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2022 13th International Conference on Information and Communication Technology Convergence (ICTC)最新文献

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Metal Enhanced Fluorescence Microarray Biochip using Glancing Angle Deposited Ag nanorods 利用掠射角沉积银纳米棒的金属增强荧光微阵列生物芯片
M. A. Badshah, Seong-min Lee, Chengjun Jin, Seong-Cheol Byeon, Tasadduq Hussain, Muzahir Ali, Seok-min Kim
Glancing angle deposition (GLAD) is a physical vapor deposition process in which the substrate is placed to have a large incidence angle (>75°, angle between incoming flux and substrate normal). The GLAD process can be considered a promising method to fabricate metallic nanostructure on a large area at a low cost. GLAD Ag nanorods were fabricated and their fluorescence enhancement performances were examined. A practical antibody chip was realized using a 500 nm thick vertical Ag nanorods substrate. To overcome the limitations of GLAD Ag nanorod MEF substrate, Ag nanorods on micro post array substrate were also investigated.
掠角沉积(GLAD)是一种物理气相沉积过程,在此过程中,衬底被放置在一个大入射角(>75°,入射通量与衬底法线之间的夹角)。GLAD工艺可以被认为是一种很有前途的低成本、大面积制备金属纳米结构的方法。制备了GLAD银纳米棒,并对其荧光增强性能进行了测试。采用500 nm厚的垂直银纳米棒衬底,实现了一种实用的抗体芯片。为了克服GLAD银纳米棒MEF衬底的局限性,还研究了微柱阵列衬底上的银纳米棒。
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引用次数: 0
A Survey on Intelligent Reflecting Surface-aided Non-Orthogonal Multiple Access Networks 智能反射面辅助非正交多址网络研究进展
Thi Xuan My Nguyen, The-Vi Nguyen, D. Hua, Nam-Phuong Tran, Sungrae Cho
Recently, intelligent reflecting surface (IRS) and non-orthogonal multiple access (NOMA) are recognized as the key enablers for B5G and 6G networks, in which IRS can intelligently reconfigure the wireless propagation environment, while NOMA can effectively support massive connectivity and improve user fairness. Therefore, integrating both technologies is a promising approach to compensate for their advantages. In this paper, we provide a small survey of recent studies on IRS, NOMA, and IRS-NOMA integration. Particularly, the basics of IRS and NOMA are first presented, and then, the IRS-NOMA fundamentals are discussed focusing on resource allocation, which is one of the key elements in an efficient IRS-aided NOMA system design. Lastly, we present some future directions for the IRS-NOMA systems.
近年来,智能反射面(IRS)和非正交多址(NOMA)被认为是B5G和6G网络的关键使能器,其中IRS可以智能地重新配置无线传播环境,而NOMA可以有效地支持大规模连接并提高用户公平性。因此,集成这两种技术是弥补其优点的一种很有前途的方法。本文对IRS、NOMA和IRS-NOMA集成的最新研究进行了综述。首先介绍了IRS和NOMA的基本原理,然后重点讨论了IRS-NOMA的基本原理,资源分配是IRS辅助NOMA系统高效设计的关键要素之一。最后,提出了IRS-NOMA系统的发展方向。
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引用次数: 2
A 5G Beamforming Antenna With IoT Sensors 带有物联网传感器的5G波束成形天线
Yejune Seo, Junghyun Cho, Jiyeon Jang, Yejin Lee, S. Kahng
In this paper, we propose a method to put 5G mobile communication beam-steering antennas together with wireless body-area network multi-input multi-output(WBAN sensor) UHF-band antennas in one platform. To maximize isolation between the two aforementioned blocks of the antennas, the 28 GHz beam-steering antenna is realized as an substrate integrated waveguide(SIW) for good shielding, and a three-turn and shorted loop is used as a small-sized antenna for 433 MHz WBAN MIMO. By reducing the room for electromagnetic coupling, the total structure is built on the real-estate of a smart-phone with no change in performance from separate design steps.
本文提出了一种将5G移动通信波束导向天线与无线体域网络多输入多输出(WBAN传感器)uhf波段天线集成在一个平台上的方法。为了最大限度地隔离上述两个天线块之间的隔离,28ghz波束导向天线被实现为衬底集成波导(SIW),具有良好的屏蔽效果,并使用三匝短环路作为433mhz WBAN MIMO的小尺寸天线。通过减少电磁耦合的空间,整个结构建立在智能手机的基础上,而单独的设计步骤不会改变性能。
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引用次数: 0
Privacy-Preserving Learning Models for Communication: A tutorial on Advanced Split Learning 通信的隐私保护学习模型:高级分裂学习教程
Nam-Phuong Tran, Nhu-Ngoc Dao, The-Vi Nguyen, Sungrae Cho
Along with the development of the internet, there is an explosion of data that is assembled from diverse sources such as mobile phones or sensors with unprecedented volumes. Big data paves the way for devising state-of-the-art Machine Learning models, which are employed for various tasks such as predicting or analysis, and bring massive impacts on people's daily lives. However, traditional learning architectures pose risks of privacy leakage. In deal with this problem, Split Learning was introduced. Split Learning is an emerging Distributed Collaborative Machine Learning approach with privacy-preserving nature. In this work, we first introduce the fundamentals of Split Learning and then describe major challenges of current learning models. We then depict modern Split Learning and their potential applications in variety fields.
随着互联网的发展,从手机或传感器等不同来源收集的数据爆炸式增长,其数量前所未有。大数据为设计最先进的机器学习模型铺平了道路,这些模型用于预测或分析等各种任务,并对人们的日常生活产生巨大影响。然而,传统的学习架构存在隐私泄露的风险。为了解决这个问题,我们引入了分段学习。分割学习是一种新兴的分布式协作机器学习方法,具有保护隐私的特性。在这项工作中,我们首先介绍了分裂学习的基本原理,然后描述了当前学习模型的主要挑战。然后,我们描述了现代分裂学习及其在各个领域的潜在应用。
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引用次数: 3
Method and System for Evaluating Tracking Performance of VR/AR/MR Devices VR/AR/MR设备跟踪性能评估方法与系统
Yeseul Son, J. Yeom, SeHwan Lim, Do-Hoon Kim, Kwang-Soon Choi
While interest and demand for VR/AR/MR technology are increasing, VR/AR/MR device-related technologies and markets are still in their infancy, and there is no objective standard for evaluating the performance of devices. We are conducting research to develop standards to evaluate the performance of these devices, and in this paper, we propose a method and system for evaluating the tracking performance of VR/AR/MR devices. In consideration of the characteristics of wearable devices, a system for evaluation based on human movement is designed, and a measurement procedure and calculation method are proposed to increase the reliability of evaluation.
虽然对VR/AR/MR技术的兴趣和需求在不断增加,但VR/AR/MR设备相关的技术和市场仍处于起步阶段,并且没有客观的标准来评估设备的性能。我们正在研究制定评估这些设备性能的标准,在本文中,我们提出了一种评估VR/AR/MR设备跟踪性能的方法和系统。针对可穿戴设备的特点,设计了基于人体运动的评估系统,提出了测量程序和计算方法,提高了评估的可靠性。
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引用次数: 0
Analysis of Several Sparse Formats for Matrices used in Sparse-Matrix Dense-Matrix Multiplication for Machine Learning on GPUs 基于gpu的机器学习稀疏矩阵密集矩阵乘法中几种稀疏矩阵格式的分析
Donghyeon Kim, Jinsung Kim
Sparse-matrix dense-matrix multiplication (SpMM) receives one sparse matrix and one dense matrix as two inputs, and outputs one dense matrix as a result. It plays a vital role in various fields such as deep neural networks graph neural networks and analysis. CUDA, NVIDIA's parallel computing platform, provides cuSPARSE library to support Basic Linear Algebra Subroutines (BLAS) with sparse matrices such as SpMM. In sparse matrices, zero values can be discarded from storage or computations to accelerate execution. In order to represent only non-zero values in sparse matrices, the cuSPARSE library supports several sparse formats for matrices such as COO (COOrdinate), CSR (Compressed Sparse Row), and CSC (Compressed Sparse Column). In addition, since the 3rd Gen. Tensor Cores with Ampere was introduced, CUDA provides cuSPARSELt library for SpMM whose sparse matrix satisfies a 2:4 sparsity pattern, which is approximately 50% sparsity that can occur in machine learning, etc. In this paper, we compare the cuSPARSE library and the cuSPARSELt library for SpMM, in the case of sparse matrices with a 2:4 sparsity pattern(50% sparsity). Furthermore, we compare the performances of three formats to perform SpMM in the cuSPARSE library, in terms of different sparsity such as 75% sparsity, 87.5% sparsity and 99% sparsity.
稀疏矩阵密集矩阵乘法(SpMM)接收一个稀疏矩阵和一个密集矩阵作为两个输入,结果输出一个密集矩阵。它在深度神经网络、图形神经网络和分析等各个领域发挥着至关重要的作用。NVIDIA的并行计算平台CUDA提供cuSPARSE库来支持具有稀疏矩阵(如SpMM)的基本线性代数子程序(BLAS)。在稀疏矩阵中,可以从存储或计算中丢弃零值以加速执行。为了在稀疏矩阵中只表示非零值,cuSPARSE库支持几种稀疏格式的矩阵,如COO(坐标)、CSR(压缩稀疏行)和CSC(压缩稀疏列)。此外,自从引入了带有Ampere的第三代张量内核以来,CUDA为SpMM提供了cuSPARSELt库,其稀疏矩阵满足2:4的稀疏模式,这大约是机器学习等中可能出现的50%的稀疏性。在本文中,我们比较了用于SpMM的cuSPARSE库和cuSPARSELt库,在稀疏矩阵具有2:4稀疏度模式(50%稀疏度)的情况下。此外,我们比较了三种格式在cuSPARSE库中执行SpMM的性能,根据不同的稀疏度,如75%稀疏度,87.5%稀疏度和99%稀疏度。
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引用次数: 2
Industrial Intelligence of Things (IIoT 2.0) based Automated Smart Factory Management System using Blockchain 基于工业物联网(IIoT 2.0)的自动化智能工厂管理系统使用区块链
M. Masuduzzaman, R. Nugraha, S. Shin
The Industrial Internet of Things (IIoT) focuses on connecting devices to gather real-time data and manually analyze it to make decisions. The IIoT devices could be equipped with some intelligence that empowers them to automatically create an informed choice and act with the ability for self-correction. This paper presents an innovative and secure approach to using industrial intelligence of things (IIoT 2.0) devices for designing an automated smart factory management system. Firstly, a blockchain-based secure order placement technique is proposed in a smart factory management system to store the production record permanently and avoid third-party interaction. This paper also introduces cooperative autonomous product tracking and maintenance systems using automated guided vehicles (AGVs) and unmanned aerial vehicles (UAVs) to minimize human interaction inside a smart factory. Moreover, a deep learning model-based automated anomaly detection and prevention approach is demonstrated to take proactive action by the UAV and AGV inside a smart factory. Finally, to address the security issue among IIoT 2.0 devices, a secure data transfer approach based on public-key infrastructure (PKI) is utilized. Result analysis of the proposed system shows that the blockchain network can form the blocks very rapidly using the private blockchain network. Furthermore, PKI implementation confirms that the proposed smart factory management system's IIoT 2.0 devices can swiftly transfer secure data and instructions from one device to another.
工业物联网(IIoT)专注于连接设备以收集实时数据并手动分析以做出决策。工业物联网设备可以配备一些智能,使它们能够自动做出明智的选择,并具有自我纠正的能力。本文提出了一种利用工业物联网(IIoT 2.0)设备设计自动化智能工厂管理系统的创新和安全方法。首先,在智能工厂管理系统中提出了一种基于区块链的安全下单技术,永久存储生产记录,避免第三方交互。本文还介绍了使用自动导引车(agv)和无人机(uav)的协作式自主产品跟踪和维护系统,以最大限度地减少智能工厂内部的人类互动。此外,还演示了一种基于深度学习模型的自动异常检测和预防方法,该方法可以通过无人机和AGV在智能工厂内采取主动行动。最后,为了解决IIoT 2.0设备之间的安全问题,采用了基于公钥基础设施(PKI)的安全数据传输方法。系统的结果分析表明,使用私有区块链网络,区块链网络可以非常快速地形成区块。此外,PKI的实施证实了拟议的智能工厂管理系统的IIoT 2.0设备可以快速地将安全数据和指令从一个设备传输到另一个设备。
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引用次数: 0
Research on Automatic Balance Patch Technology Through AI Analysis 基于AI分析的自动平衡贴片技术研究
Y. Im, Jaewoo Kim, Jaeho Ko, Joonhee Kim, Woongsoo Na
Recently, the scale of the video game industry has become large, and several developers are rapidly producing and releasing games in accordance with the changes in the market. However, due to the lack of manpower, time, and budget of small developers, there is a problem that the game testing can not be done in depth. To resolve this problem, in this paper, we propose a model that balances the game using ML-Agent, which is a unity machine learning asset. We created AI models that took a lot of trial and error for accurate testing, and in addition, we improved the accuracy of the balance by reliably recording the win rate according to the number of characters.
最近,电子游戏产业的规模已经变得很大,一些开发商正在根据市场的变化迅速制作和发布游戏。然而,由于小开发者缺乏人力、时间和预算,存在着游戏测试无法深入进行的问题。为了解决这个问题,在本文中,我们提出了一个使用ML-Agent来平衡游戏的模型,ML-Agent是一个统一的机器学习资产。我们创造了AI模型,并进行了大量的尝试和错误以进行准确的测试,此外,我们还通过根据角色数量可靠地记录胜率来提高平衡的准确性。
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引用次数: 0
A Study on ECG Monitoring Embedded Systems 心电监测嵌入式系统的研究
Jaehyuk Kim, Eunchan Kim, Yeunwoong Kyung, Haneul Ko
The technical development of the wearable devices has introduced the easy and compact ECG monitoring em-bedded systems. For the commercial ECG monitoring systems, classification is one of the key performance metrics. This is because the classification identifies the abnormal ECG signal and consequently leads to the appropriate treatment. Since the computing capability is needed for the classification, the server-based or gateway-based classification is usually considered. This means that the embedded system have played only an collecting role in the conventional ECG monitoring system. However, to provide a real-time classification, the need of ECG classification in the embedded system has been introduced. Therefore, this paper reviews the existing ECG monitoring systems and provides a candidate solution for ECG classification in the embedded systems.
随着可穿戴设备技术的发展,出现了简单、紧凑的嵌入式心电监测系统。对于商用心电监测系统来说,分类是关键的性能指标之一。这是因为分类识别异常的心电信号,从而导致适当的治疗。由于分类需要计算能力,因此通常考虑基于服务器或基于网关的分类。这意味着嵌入式系统在传统的心电监测系统中只起到了采集的作用。然而,为了提供实时的分类,介绍了嵌入式系统对心电分类的需求。因此,本文对现有的心电监测系统进行了综述,提出了一种嵌入式系统心电分类的候选方案。
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引用次数: 0
Increasing Awareness of Cellular Signals on Smartphones using Augmented Reality 使用增强现实技术提高智能手机上的蜂窝信号意识
Nattamon Srithammee, Benchaporn Jantarakongkul, Kanuengnij Kubola, Prajaks Jitngernmadan
Augmented Reality (AR) can be used to enhance consumed information visually and textually. When it comes to a cellular signal strength, a user might be skeptic how strong it is, actually. Some may concern about good signal receiving in terms of coverage area, whereas some may concern about health affection. In this work, we aimed to increase awareness of cellular signals on smartphones using Augmented Reality (AR) technology. The invisible cellular signal is visualized on smartphones virtually with 3D objects and text information. The System Usability Scale (SUS) score shows that the usability of our application is above average with score of 69.75.
增强现实(AR)可用于从视觉上和文本上增强所消费的信息。当谈到手机信号强度时,用户可能会怀疑它到底有多强。有些人可能会关注信号接收的覆盖范围,而有些人可能会关注健康影响。在这项工作中,我们的目标是使用增强现实(AR)技术提高智能手机上的蜂窝信号意识。这种看不见的手机信号会在智能手机上以3D物体和文字信息的形式呈现出来。系统可用性量表(SUS)得分显示,我们的应用程序的可用性高于平均水平,得分为69.75。
{"title":"Increasing Awareness of Cellular Signals on Smartphones using Augmented Reality","authors":"Nattamon Srithammee, Benchaporn Jantarakongkul, Kanuengnij Kubola, Prajaks Jitngernmadan","doi":"10.1109/ICTC55196.2022.9952858","DOIUrl":"https://doi.org/10.1109/ICTC55196.2022.9952858","url":null,"abstract":"Augmented Reality (AR) can be used to enhance consumed information visually and textually. When it comes to a cellular signal strength, a user might be skeptic how strong it is, actually. Some may concern about good signal receiving in terms of coverage area, whereas some may concern about health affection. In this work, we aimed to increase awareness of cellular signals on smartphones using Augmented Reality (AR) technology. The invisible cellular signal is visualized on smartphones virtually with 3D objects and text information. The System Usability Scale (SUS) score shows that the usability of our application is above average with score of 69.75.","PeriodicalId":441404,"journal":{"name":"2022 13th International Conference on Information and Communication Technology Convergence (ICTC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116144980","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 13th International Conference on Information and Communication Technology Convergence (ICTC)
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