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2021 8th International Conference on Electrical Engineering, Computer Science and Informatics (EECSI)最新文献

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Random Phase Multiple Access Network for Public Internet of Things in Batam Island 巴淡岛公共物联网随机相位多址网络
M. I. Nashiruddin, Shelasih Winalisa, M. Nugraha
Batam Island is a production city that mainly connects the industrial businesses of three ASEAN countries; Indonesia, Malaysia, and Singapore. As of now, there are 17 types of industrial businesses that operate massively in Batam Island, and most of them require the Public Internet of Things (IoT) technology for their services. Therefore, it is crucial to plan a network in Batam Island that can sustain the requirements of the anticipated numerous IoT devices. This study aims to design one Low Power Wide Area Network (LPWAN) technology, namely, Random Phase Multiple Access (RPMA), to implement Public IoT services in Batam Island based on the number of sites needed on capacity and coverage planning. Furthermore, RPMA is chosen due to its ability to provide higher capacity and broader coverage than the other LPWAN technologies. This study obtained that 23 sites are needed for capacity planning, while only 15 sites are required for coverage planning. The results were then simulated using a network simulator, Forsk Atoll, to determine the best signal level received and the Signal-to-Noise Ratio (SNR) based on the most significant number of sites demanded in Batam Island. The obtained best signal level received was −69.21 dBm and SNR value of −87.87 dB. These results meet the minimum requirements for RPMA planning in Batam Island.
巴淡岛是一个主要连接东盟三国工业企业的生产城市;印度尼西亚,马来西亚和新加坡。目前,在巴淡岛大规模运营的工业企业有17种,其中大部分都需要公共物联网(IoT)技术来提供服务。因此,在巴淡岛规划一个能够维持预期的众多物联网设备需求的网络至关重要。本研究旨在设计一种低功率广域网(LPWAN)技术,即随机相位多址(RPMA),根据容量和覆盖规划所需的站点数量,在巴淡岛实施公共物联网服务。此外,选择RPMA是因为它能够提供比其他LPWAN技术更高的容量和更广泛的覆盖范围。本研究得出容量规划需要23个站点,而覆盖规划只需要15个站点。然后使用Forsk Atoll网络模拟器对结果进行模拟,以确定接收到的最佳信号电平和基于巴淡岛所需的最显著站点数量的信噪比(SNR)。获得的最佳接收信号电平为- 69.21 dBm,信噪比为- 87.87 dB。这些结果满足巴淡岛RPMA规划的最低要求。
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引用次数: 4
Fuzzy Logic Controller Application to an Automatic Corn Sheller 模糊控制器在玉米自动脱壳机中的应用
H. Yudha, T. Dewi, P. Risma, Y. Oktarina, Suci Syalifa Dwi Zara, Inda Sartika
Corn is the common agriculture product in Palembang suburban, which can be utilized to boost the income of local residents. Appropriate technology application is beneficial to improve the productivity of the household scale industry. This paper proposed an automatic corn sheller to apply appropriate technology for post-harvesting of the agriculture industry in the Palembang suburban. The corn sheller design is kept simple to ensure its repeatability. Experiments using the design test-best were conducted to show the effectiveness of the proposed method. Data results show that the sheller effectively follows the FLC design. The average total time of the shelling process is 4.7 s which is fast; therefore, it can improve the productivity of household-scale industries. The data results show that the proposed method is effective in shelling average corn found in Palembang.
玉米是巨港郊区常见的农产品,可以用来增加当地居民的收入。适当的技术应用有利于提高家庭规模产业的生产率。本文提出了一种玉米自动脱壳机,为巨港郊区农业采收后应用相应的技术。玉米脱壳机设计简单,保证脱壳的重复性。利用设计最佳测试进行了实验,验证了所提方法的有效性。数据结果表明,该脱壳机有效地遵循FLC设计。脱壳过程平均总时间为4.7 s,脱壳速度快;因此,它可以提高家庭规模工业的生产率。数据结果表明,该方法对巨港地区的普通玉米脱壳是有效的。
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引用次数: 0
Combination of DWT Variants and GLCM as a Feature for Brain Tumor Classification 结合DWT变异和GLCM作为脑肿瘤分类的特征
Yohannes, Wijang Widhiarso, I. Pratama
Brain tumors are a growth of abnormal cells in the intracranial tissue that can disrupt proper brain function. In general, brain tumors are classified into two main categories, benign and malignant. This research aims to classify three types of benign tumors, that are Meningioma (Mg), Glioma (Gl), and Pituitary (Pt) from MRI images. The benign tumors types are classified into four data categories, that are Mg-Gl, Mg-Pt, Gl-Pt, Mg-GI-Pt. The Feature extraction uses Discrete Wavelet Transform (DWT) and Gray Level Co-Occurrence Matrix (GLCM) variant combination as a hybrid feature for recognize and classifying benign tumors types. The classification uses Convolutional Neural Network (CNN) method with ten layers structure. From our experiments, the average accuracy value of DWT combined with four GLCM features, that are Contrast, Homogeneity, Correlation, and Energy is 78.03% in all data categories.
脑肿瘤是颅内组织中异常细胞的生长,可以破坏正常的大脑功能。一般来说,脑肿瘤分为两大类,良性和恶性。本研究旨在通过MRI图像对脑膜瘤(Mg)、胶质瘤(Gl)和垂体(Pt)三种良性肿瘤进行分类。良性肿瘤类型分为Mg-Gl、Mg-Pt、Gl-Pt、Mg-GI-Pt四类数据。特征提取采用离散小波变换(DWT)和灰度共生矩阵(GLCM)变体组合作为混合特征对良性肿瘤类型进行识别和分类。分类采用十层结构的卷积神经网络(CNN)方法。从我们的实验来看,DWT结合4个GLCM特征(对比度、同质性、相关性和能量)在所有数据类别中的平均准确率值为78.03%。
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引用次数: 0
MAPE accuracy of CPO Forecasting by Applying Fuzzy Time Series 应用模糊时间序列预测CPO的MAPE精度
Arif Ridho Lubis, S. Prayudani, Y. Fatmi, M. Lubis, Al-Khowarizmi
Accuracy in each forecasting is needed in order to find out how much error will occur from the forecasting results. The forecasting process is included in the data mining process, which is to convert data into new knowledge. Forecasting is also widely used by commodity business players such as CPO (Crude Palm Oil). CPO is a staple of human life so there is a need for a technique to increase the business. one of the things that can be forecasted from CPO is the price of CPO. By using the times series, it is possible to predict CPO prices. The accuracy measurement that can be used is MAPE (Mean Absolute Percentage Error) for forecasting. In the test, the time series data used is the average monthly yield of CPO prices starting from December 2010 to April 2021 as many as 125 data. In this article, we tested 60% of the training data and 40% of the test data, and the MAPE obtained was 0.03463929%, and the MAPE obtained with 80% of the training data and 20% of the test data was 0.04392103%. The result of MAPE does not seem that much different so that it can be tested in various other accuracy techniques
为了从预测结果中找出会发生多少误差,需要每种预测的准确性。预测过程包含在数据挖掘过程中,将数据转化为新的知识。预测也被大宗商品商业参与者广泛使用,如棕榈油(粗棕榈油)。CPO是人类生活的主要内容,因此需要一种技术来增加业务。从CPO可以预测的一件事是CPO的价格。通过使用时间序列,可以预测CPO价格。可用于预测的精度度量是MAPE(平均绝对百分比误差)。在测试中,使用的时间序列数据是2010年12月至2021年4月期间CPO价格的月平均收益率多达125个数据。在本文中,我们测试了60%的训练数据和40%的测试数据,得到的MAPE为0.03463929%,80%的训练数据和20%的测试数据得到的MAPE为0.04392103%。MAPE的结果似乎没有太大的不同,因此它可以在各种其他精度技术中进行测试
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引用次数: 4
Digital Business Models Evaluation to Improve Customer Experience in A Telecommunication Company 电信公司数字商业模式评估以改善客户体验
Feisal Ramadhan Maulana, P. W. Handayani
The COVID-19 pandemic is a major challenge for the global economy and gave a negative contraction in growth. In contrast to the telecommunications sector, which experienced an increase in demand for communication networks and the internet which results in making competition to provide the best service and maintain customer satisfaction. This research involved an Indonesia Telecommunication Company which is a leading company in the telecommunications industry. The Customer Experience (CX) Satisfaction Measurement report shows the company has not been able to achieve the target in managing customer satisfaction as measured using the Net Promoter Score, especially in wholesale network services. This study evaluates the company's actual business model by carrying out digital transformation in all elements of the business model through an interview process to three sources from the Wholesale and International Services Directorate who are responsible for formulating wholesale business strategies and policies. The evaluation of the business model is carried out using the business model canvas. The benefit of this research is the formulation of a new digital business model for the company, especially the wholesale segment that supports the improvement of CX for wholesale network connectivity services. The proposed business model was validated by the Wholesale and International Services Directorate. CX improvements are carried out by simplifying the company's internal processes, offering new products/services, facilitating service delivery, and increasing the main focus on exploring customer needs. The company can use this proposal as a reference in formulating a wholesale network service transformation strategy.
新冠肺炎疫情是全球经济面临的重大挑战,经济增长出现负增长。与此相反,电信行业经历了对通信网络和互联网需求的增加,这导致了提供最佳服务和保持客户满意度的竞争。本研究涉及印尼电信公司,这是一家领先的公司在电信行业。客户体验(CX)满意度测量报告显示,该公司未能实现使用净推荐值衡量的客户满意度管理目标,特别是在批发网络服务中。本研究通过对批发和国际服务理事会负责制定批发业务战略和政策的三个来源的访谈过程,通过对商业模式的所有要素进行数字化转型,评估了公司的实际商业模式。业务模型的评估是使用业务模型画布进行的。这项研究的好处是为公司制定了一种新的数字商业模式,特别是批发部门,它支持批发网络连接服务的CX改进。提议的商业模式得到了批发和国际服务局的认可。客户体验的改进是通过简化公司内部流程、提供新产品/服务、促进服务交付以及增加对探索客户需求的主要关注来实现的。该建议可作为企业制定批发网络服务转型战略的参考。
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引用次数: 0
Calibration of 93.1GHz FOD Detection Radar on Airport Runway using Trihedral Corner Reflector 基于三面角反射镜的93.1GHz机场跑道FOD探测雷达标定
N. A. Yusri, S. M. Idrus, N. Mohamed, S. Ambran, F. Iqbal, A. Kanno, N. Shibagaki, K. Kashima, T. Kawanishi
A corner reflector is one of the best methods to calibrate a radar system. The calibration method to calculate the radar cross section of corner reflectors for viewing arbitrary aspect angles on the airport runway is proposed. This work was conducted on a real airport environment at Kuala Lumpur International Airport (KLIA). In addition, the measurement was carried out at 93.1 GHz frequency for a Frequency Modulated Continuous Wave (FM-CW) radar detection system. The backscattering characteristics of a radar target, specific development of triangular trihedral corner reflector, standard runway slope measurement, measured theoretical maximum RCS value and experiment site evaluation are presented in this paper.
角反射器是标定雷达系统的最佳方法之一。提出了在机场跑道上任意纵横角观测角反射器雷达截面的标定方法。这项工作是在吉隆坡国际机场的真实机场环境中进行的。此外,在调频连续波(FM-CW)雷达探测系统的93.1 GHz频率下进行了测量。本文介绍了雷达目标的后向散射特性、三角三面角反射器的具体研制、标准跑道斜率测量、实测理论最大RCS值和实验场地评价。
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引用次数: 1
Complaint Data Text Analysis Concerning the Apps Provided by Government Agency using Inference LDA 基于推理LDA的政府机关应用投诉数据文本分析
A. Wibawa, Rizky Eka Listanto
The rapid development of information technology and its applications with the emergence of internet media makes disseminating information more accessible, fast and creating huge data in any time. Government is one of important stakeholders that produce a big data every day. Big data is one combination with data analytics that plays an important role in data processing and new insight retrieving. In this study, text data from customers complaint regarding the services given by the Government organization namely Financial Monitoring and Development Agency was analyzed. Users can report various kinds of complaints related to the problems they experienced. In this study, new insights regarding the applications provided by the Government agency will be discussed. From the 15 thousand complaint data records, six groups of the most dominant complaint regarding the applications use were then categorized: SIMA applications, SIBIJAK applications, GDN applications, SADEWA applications, Lotus Notes, and Infrastructure. Latent Dirichlet Allocation (LDA) topic modeling with part-of-speech tagger techniques was used to disseminate information on the topics. The results showed that the SIMA application gave 52% of all complaints reports based on the method used. With the implementation of the LDA topic modeling, four topics were generated: complaints about using the SIMA application, the service and installation of the Lotus Notes and SADEWA application, and complaints related to the existing network infrastructure of Government Agency. In conclusion, inference LDA Topic modeling successfully provided insights to government organization regarding which aspects within organization that are needed to be improved.
随着网络媒体的出现,信息技术及其应用的飞速发展,使得信息的传播更加便捷、快捷,并随时产生海量数据。政府是每天产生大数据的重要利益相关者之一。大数据是数据分析的结合,在数据处理和新见解检索中发挥着重要作用。在本研究中,文本数据的客户投诉有关政府机构,即金融监督和发展署提供的服务进行了分析。用户可以报告与他们遇到的问题相关的各种投诉。在这项研究中,将讨论有关政府机构提供的应用的新见解。从15000个投诉数据记录中,可以将关于应用程序使用的最主要的投诉分为六组:SIMA应用程序、SIBIJAK应用程序、GDN应用程序、SADEWA应用程序、Lotus Notes和Infrastructure。利用词性标注技术进行潜在狄利克雷分配(Latent Dirichlet Allocation, LDA)主题建模,传播主题信息。结果显示,基于所使用的方法,SIMA应用程序给出了52%的投诉报告。通过实现LDA主题建模,生成了四个主题:关于使用SIMA应用程序、Lotus Notes和SADEWA应用程序的服务和安装的投诉,以及与政府机构现有网络基础设施相关的投诉。综上所述,推理LDA主题建模成功地为政府组织提供了关于组织内哪些方面需要改进的见解。
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引用次数: 0
Overview of WBAN from Literature Survey to Application Implementation 无线宽带网络从文献综述到应用实现概述
Israa Al Barazanchi, Wahidah Hashim, A. Alkahtani, H. Abbas, Haider Rasheed Abdulshaheed
The science of Wireless Body Area Network (WBAN) and its overwhelming potential over medical treatment and body testing has greatly improved over the years, and with the globalization phenomenon hospitals are now able to treat their patients remotely, and medical camps have proved to be much more productive than before. This paper will focus on the existing trends and literature survey, the pre-laying architecture, and the working WBAN system, along with its networking capabilities and practical applications. With the growing need for medical treatment and healthcare, WBAN has become a necessity at treating patients, then and there as required. The usage of the WBAN systems is not only limited to the healthcare field, but also for military and space training. The WBAN ideology and the networking methods can be implemented for various fields that includes distributed networking and organizational needs. This study aims to provide a detailed overview over the varying aspects, structures, and applications that the WBAN can satiate. The ability to autonomously operate and provide sensor data from various parts of the human body and transfer the data to a geographically far or remote location for real-time accessing and support, has made WBAN a lifesaver. Also, the various parts of the WBAN system can be added and removed as per the application requires greatly providing flexibility, and in-turn provide better real-world support than any other smart systems.
无线体域网络(WBAN)的科学及其在医疗和身体测试方面的巨大潜力多年来得到了极大的改善,随着全球化现象的出现,医院现在能够远程治疗患者,医疗营地已被证明比以前更有成效。本文将重点介绍WBAN的发展趋势和文献综述、预铺设体系结构和工作系统,以及其组网能力和实际应用。随着对医疗和保健的需求日益增长,无线宽带网络已成为根据需要就地治疗病人的必要手段。WBAN系统的应用不仅局限于医疗保健领域,还可用于军事和空间训练。WBAN的思想和组网方法可以应用于各种领域,包括分布式组网和组织需求。本研究旨在详细概述无线宽带网络可以满足的不同方面、结构和应用。自主操作和提供来自人体各个部位的传感器数据的能力,并将数据传输到遥远的地理位置以进行实时访问和支持,使WBAN成为救星。此外,WBAN系统的各个部分可以根据应用需要进行添加和删除,极大地提供了灵活性,从而提供了比任何其他智能系统更好的实际支持。
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引用次数: 5
Performance Analysis of Storage Media Cluster Using Ceph Platform 基于Ceph平台的存储介质集群性能分析
M. R. Effendi, Naufal Abyan Faruqi, N. Ismail
Growing data triggers better performance on storage systems. The type of storage and the storage system used also affect storage performance. This study aims to analyze the comparison of the performance of block storage and object storage in running a virtual environment using the Ceph storage system. Performance measurement was carried out with several tests including Input-Output per Second and Throughput. The test was carried out using 2 client nodes with an rbd bench. Based on the measurement results, the Write-type on block storage had a value of 81.02 %, while the result of the Puts-type on object storage had a value of 41.02%. This fact showed that the Write-type of the storage process in block storage was better than the Puts-type in object storage. The result of the Read-type on block storage had a value of 31.59%, while the result of the Gets-type measurement on object storage had a value of 89.71 %. This showed that Puts-type process in object storage was better than Read-type in block storage. The conditions on the Ceph server are still in good condition.
不断增长的数据会提高存储系统的性能。存储类型和存储系统也会影响存储性能。本研究旨在分析块存储和对象存储在使用Ceph存储系统的虚拟环境下的性能比较。通过包括每秒输入输出和吞吐量在内的几个测试进行了性能测量。该测试使用带有rbd工作台的2个客户机节点进行。根据测量结果,块存储上的write类型的值为81.02%,而对象存储上的put类型的值为41.02%。这说明块存储中存储进程的write类型优于对象存储中的put类型。在块存储上的read类型测量的结果为31.59%,而在对象存储上的gets类型测量的结果为89.71%。这说明对象存储中的put -type进程优于块存储中的Read-type进程。Ceph服务器上的条件仍然处于良好状态。
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引用次数: 0
Optimization-based Decision-Making Support for Fuzzy and Probabilistic Order Allocation Planning 基于优化的模糊概率订单分配规划决策支持
Sutrisno, Widowati, R. H. Tjahjana
This paper proposed optimization-based decision-making support for solving the planning problems of raw material/product order allocation. A few parameters (prices, demand values, defective product rate, and late delivery) are uncertain and are treated as probabilistic or fuzzy depending on the data availability. Meanwhile, the parameters with historical/trial data are treated as probabilistic with some distribution functions. However, the parameters without any data are treated as fuzzy, and their corresponding membership functions are built by managers based on intuition and experience. Therefore, this study aims to determine optimal values for the decision variables, namely the number of raw materials planned to be ordered and its corresponding suppliers such that the total operational cost is expected to be minimal. These optimal decisions are calculated from the proposed optimization model in LINGO software by implementing the generalized Gradient algorithm. To evaluate and illustrate the proposed decision-making support, a numerical simulation was demonstrated. The results showed the optimal decisions were successfully attained and the expected minimal total operational cost was achieved. Furthermore, it proved that the proposed decision-making support could be implemented in manufacturing or retail industries to solve their order allocation problems.
本文提出了基于优化的决策支持来解决原料/产品订单分配的计划问题。一些参数(价格、需求值、次品率和延迟交货)是不确定的,根据数据的可用性被视为概率性或模糊性。同时,将具有历史/试验数据的参数视为具有一定分布函数的概率参数。而对没有任何数据的参数进行模糊处理,管理者根据直觉和经验建立相应的隶属度函数。因此,本研究旨在确定决策变量的最优值,即计划订购的原材料数量及其对应的供应商数量,从而使总运营成本预期最小。这些最优决策是在LINGO软件中通过实现广义梯度算法从所提出的优化模型中计算出来的。为了评价和说明所提出的决策支持,进行了数值模拟。结果表明,成功地获得了最优决策,并实现了预期的最小总运行成本。进一步证明了所提出的决策支持可以应用于制造业或零售业,解决其订单分配问题。
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引用次数: 0
期刊
2021 8th International Conference on Electrical Engineering, Computer Science and Informatics (EECSI)
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