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2021 IEEE Asia Pacific Conference on Wireless and Mobile (APWiMob)最新文献

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Classification of Human Gender from Sweat Odor using Electronic Nose with Machine Learning Methods 基于机器学习方法的电子鼻汗液气味性别分类
Pub Date : 2021-04-08 DOI: 10.1109/APWiMob51111.2021.9435205
Irzal Ahmad Sabilla, Zakiya Azizah Cahyaningtyas, R. Sarno, Asra Al Fauzi, D. Wijaya, Rudy Gunawan
Both human biological genders have the same hormone but at different levels. The difference in hormone levels makes the two genders distinguishable from several aspects. One of the things that are influenced by hormones is sweat. The odor of sweat is related to the apocrine glands found in human armpits. This experiment studied the classification of both genders based on daytime sweat in adult human armpits. The sampling method used an electronic nose (E-nose) system to collect the armpit sweat odor. The E-nose system sensor array consisted of seven sensors: TGS 822, TGS 2612, TGS 2620, TGS 826, TGS 2603, TGS 2600, and TGS 813. These sensors generate resistance ratio (Rs/Ro) values which are learned by the machine learning methods for classification and disease potential based on the volatile organic compound (VOC) in sweat. The study shows the male samples have higher amine gas than female samples, one of which is Trimethylamine (TMA). TMA is a compound that will be broken down into trimethylamine-N-oxide (TMAO), a factor to various cardiovascular diseases. The result achieved 94.12% accuracy in classifying human biological gender using principal component analysis (PCA) as the pre-processing method and support vector machine (SVM) as the machine learning method.
人类两种生理性别都有相同的激素,但水平不同。激素水平的差异使两性在几个方面得以区分。受荷尔蒙影响的事情之一就是出汗。汗臭与人类腋下的大汗腺有关。该实验研究了基于成人腋窝白天汗液的两性分类。采样方法采用电子鼻(E-nose)系统采集腋下汗液气味。电子鼻系统传感器阵列由7个传感器组成:TGS 822、TGS 2612、TGS 2620、TGS 826、TGS 2603、TGS 2600和TGS 813。这些传感器产生电阻比(Rs/Ro)值,通过机器学习方法学习分类和基于汗液中挥发性有机化合物(VOC)的疾病潜力。研究表明,男性样本的胺类气体含量高于女性样本,其中一种是三甲胺(TMA)。TMA是一种会分解成三甲胺- n -氧化物(TMAO)的化合物,是导致各种心血管疾病的一个因素。采用主成分分析(PCA)作为预处理方法,支持向量机(SVM)作为机器学习方法,对人类生物性别进行分类,准确率达到94.12%。
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引用次数: 3
Achievable Rate Analysis for Two-Way Relay Non-Orthogonal Multiple Access Systems 双向中继非正交多址系统的可达速率分析
Pub Date : 2021-04-08 DOI: 10.1109/APWiMob51111.2021.9435207
O. Ozdemir
This paper investigates the performance of a non-orthogonal multiple access (NOMA) based two-way relaying system where the users want to exchange independent messages with the help of a decode-and-forward relay. We consider transmission over three phases where the first and second phases are allocated to the transmissions of the users and after detection the relay applies superposition coding and transmits the network encoded symbol to the users in the third phase. Exact analytical expressions are derived to characterize the achievable average rate of the system over independent Rayleigh fading channels. Computer simulations are also presented to confirm the theoretical analysis. Analytical and simulation results show that the proposed three-phase two-way relaying scheme with NOMA outperforms the two-phase and four-phase NOMA-based two-way relaying scenarios in terms of achievable average rate.
本文研究了一种基于非正交多址(NOMA)的双向中继系统的性能,其中用户希望借助译码转发中继交换独立的消息。我们考虑三个阶段的传输,其中第一阶段和第二阶段分配给用户的传输,检测后中继应用叠加编码并将网络编码符号传输给第三阶段的用户。导出了系统在独立瑞利衰落信道上可实现的平均速率的精确解析表达式。计算机仿真验证了理论分析的正确性。分析和仿真结果表明,基于NOMA的三相双向继电方案在可实现平均速率方面优于基于两相和四相NOMA的双向继电方案。
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引用次数: 2
Process Discovery of Collaboration Business Process Containing Invisible Task in Non-Free Choice by using Modified Alpha ++ 非自由选择下包含不可见任务的协作业务流程的过程发现
Pub Date : 2021-04-08 DOI: 10.1109/APWiMob51111.2021.9435254
Moh. Zulfiqar Naufal Maulana, R. Sarno, K. R. Sungkono
Process mining is a set of techniques that combine the scientific point of view of the data with the point of view of running processes correctly. The process mining can be performed with several algorithms, such as Alpha miner, Inductive Miner, and Fodina. Those existing algorithms only form a process model. Nevertheless, a system can be built not only a process model but also collaboration process models. Collaboration process models are several interconnected process models that are carried out by sending messages between those activities. Besides shortcoming of depicting collaboration process models, another issue is called an Invisible Task in a Non-Free Choice relationship. This issue occurs when particular conditions, i.e. skip, redo and switch, are happened in activities which are interdependent with other activities. Alpha $ is a pioneering algorithm that describes the Invisible Task in Non-Free Choice (IT-in-NFC); however, this algorithm cannot handle collaboration process models. This study proposes Modified Alpha ++ that contains rules of storing messages of activities and modifies Alpha ++ algorithm with additional Invisible Task rules to present Alpha $. The evaluation results show a process model obtained by Modified Alpha ++ is better than other algorithms, i.e. Alpha ++, Fodina and Inductive Miner. That statement is proven with the Fitness, Precision, and F -Measure values of the process model by Modified Alpha ++ are 1. On the other hand, process models of Alpha ++, Fodina and Alpha ++ obtain less than one F -Measure value.
流程挖掘是一组将数据的科学观点与正确运行流程的观点相结合的技术。过程挖掘可以使用多种算法来执行,例如Alpha miner、inductiveminer和Fodina。那些现有的算法只形成一个过程模型。然而,系统不仅可以构建过程模型,还可以构建协作过程模型。协作过程模型是通过在这些活动之间发送消息来实现的几个相互连接的过程模型。除了描述协作过程模型的缺点外,另一个问题被称为非自由选择关系中的隐形任务。当特定的条件,如跳过、重做和切换,发生在与其他活动相互依赖的活动中时,就会出现这个问题。Alpha $是描述非自由选择中的隐形任务(IT-in-NFC)的先驱算法;然而,该算法不能处理协作过程模型。本研究提出了包含活动消息存储规则的修改阿尔法++,并对阿尔法++算法进行了修改,增加了隐形任务规则来呈现阿尔法$。评价结果表明,改进的Alpha ++算法得到的过程模型优于其他算法,即Alpha ++、Fodina和inductiveminer。这一说法被证明与适应度,精度,和F -测量值的过程模型的修改阿尔法++是1。另一方面,Alpha ++、Fodina和Alpha ++的过程模型得到的F -Measure值小于一个。
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引用次数: 0
Modification of Alpha++ for Discovering Collaboration Business Processes Containing Non-Free Choice 用于发现包含非自由选择的协作业务流程的改进
Pub Date : 2021-04-08 DOI: 10.1109/APWiMob51111.2021.9435271
Gusna Ikhsan, R. Sarno, K. R. Sungkono
A business process is a series of activities or work that is structured and interrelated to solve a problem. Business Process Model Notation (BPMN) is a standard that often use to create a series of business processes. There are not only one or two processes in a business process, but many processes which cross each other. Processes which have activities related to one another are called collaborative business processes. Process mining techniques analyze a process model that is generated based on actual processes with a process model as the Standard Operational Procedure (SOP). Existing process mining techniques depict activities of each process without consider the linkages between activities in a process with another process. In addition, there is an issue that should be handled by process mining techniques, i.e. non-fee choice. This paper proposes a Modification of Alpha++ for discovering linkages of activities in collaboration business processes. Alpha++ is chosen because this algorithm can form non-free choice relationship. In the evaluation, the proposed Modification of Alpha++ will be compared with Alpha++, Inductive Miner, and Heuristic Miner. The evaluation shows the proposed Modification Alpha++ algorithm can model event log data correctly based on the proposed business process. Modification Alpha++ can find non-free choice constructs on the event log data. Modification Alpha++ gets the best calculation results for fitness, precision, and f-measure with a value of 1.
业务流程是为解决问题而结构化和相互关联的一系列活动或工作。业务流程模型符号(BPMN)是一种经常用于创建一系列业务流程的标准。业务流程中不仅有一个或两个流程,还有许多相互交叉的流程。具有相互关联的活动的流程称为协作业务流程。流程挖掘技术分析基于实际流程生成的流程模型,将流程模型作为标准操作过程(SOP)。现有的流程挖掘技术描述每个流程的活动,而没有考虑流程中活动与另一个流程之间的联系。此外,还有一个问题应该由过程挖掘技术来处理,即无费用选择。本文提出了对Alpha++的改进,用于发现协作业务流程中活动的联系。之所以选择Alpha++,是因为该算法可以形成非自由选择关系。在评估中,提出的修改阿尔法++将与阿尔法++、归纳Miner和启发式Miner进行比较。评估结果表明,所提出的修改阿尔法++算法能够基于所提出的业务流程正确地建模事件日志数据。修改Alpha++可以在事件日志数据上找到非自由选择结构。Alpha++在适应度、精度和f-measure值为1时得到了最好的计算结果。
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引用次数: 0
SNR-CQI Mapping for 5G Downlink Network 5G下行网络信噪比- cqi映射
Pub Date : 2021-04-08 DOI: 10.1109/APWiMob51111.2021.9435258
Abitha K. Thyagarajan, Priyeash Balasubramanian, Vydeki D, K. M
In a communication model, the Signal to Noise Ratio (SNR), Channel Quality Indicator (CQI) and modulation schemes are important factors that influence the quality of the communication, and so it is vital to establish the relationship between these factors. In this work, an SNR-CQI mapping relationship was derived, which was observed to yield a greater data rate over existing relationships described in the literature. A simple downlink transmission for a single User Equipment (UE) in a 5G network was simulated and validated using a new mapping proposed as well as existing mappings. The 256QAM modulation scheme was found to give the maximum throughput. Finally, a single simulation was developed, in which the downlink traffic for four UEs within a single cell was simulated. The UEs were scheduled using the Proportional Fair scheduling algorithm. Various application requirements such as gaming, video, and audio traffic were simulated. The result shows that the proposed mapping improves the throughput of the 5G downlink system by 30.75% more than the existing mapping schemes.
在通信模型中,信噪比(SNR)、信道质量指标(CQI)和调制方式是影响通信质量的重要因素,因此建立这些因素之间的关系至关重要。在这项工作中,推导了SNR-CQI映射关系,观察到它比文献中描述的现有关系产生更高的数据速率。利用提出的新映射和现有映射对5G网络中单个用户设备(UE)的简单下行传输进行了模拟和验证。256QAM调制方案可以提供最大的吞吐量。最后,开发了单个模拟,其中模拟了单个小区内四个终端的下行链路流量。使用比例公平调度算法对ue进行调度。模拟了各种应用需求,如游戏、视频和音频流量。结果表明,所提出的映射方案比现有的映射方案提高了5G下行系统的吞吐量30.75%。
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引用次数: 10
Radio Frequency Band 700 MHz Utilization Plan for 5G Technology Implementation in Bali Province 巴厘省5G技术实施射频700mhz利用计划
Pub Date : 2021-04-08 DOI: 10.1109/APWiMob51111.2021.9435224
Gede Utama Laksana, Linawati, D. Wiharta
Nowadays, Indonesia is preparing infrastructures and policies for upcoming 5G deployment. Spectrum availability is one of the prerequisites for deploying wireless-based services. One of the ways to increase network capacity is by adding radio frequency spectrum allocation. The most interesting problem with the use of low frequency bands in Indonesia is in the 700 MHz band. Currently, it is allocated to analog TV. After Analog Switch-Off (ASO) is completed, there will be digital dividends in the 700 MHz band, with a magnitude of 112 MHz which can be allocated as the IMT band. Then the Government has set a deadline for the Migration of Analog Television to Digital Television by end of 2022. Therefore this study aims to investigate the availability of the Radio Frequency Spectrum for the implementation of 5G technology, and its telecommunication network model according to Bali topology. We focus on the utilization of 700 MHz radio frequency band for 5G technology in Bali. The observation of the radio frequency band occupancy monitoring report of the Class I Denpasar Radio Frequency Spectrum Monitoring Center (Balmon Kelas I Denpasar) is carried out which in accordance with established standard operating procedures by referring to the Spectrum Monitoring Handbook, ITU-R. Modeling and simulation methods using the Spectrum Engineering Advanced Monte Carlo Analysis Tool (Seamcat) are applied.
目前,印尼正在为即将到来的5G部署准备基础设施和政策。频谱可用性是部署基于无线的服务的先决条件之一。增加网络容量的方法之一是增加无线电频谱分配。在印度尼西亚使用低频段最有趣的问题是在700兆赫频段。目前,它被分配给模拟电视。模拟关断(Analog switch off, ASO)完成后,700 MHz频段将产生数字红利,其幅度为112 MHz,可分配为IMT频段。然后,政府为模拟电视向数字电视的迁移设定了最后期限,即2022年底。因此,本研究旨在研究5G技术实施的无线电频谱的可用性,以及基于Bali拓扑的电信网络模型。我们专注于在巴厘岛利用700 MHz无线电频段用于5G技术。参照ITU-R《频谱监测手册》,按照既定标准操作程序,对第一类登巴萨无线电频谱监测中心(Balmon Kelas I Denpasar)的无线电频段占用监测报告进行观察。利用频谱工程高级蒙特卡罗分析工具(seamat)进行建模和仿真。
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引用次数: 6
An Incremental Training on Deep Learning Face Recognition for M-Learning Online Exam Proctoring 面向移动学习在线监考的深度学习人脸识别增量训练
Pub Date : 2021-04-08 DOI: 10.1109/APWiMob51111.2021.9435232
Asep Hadian Sudrajat Ganidisastra, Y. Bandung
The ability to provide an academic resource for a remote student has increased the use of m-learning in distance education. Online exams as a tool to measure the student's outcome need a proctoring method to detect cheats. Several methods had been proposed to fulfill these needs, from a no-proctoring exam to automatic online supervision. A visual verification during an online exam is required to verify a student took the exam, therefore a CNN-FR is used to do it. The problem that exists in face recognition is the system invariant against pose and lighting variations. In some proposed methods, an additional process such as image equalization and SURF features is executed to overcome the problems. In this paper, we proposed an incremental training process on face recognition training, so there will be no need to add another process so it will reduce the computation cost and time. To acquired high accuracy we've analyzed four different face detectors, which are Haar-cascade, LBP, MTCNN, and Yolo-face, as in face recognition a Facenet model was tested. The evaluation of the proposed method shows that a deep learning face detector has overcome the others, on the other hand, an incremental training of facenet model results in a smaller dataset size by 1% with a faster training time of 7% on Yolo-face face detector and 64% on MTCNN compared to batch training. The proposed method results in an equally high accuracy rate as in batch training (98%).
为远程学生提供学术资源的能力增加了移动学习在远程教育中的应用。在线考试作为一种衡量学生成绩的工具,需要一种监考方法来检测作弊行为。为了满足这些需求,人们提出了几种方法,从无监考考试到自动在线监督。在线考试期间需要进行视觉验证来验证学生是否参加了考试,因此使用CNN-FR来进行验证。人脸识别中存在的问题是系统对姿态和光照变化的不变性。在一些提出的方法中,执行了图像均衡和SURF特征等附加处理来克服这些问题。在本文中,我们提出了一种增量式的人脸识别训练过程,这样就不需要增加另一个过程,从而减少了计算成本和时间。为了获得更高的准确性,我们分析了四种不同的人脸检测器,它们是haar级联,LBP, MTCNN和Yolo-face,因为在人脸识别中测试了Facenet模型。对所提出方法的评估表明,深度学习人脸检测器已经克服了其他方法,另一方面,与批量训练相比,对人脸模型进行增量训练可以使数据集大小减小1%,在Yolo-face人脸检测器上的训练时间缩短7%,在MTCNN上的训练时间缩短64%。所提出的方法具有与批处理训练同样高的准确率(98%)。
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引用次数: 19
Solar Powered Autonomous Hex-Copter for Surveillance, Security and Monitoring 用于监视、安全和监控的太阳能自主六轴直升机
Pub Date : 2021-04-08 DOI: 10.1109/APWiMob51111.2021.9435223
Fahad Hassan, M. Usman, Shahzaib Hamid, M. A. Usman, C. Politis, Gandeva Bayu Satrya
Due to innovation in machine automation and artificial intelligence (AI), surveillance and security paradigms are changing. The unmanned aerial vehicles are designed for surveillance of high importance area, that are either difficult to access or are located in dangerous zones. This paper focuses on design and construction of hex-copter with surveillance capabilities. The designed hex-copter has the ability to fly autonomously and cover the predefined path as well as send the video signals which are to be viewed on the ground base station, i.e., PC and smart phones etc., also the UAV is fully capable of self-controlled flight and solar based self-powering mechanism. For self-control mechanism, our design includes an ArduPilot Mega (APM) Version 2.8 flight controller having an in-built microcontroller with capability of interfacing with GPS and Inertial measurement sensor unit. The auto-flight path is generated with the help of mission planner software. For the surveillance purpose, a camera is attached with the hex-copter that transmits video data wirelessly to the ground station. This system provides an extremely maneuverable and versatile platform for applications like surveillance and aerial photography. It can be used for government agencies, military applications, and disaster relief etc.
由于机器自动化和人工智能(AI)的创新,监视和安全范例正在发生变化。无人机是针对难以进入或位于危险区域的高度重要区域进行监视而设计的。本文主要研究具有监视能力的六旋翼直升机的设计与制造。所设计的六旋翼直升机具有自主飞行和覆盖预定路径的能力,并发送视频信号,供地面基站,即PC和智能手机等观看,并且无人机完全能够自我控制飞行和基于太阳能的自供电机构。对于自我控制机制,我们的设计包括一个ArduPilot Mega (APM) 2.8版本的飞行控制器,其内置微控制器具有与GPS和惯性测量传感器单元接口的能力。在任务规划软件的帮助下,自动生成飞行路径。为了监视目的,六轴直升机上安装了一个摄像头,该摄像头将视频数据无线传输到地面站。该系统为监视和航空摄影等应用提供了一个非常灵活和通用的平台。它可用于政府机构,军事应用,救灾等。
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引用次数: 2
Type-2 Fuzzy Logic Based Energy-Efficient Cluster Head Election for Multi-Hop Wireless Sensor Networks 基于2型模糊逻辑的多跳无线传感器网络簇头节能选择
Pub Date : 2021-04-08 DOI: 10.1109/APWiMob51111.2021.9435236
M. Adnan, Tazeem Ahmad, Tao Yang
The network scalability and energy performance have great importance in wireless sensor networks (WSNs). WSN consists of a vast number of nodes with small memory and battery capacity, which makes an energy-efficient design of WSNs very essential. Since the entire network's life depends on the sensor nodes, effective energy usage, clustering has been proved one of the best approaches to enhance energy efficiency and network lifetime. In this paper, we design a type 2 fuzzy logic based clustering scheme in a multi-hop WSN to reduce energy consumption and improve network scalability. In this clustering scheme, we propose a Cluster head (CH) selection strategy where a sensor node is elected as a CH based on type 2 fuzzy logic inputs. To balance the load of CHs we also select their radius size based on the fuzzy logic inputs. We compare our proposed scheme with the well-known TTDPF and CHCCF schemes. The simulation results show that our proposed schemes outperform the TTDFP and CHCCF schemes in terms of network lifetime and other metrics.
在无线传感器网络中,网络的可扩展性和能量性能具有重要的意义。无线传感器网络由大量节点组成,而存储空间和电池容量都很小,这使得无线传感器网络的节能设计至关重要。由于整个网络的寿命取决于传感器节点,有效的能源利用,聚类已被证明是提高能源效率和网络寿命的最佳方法之一。本文在多跳无线传感器网络中设计了一种基于2型模糊逻辑的聚类方案,以降低能耗,提高网络的可扩展性。在这种聚类方案中,我们提出了一种簇头选择策略,其中基于2型模糊逻辑输入选择传感器节点作为簇头。为了平衡CHs的负载,我们还根据模糊逻辑输入选择了它们的半径大小。我们将我们提出的方案与著名的TTDPF和CHCCF方案进行了比较。仿真结果表明,我们提出的方案在网络寿命和其他指标方面优于TTDFP和CHCCF方案。
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引用次数: 2
Analysis of Square Patch-based Electromagnetics Wave Absorber Frequency Response Using Transmission Line Model 基于传输线模型的方形贴片电磁吸波器频率响应分析
Pub Date : 2021-04-08 DOI: 10.1109/APWiMob51111.2021.9435276
Budi Syihabuddin, M. R. Effendi, A. Munir
An analysis of square patch-based electromagnetics (EM) wave absorber characteristics in term of frequency response is proposed using a model of transmission line. The EM wave absorber modeled in a planar transmission line is arranged using an array of square patches deployed on the top side of dielectric substrate with the groundplane at the bottom side. The array is simulated through a single unit cell of square patch implementing appropriate boundaries surrounding the unit cell to form an EM wave absorber pattern of infinite extent. The performance of simulation is analyzed using transmission line model by deriving the input impedance at the border between the vacuum and the square patch. In order to analyze the correlation between the simulation and the proposed transmission line model, physical parameter of square patch corresponding to admittance component is varied to have similar frequency response. Three different widths of square patch are simulated for the analysis producing the frequency response of 11.95 GHz, 11.05 GHz, 9.95 GHz and 9.00 GHz. The approach of transmission line model shows that the size of square patch can be modeled and analyzed through admittance component affecting the shift of frequency response.
利用传输线模型,从频率响应的角度分析了方阵贴片型电磁吸波器的特性。在平面传输线中建模的电磁波吸收器采用一组方片布置在介质衬底的顶部,接地面在底部。该阵列通过单个方形贴片的单元格来模拟,在单元格周围实现适当的边界,以形成无限范围的电磁波吸收图案。利用传输线模型,推导了真空与方形贴片交界处的输入阻抗,分析了仿真性能。为了分析仿真结果与所提出的传输线模型之间的相关性,改变导纳分量对应的方形贴片的物理参数,使其具有相似的频率响应。对三种不同宽度的方形贴片进行仿真分析,得到11.95 GHz、11.05 GHz、9.95 GHz和9.00 GHz的频率响应。传输线模型的方法表明,通过导纳分量对频率响应位移的影响,可以对方片的大小进行建模和分析。
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引用次数: 3
期刊
2021 IEEE Asia Pacific Conference on Wireless and Mobile (APWiMob)
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