与基于地理位置和小区容量的网络关联的情况下,分析了网络效用最大化的特性。可以观察到,与基于地理SINR的网络连接用户相比,所制定的基于PSO和SSA的算法在网络效用最大化方面是有效的。
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引用次数: 0
Dual-Band Polarization Insensitive Quad-array Slotted Type Frequency Selective Surface with Wide Angular Stability 具有宽角稳定性的双波段偏振不敏感四阵列开槽型选频表面
Pub Date : 2021-12-15 DOI: 10.1109/ACTS53447.2021.9708327
D. Arun Kumar, S. Maity
In this work, a dual-band quad array slotted type absorber/reflector is presented for dual-band applications in smart stealth systems. The Frequency Selective Surface (FSS) is constructed from 1.6 mm thick FR4 material. The proposed FSS shows a dual-band at 5.68 and 7.94 GHz. It is also found that the proposed FSS is oblique incidence angle of the incident EM waves and insensitive to polarization. The Equivalent circuit model is also presented to understand the working principle of the FSS qualitatively.
在这项工作中,提出了一种双频四阵开槽型吸收/反射器,用于智能隐身系统的双频应用。频率选择表面(FSS)由1.6毫米厚的FR4材料构成。所提出的FSS在5.68 GHz和7.94 GHz具有双频。本文还发现,所提出的FSS是入射电磁波的斜入射角,对极化不敏感。为了定性地理解FSS的工作原理,还建立了等效电路模型。
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引用次数: 1
A Health Perspective Smartphone Application for the Safety of Road Accident Victims 一个健康视角的智能手机应用程序,用于道路交通事故受害者的安全
Pub Date : 2021-12-15 DOI: 10.1109/ACTS53447.2021.9708124
Kavya Parasana, G. K. Sahoo, S. Das, Poonam Singh
This work presents an android-based application, the SOS (Save Our Souls), a personal safety app that aims to reduce the emergency response time in case of any road casualty. Currently, the increase in the number of road fatalities and injuries requires an advanced system that can intimate for immediate rescue to save precious lives. The use of smartphone’s onboard sensors data for vehicular accident detection and intimation will help in reducing the rescue time. Providing additional geolocation data to the nearest available emergency responder will immensely improve the odds of survival while saving time and resources for emergency services. Using the pre-filled medical details of the user will also help doctors for necessary diagnoses, which in turn will increase the scope of saving lives. This work aims to use today’s cell phones features with three-axis accelerometer data to improve road safety. The developed android application will suggest the nearest hospital with a Google root map. The phone call facility for rescue is enabled with automatic and manual calling facility for informing pre-filled emergency units like police, hospital, family members. This work implemented the android application and verified its working, reducing the rescue time for accident victims.
这项工作提出了一个基于安卓的应用程序,SOS(拯救我们的灵魂),一个个人安全应用程序,旨在减少紧急响应时间,以防任何道路伤亡。目前,道路伤亡人数的增加需要一种先进的系统,可以立即进行救援,以挽救宝贵的生命。利用智能手机的车载传感器数据进行车辆事故检测和提示,将有助于减少救援时间。向最近可用的紧急救援人员提供额外的地理位置数据将极大地提高生存几率,同时节省紧急服务的时间和资源。使用用户预先填写的医疗详细信息也将帮助医生进行必要的诊断,这反过来又将扩大挽救生命的范围。这项工作旨在利用当今手机的三轴加速度计数据来改善道路安全。这款开发的安卓应用程序将通过谷歌根地图向用户推荐最近的医院。启用了救援电话设施,包括自动和手动呼叫设施,以便通知警察、医院、家属等预先填满的应急单位。本工作实现了android应用程序,并对其工作进行了验证,减少了事故受害者的救援时间。
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引用次数: 5
An Array of Tulip-Flower Shaped Printed Radiators for Direct Broadcast Satellite (DBS) Applications 用于直播卫星(DBS)应用的一组郁金香花形印刷散热器
Pub Date : 2021-12-15 DOI: 10.1109/ACTS53447.2021.9708174
K. Kola, A. Chatterjee
A printed array of microstrip radiators for DBS applications has been reported in this paper. The sole element is derived from a nature-inspired Tulip-flower-shaped geometry whose resonated at 12.50 GHz. One regular ellipse and pair of semi-ellipses are jointly formed the proposed structure, and in order to resonate at the desired frequency, an anchor-shaped slotted structure is etched from the center of the resultant geometry. The single proposed element’s time-domain parameters has been analysed for side-by-side and face-to-face arrangements. The feed network of the array is designed based on Wilkinson power divider and achieve a low-loss, high-isolation, and better impedance bandwidth responses. The antenna and the array are offered the directivity of 9.36 and 14.96 dBi, respectively. A 100% bandwidth coverage, a shallow x-pol. along the main-beam direction, immense radiation efficiency, and satisfactory electromagnetic compatibility performances have been achieved from both antennas. The antennas are convenient for DBS applications.
本文报道了一种用于DBS的微带辐射阵列。唯一的元素来源于大自然灵感的郁金香形状的几何形状,其共振频率为12.50 GHz。一个正则椭圆和一对半椭圆共同构成了所提出的结构,为了在期望的频率上共振,在所得到的几何形状的中心蚀刻一个锚形的槽结构。分析了单个提出的单元在并排和面对面布置下的时域参数。该阵列的馈电网络采用威尔金森功率分配器设计,具有低损耗、高隔离和更好的阻抗带宽响应。天线和阵列的指向性分别为9.36和14.96 dBi。100%的带宽覆盖,浅x-pol。在主波束方向上,两种天线均具有较高的辐射效率和良好的电磁兼容性能。该天线便于DBS应用。
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引用次数: 0
期刊
2021 Advanced Communication Technologies and Signal Processing (ACTS)
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