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2021 17th International Conference on Quality in Research (QIR): International Symposium on Electrical and Computer Engineering最新文献

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Feasibility Study of LTE Network Implementation on Working Frequency 700 MHz, 2100 MHz, and 2300 MHz in Indonesia 印度尼西亚700 MHz、2100 MHz和2300 MHz工作频率LTE网络实施可行性研究
Feralia Fitri, R. Munadi, N. Adriansyah
The increasing density of data traffic leads to an increase in the demand for telecommunication services. Therefore, in this study, the LTE network expansion was carried out using a choice of frequencies of 700 MHz, 2100 MHz, and 2300 MHz. The analysis was carried out from the technical, economic, and sensitivity aspects. Sensitivity analysis was used to determine the minimum ARPU for each candidate frequency. This research was conducted using a case study of the city of Yogyakarta. Based on the simulation results, the average RSRP values for the three candidate frequencies are in the very good range. The SINR values for the three candidate frequencies are in the normal category and the throughput values are in the very good category. The techno-economic calculations of IRR, NPV and payback period for the frequencies of 2100 MHz and 2300 are included in a feasible business, while at a frequency of 700 MHz it is not feasible to do so. The results of the sensitivity analysis show that the frequency of 2300 MHz is a feasible frequency to be implemented for LTE networks with the minimum ARPU and the minimum number of users. This research can be used for the operator as a consideration for the implementation of other frequencies on LTE networks.
数据流量密度的增加导致对电信服务的需求增加。因此,在本研究中,LTE网络扩展使用700 MHz、2100 MHz和2300 MHz的频率选择进行。从技术、经济和敏感性三个方面进行了分析。敏感性分析用于确定每个候选频率的最小ARPU。本研究以日惹市为例进行。仿真结果表明,三个候选频率的平均RSRP值都在很好的范围内。三个候选频率的SINR值属于正常类别,吞吐量值属于非常好的类别。2100 MHz和2300频率的内部收益率、净现值和回收期的技术经济计算包括在可行的业务中,而在700 MHz频率上则不可行。灵敏度分析结果表明,2300 MHz频率是实现最小ARPU和最小用户数的LTE网络的可行频率。本研究可作为运营商在LTE网络上实施其他频率的参考。
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引用次数: 1
Design Study of The Effect of Cover Addition on Eddy Current Brake Type Half Circle Slotted: A Computational Approach 加盖对涡流制动型半圆开槽影响的设计研究:一种计算方法
Dhanu Pramandita, U. Ubaidillah, M. Nizam, M. Putra
The innovation of braking using the Eddy Current Brake (ECB) system needs to be developed to support the braking system in this era. This study discussed the ECB braking system by utilizing electromagnet. This study aimed to analyze the relationship between the braking torque value produced and the effect of cover added on the performance of the ECB braking system. This study used the Finite Element Method (FEM) in the process of modeling the ECB system with variations in the ECB braking systems without the use of cover, with covers made of pertinax material, and covers made of aluminum at rotary speed variations of 150, 300, 450, 600, and 750 rpm. The results of this study showed that the highest braking torque value produced by a variation without using a cover was 59.81 Nm at a rotary speed of 450 rpm and the lowest braking torque value produced by a variation using a cover made of pertinax material was 32.52 Nm at a rotary speed of 150 rpm. The results of this study showed that the addition of cover materials affected the value of braking torque produced by the ECB system although the value was insignificant.
为了支持这个时代的制动系统,需要开发使用涡流制动(ECB)系统的制动创新。本研究讨论了利用电磁铁的ECB制动系统。本研究旨在分析所产生的制动扭矩值与加盖对ECB制动系统性能的影响之间的关系。本研究采用有限元法(FEM)对ECB制动系统在转速为150、300、450、600和750 rpm时不使用车盖、车盖由比提石材料制成和车盖由铝制成的变化进行建模。本研究结果表明,在转速为450 rpm时,不使用车盖的变型产生的最大制动扭矩值为59.81 Nm,在转速为150 rpm时,使用含比蒂诺材料的车盖的变型产生的最低制动扭矩值为32.52 Nm。研究结果表明,车盖材料的加入对ECB系统产生的制动扭矩值有影响,但影响不显著。
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引用次数: 0
Design of an Affordable IoT-Based Monitoring System for Versatile Application in Machine Tool 基于物联网的多功能机床监控系统设计
Muhamad Aditya Royandi, J. Hung
The Internet-of-Things (IoT) is becoming popular in almost every field of industry. It can send the data through wired or wireless connections and integrate data acquisition, communication, processing, and visualizing on a real-time network. The real-time capability of it can be considered as the main idea for designing an online monitoring system. This article mainly aims to provide the design process of the IoT system using some open-source platforms such as Arduino microcontroller, backup-and-sync-from-google desktop application, Firebase API, C# programming language, WhatsApp API, and MIT App inventor. All of these are integrated to become an affordable IoT-based monitoring system. This system can provide a monitoring system that can show data in two different end-user devices. Some features that this system can provide are visualizing, processing, and analyzing the data. Furthermore, this IoT-based monitoring system will be applied in the machine tool application as a versatile system.
物联网(IoT)在几乎所有工业领域都变得越来越流行。它可以通过有线或无线连接发送数据,并在实时网络上集成数据采集、通信、处理和可视化。它的实时性可以作为设计在线监控系统的主要思想。本文主要旨在提供物联网系统的设计过程,使用一些开源平台,如Arduino微控制器,备份和同步从谷歌桌面应用程序,Firebase API, c#编程语言,WhatsApp API, MIT App inventor。所有这些集成成为一个经济实惠的基于物联网的监控系统。该系统可以提供一个监控系统,可以在两个不同的终端用户设备中显示数据。该系统所能提供的一些功能是数据的可视化、处理和分析。此外,这种基于物联网的监控系统将作为一个多功能系统应用于机床应用中。
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引用次数: 1
Object Detection System for Self-Checkout Cashier System Based on Faster Region-Based Convolution Neural Network and YOLO9000 基于更快区域卷积神经网络和YOLO9000的自助收银系统目标检测系统
M. Ariyanto, Prima Dewi Purnamasari
This paper will discuss an alternative to replace barcodes in the form of object detection based on deep learning which reads the overall feature of an object, so defects and irregularly shaped products do not hinder the reading of the product in processing purchases. Two deep learning-based object detection models, Faster Regional Convolutional Neural Network (Faster R-CNN) and You Only Look Once 9000 (YOLO9000), were tested for their performance in the training phase and real-time implementation. The result of training phase testing shows that the Faster R-CNN model is more accurate and efficient with an mAP of 88.2%, a training time of 1175.6 seconds/epoch, and memory usage of 1.611 GB. The result of the real-time testing of the model shows that Faster RCNN has a high accuracy of 67.1%, but YOLO9000 has a very fast prediction speed of 0.023 seconds/frame. The result of simulation testing shows that YOLO9000 can read products at a speed of 67.40 seconds which is comparable to the speed of a barcode scanner-based cash register that can read products at a speed of 65.77 seconds.
本文将讨论一种以基于深度学习的物体检测形式取代条形码的替代方案,该方法可以读取物体的整体特征,因此在处理采购时,缺陷和不规则形状的产品不会妨碍对产品的读取。两种基于深度学习的目标检测模型,Faster区域卷积神经网络(Faster R-CNN)和You Only Look Once 9000 (YOLO9000),在训练阶段和实时实现中测试了它们的性能。训练阶段测试结果表明,更快的R-CNN模型具有更高的准确率和效率,mAP为88.2%,训练时间为1175.6秒/epoch,内存使用量为1.611 GB。模型的实时测试结果表明,Faster RCNN的预测准确率高达67.1%,而YOLO9000的预测速度非常快,为0.023秒/帧。仿真测试结果表明,YOLO9000读取产品的速度为67.40秒,与基于条形码扫描器的收银机读取产品的速度为65.77秒相当。
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引用次数: 1
Ethereum Price Prediction Comparison Using k-NN and Multiple Polynomial Regression 基于k-NN和多元多项式回归的以太坊价格预测比较
Nova Kristian, Fikri Adzikri, M. Rizkinia
Machine learning (ML) algorithms have been widely used to predict future financial trends. It has become a tool for predicting future trends based on what is known beforehand. Like other financial stock markets, cryptocurrency has become a new sensation and challenge for investors to predict its behaviour. However, unlike other financial instruments, cryptocurrency has been renowned because of the difficulty to predict the price due to its volatility behaviour that changes so rapidly and since there is no fundamental economy for its value. This paper presents a performance comparison of two ML algorithms in predicting Ethereum price with non-time series analysis, which are k- Nearest Neighbors (k-NN) and multiple polynomial regression (MPR). The experiment used independent variables from related real-world economic fundamentals such as Dow Jones Index, gold price, oil price, and Ethereum volume. The experiment data was collected from the records from April 2017 until April 2021. For each algorithm, several methods of preprocessing data were used to match all independent data with the dependent data. Three different preprocessing scenarios were also used to find the maximum accuracy model. scenario 1 (feature selection based on correlation matrix), scenario 2 (feature selection based on correlation with the dependent variables and among independent variables), and scenario 3 (scenario 1 extracted with PCA). The performance of the compared methods was evaluated by using MSE and MAE. From the experiment, a comparison of results using two different models with k-NN and multiple polynomial regression is obtained. It is found that k-NN with a hyperparameter K = 2 have the best prediction with MSE = 449.032 and MAE = 14.282 compared with multiple polynomial regression with the best MSE = 13953.96 and MAE = 84.923.
机器学习(ML)算法已被广泛用于预测未来的金融趋势。它已经成为一种基于事先已知的预测未来趋势的工具。与其他金融股票市场一样,加密货币已经成为投资者预测其行为的新轰动和挑战。然而,与其他金融工具不同,加密货币之所以闻名,是因为其波动行为变化如此之快,难以预测价格,而且其价值没有基本的经济性。本文介绍了两种ML算法在使用非时间序列分析预测以太坊价格方面的性能比较,这两种算法分别是k-近邻(k- nn)和多元多项式回归(MPR)。该实验使用了来自相关现实世界经济基本面的独立变量,如道琼斯指数、黄金价格、油价和以太坊交易量。实验数据收集自2017年4月至2021年4月的记录。对于每种算法,使用几种预处理数据的方法将所有独立数据与相关数据进行匹配。采用三种不同的预处理方案来寻找最大精度模型。场景1(基于关联矩阵的特征选择)、场景2(基于因变量与自变量之间的相关性的特征选择)、场景3(基于PCA提取的场景1)。通过MSE和MAE对比较方法的性能进行了评价。通过实验,比较了k-NN和多元多项式回归两种不同模型的结果。结果表明,超参数K = 2的K - nn的预测效果最好,MSE = 449.032, MAE = 14.282,而多元多项式回归的预测效果最好,MSE = 13953.96, MAE = 84.923。
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引用次数: 0
Performance Analysis of YOLOv4 and SSD Mobilenet V2 for Foreign Object Debris (FOD) Detection at Airport Runway Using Custom Dataset 基于自定义数据集的YOLOv4和SSD Mobilenet V2机场跑道异物碎片(FOD)检测性能分析
Muhammad Reza Fairuzi, F. Zulkifli
Indonesia is a country that has heavy air traffic every day. Therefore, safety is a very important thing to pay attention to, one of them is the runway safety. The runway is an important component in aviation activities because aircraft use it for takeoff and landing. Foreign objects or FOD (Foreign Object Debris) could appear on the runway which can cause damage to the aircraft and may result in an accident. Therefore, we need a security system that can detect foreign objects in real-time. One approach that can be done is to use Computer Vision technology by using a camera. This method utilizes Artificial Intelligence (AI) technology for FOD detection. Various methods or algorithms have been developed for Computer Vision, SSD and YOLO are the most frequently used methods for real-time detection because of their high FPS and accuracy performance. Where in this study it was found that SSD MobileNet V2 can reach up to 12 FPS with mAP 0.5 value of 86.8% and for YOLOv4 can reach up to 31 FPS with mAP 0.5 value of 98.73%.
印度尼西亚是一个每天空中交通繁忙的国家。因此,安全是一件非常需要注意的事情,其中之一就是跑道安全。跑道是航空活动的重要组成部分,因为飞机使用它起飞和降落。跑道上可能出现异物或FOD(外来物体碎片),对飞机造成损害,并可能导致事故。因此,我们需要一种能够实时检测异物的安防系统。一种可以做到的方法是通过使用相机使用计算机视觉技术。该方法利用人工智能(AI)技术进行FOD检测。计算机视觉已经开发了各种方法或算法,SSD和YOLO是最常用的实时检测方法,因为它们具有较高的FPS和精度性能。其中,本研究发现SSD MobileNet V2最高可达12 FPS, mAP 0.5值为86.8%,YOLOv4最高可达31 FPS, mAP 0.5值为98.73%。
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引用次数: 3
Responsivity Calibration of Terahertz Pyroelectric Detector Based on Blackbody Radiator 基于黑体辐射体的太赫兹热释电探测器响应度标定
A. P. Aji, H. Satoh, C. Apriono, E. Rahardjo, H. Inokawa
Optical input power calculation is critical in the performance evaluation of any kind of photodetector, including bolometers. By using a reference detector, the optical power from a light source can be determined based on the calibrated responsivity. We present the responsivity calibration of a reference pyroelectric detector based on the radiation from a blackbody source. The detector is operated in the infrared wavelength region and calibration is performed by using three different types of filter to evaluate the responsivity in the terahertz region. We consider the effect of the transmittance of the filters, atmospheric attenuation of the propagation medium, and optical characteristics of the parabolic mirror to accurately calculated the incident power from the blackbody source.
光输入功率的计算是评价任何一种光电探测器(包括测热计)性能的关键。通过使用参考检测器,可以根据校准的响应度确定光源的光功率。提出了一种基于黑体源辐射的热释电参考探测器的响应度标定方法。探测器在红外波长区域工作,并通过使用三种不同类型的滤波器进行校准,以评估太赫兹区域的响应性。我们考虑了滤光片的透射率、大气对传播介质的衰减以及抛物面镜的光学特性等因素的影响,精确地计算了黑体源的入射功率。
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引用次数: 1
Noise Filtering in the Output of Photodetector to Enhance the Performance of Optical Relaying Networks on FSO communications 光电探测器输出噪声滤波提高光中继网络FSO通信性能
U. Darusalam, P. Priambodo, E. Rahardjo
The optical relaying networks (ORN) on free-space optical (FSO) communications give beneficial prospect in the development to reach the last mile users in the order of tenth kilometer. However, the ORN on FSO that is configured in many nodes of transmission has a major drawback. This major problem is risen by the induce of turbulence effects in every node that degrades the performance of system. In this work, the reception of signal by the receiver system in the ORN on FSO is investigated. We propose a method of noise filtering in the output of photodetector in order to enhance the performance of system. The proposed method is intended to enhance the performance for application of wavelength division multiplexing signal on the ORN on FSO. Four types of filters are investigated which are Gaussian-, Butterworth-, Bessel-and Chebyshev-filter. Two modulation formats of signal also implemented which are non-return to zero and return to zero. From the results of simulation, noise filtering through low-pass filter in the output of photodetector has the capability to improve the performance of bit-error-rate (BER) in the range value of 101 to 10-3 in comparison with non-filtering setup.
自由空间光通信的光中继网络(ORN)为达到10公里量级的最后一公里用户提供了良好的发展前景。然而,在许多传输节点上配置的FSO上的ORN有一个主要缺点。这个主要问题是由于每个节点的湍流效应导致系统性能下降而引起的。本文研究了无线光通信中接收系统对信号的接收问题。为了提高系统的性能,我们提出了在光电探测器输出端进行噪声滤波的方法。该方法旨在提高波分复用信号在FSO上的应用性能。研究了高斯型、巴特沃斯型、贝塞尔型和切比舍夫型四种滤波器。实现了不归零和归零两种信号调制格式。仿真结果表明,在光电探测器输出端通过低通滤波器进行噪声滤波,与不滤波设置相比,在101 ~ 10-3范围内可以提高误码率(BER)的性能。
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引用次数: 0
Human-Interface Approach Towards Multi-Agent System Field Optimization 面向多智能体系统现场优化的人机界面方法
Ihsan Ibrahim, A. A. P. Ratna, Naoki Fukuta
There were still some issues regarding human-interface occurred in multi-agent field or artificial intelligence. In general, due to the rapid advancement of technology into more interactive and intelligent, better human-interface improved the needs of multi-agent systems and artificial intelligence for more use of technologies that can help solve human problems. Vice versa, the human-interface could be improved and eased by using multi-agent or artificial intelligence. In the future aspect, there is also a prospect from the perspective that the human-interface itself could be used to improve the multi-agent or artificial intelligence’s internal process. It needs a learning process as a part of their life cycle to achieve the end goal. It could be a more efficient way to give the agent or the AI some knowledge to choose what is best or meaningful for its next generation of learning. This improvement concept hopes can reduce the duration of the learning process and cut the computation cost of the processing. In this paper, we would explain about the related issues of human-interface aspect in the multi-agent or artificial intelligence field that we got into a study as the specific works of this research into the discussion.
在多智能体领域或人工智能领域,人机界面仍然存在一些问题。总的来说,由于技术向交互性和智能化的快速发展,更好的人机界面提高了多智能体系统和人工智能对更多使用有助于解决人类问题的技术的需求。反之,使用多智能体或人工智能可以改善和简化人机界面。在未来方面,从人机界面本身的角度来改进多智能体或人工智能的内部流程也是有前景的。它需要一个学习过程,作为他们生命周期的一部分,以实现最终目标。这可能是一种更有效的方式,可以让代理或人工智能获得一些知识,以选择对下一代学习最好或有意义的东西。这种改进概念希望能够减少学习过程的持续时间,降低处理的计算成本。在本文中,我们将解释我们所研究的多智能体或人工智能领域中人机界面方面的相关问题,作为本研究的具体工作进行讨论。
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引用次数: 0
Conference Schedule 会议日程安排
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引用次数: 0
期刊
2021 17th International Conference on Quality in Research (QIR): International Symposium on Electrical and Computer Engineering
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