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Classification Academic Data using Machine Learning for Decision Making Process 使用机器学习进行决策过程的学术数据分类
Q3 Engineering Pub Date : 2023-06-05 DOI: 10.37385/jaets.v4i2.1983
Elin Haerani, Fadhilah Syafria, Fitra Lestari, Novriyanto Novriyanto, Ismail Marzuki
One of the qualities of higher education is determined by the success rate of student learning. Assessment of student success rates is based on student graduation on time. Sultan Syarif Kasim State Islamic University Riau is one of the state universities in Riau, with a total of 30,000 students. Of all the active students, there are some who are not. Students who are not active in this case will affect the timeliness of their graduation. The university always evaluates the performance of its students to find out information related to the factors that cause students to become inactive so that they are more likely to drop out and what data affect students being able to graduate on time. The evaluation results are stored in an academic database so that the data can later be used as supporting data when making decisions by the university. This research used data science concepts to explore and extract data sets from databases to find models or patterns, as well as new insights that can be used as tools for decision-making. After the data was explored, machine learning concepts were used to identify and classify the data. The method used was the Decision Tree Method. The results of the study found that these two concepts can provide the expected results. Based on the test results, it is known that the attribute that influences the success of student studies is the grade point average (GPA), where the accuracy of the maximum recognition rate is 88.19%. Keywords : Data science; Decision Tree; Graduate on Time; Machine Learning;
高等教育的质量之一是由学生学习的成功率决定的。学生成功率的评估是基于学生按时毕业。廖内苏丹伊斯兰大学是廖内的一所州立大学,共有3万名学生。在所有活跃的学生中,也有一些不活跃的。在这种情况下不积极的学生将影响他们毕业的及时性。大学总是对学生的表现进行评估,以找出导致学生变得不活跃从而更容易辍学的因素的相关信息,以及哪些数据影响学生能够按时毕业。评估结果存储在学术数据库中,以便以后大学在做出决策时可以使用这些数据作为支持数据。这项研究使用数据科学概念从数据库中探索和提取数据集,以找到模型或模式,以及可以用作决策工具的新见解。在对数据进行探索之后,使用机器学习概念来识别和分类数据。所采用的方法是决策树法。研究结果发现,这两个概念都能提供预期的结果。根据测试结果可知,影响学生学习成功的属性是平均绩点(GPA),其中最大识别率的准确率为88.19%。 关键词:数据科学;决策树;按时毕业;机器学习;
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引用次数: 0
A Critical Study on Group Key Management Protocols and Security Aspects For Non-Networks 非网络组密钥管理协议及其安全性研究
Q3 Engineering Pub Date : 2023-06-05 DOI: 10.37385/jaets.v4i2.1947
Rituraj Jain, Manish Varshney
The rise in internet usage and advanced communication systems has led to an increase in security issues. The need for more robust and flexible secure communication has led to the introduction of mobile non-network multicast communication systems like MANET or VANET. Multicasting is increasingly being used for group-oriented applications such as video conferencing, interactive games, TV over Internet, e-learning, etc. To address the security concerns, this paper highlighted the confidentiality, authentication, and access control for non-network multicast communication systems like MANET or VANET.  For this, paper explores the group key management protocols. The paper concluded that centralized and asymmetric group key management protocol (GKMP) is most effective for designing secure, and efficient communication models for non-networks. The key findings of the paper are that in group key management protocols (GKMPs) for multicast communication systems adoption of asymmetric GKMPs provides better security, and reduces computational overhead. Therefore, this paper help to improve the robustness and security of multicast communication systems and meet the growing demands of group-oriented applications over the internet.
互联网使用和先进通信系统的增加导致了安全问题的增加。对更健壮和灵活的安全通信的需求导致了诸如MANET或VANET之类的移动非网络多播通信系统的引入。多播越来越多地用于面向群组的应用,如视频会议、交互式游戏、互联网电视、电子学习等。为了解决安全问题,本文强调了MANET或VANET等非网络多播通信系统的保密性、身份验证和访问控制。为此,本文探讨了组密钥管理协议。本文得出的结论是,集中式和非对称的组密钥管理协议(GKMP)对于设计安全、高效的非网络通信模型是最有效的。本文的关键发现是,用于多播通信系统的组内密钥管理协议(GKMP)采用非对称GKMP提供了更好的安全性,并减少了计算开销。因此,本文有助于提高多播通信系统的鲁棒性和安全性,并满足互联网上日益增长的面向群组的应用需求。
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引用次数: 0
Sensitivity Study of The Effect Polymer Flooding Parameters to Improve Oil Recovery Using X-Gradient Boosting Algorithm 基于x梯度提升算法的聚合物驱参数对提高采收率影响敏感性研究
Q3 Engineering Pub Date : 2023-06-05 DOI: 10.37385/jaets.v4i2.1871
T. Erfando, Rizqy Khariszma
Implementation of waterflooding sometimes cannot increase oil recovery effectively and requires additional methods to increase oil recovery. Polymer flooding is a common chemical EOR method that has been implemented in the last few decades and provides good effectiveness in increasing oil recovery and can reduce the amount of injection fluid injected into the reservoir. Seeing the success of polymer flooding in increasing oil recovery, it is necessary to know the parameters that influence the success of polymer flooding so that it can be evaluated and taken into consideration in creating a new scheme to increase oil recovery with polymer flooding. The parameters tested in this study include Injection Rate, Injection Time, Injection Pressure, Adsorption, Inaccessible Pore Volume, Residual Resistance Factor. This research uses the X-Gardient Boosting Algorithm to look at the most influential parameters in polymer flooding. The parameters that most influence the performance of polymer flooding on the value of oil recovery with the importance level of each parameter in this study are injection time of 0.452632, injection rate of 0.430075, injection pressure of 0.064662, Adsorption of 0.025564, RRF of 0.021053, IPV of 0.006014 and produce accurate predictive modeling using x-gradient boosting where with 3 variations of the comparison ratio of training and testing data obtained at a ratio of 0.7 : 0.3 obtained an R2 train of 0.9886 and an R2 test of 0.9645, a ratio of 0.8 : 0.2 obtained an R2 train of 0.9891 and an R2 test of 0.9579, and a ratio of 0.9: 0.1 obtained R2 train of 0.9890 and R2 test of 0.9660.
实施水驱有时不能有效提高采收率,需要额外的方法来提高采收率。聚合物驱是一种常用的化学提高采收率方法,在过去的几十年里一直在应用,它在提高采收率方面具有良好的效果,并且可以减少注入储层的注入液量。鉴于聚合物驱提高采收率的成功,有必要了解影响聚合物驱成功的参数,以便在制定聚合物驱提高采收率的新方案时进行评估和考虑。本研究测试的参数包括:注射速率、注射时间、注射压力、吸附量、不可达孔体积、残余阻力系数。本研究使用X-Gardient Boosting算法来研究聚合物驱中最具影响的参数。在本研究中,对聚合物驱性能影响最大的参数为:注入时间0.452632,注入速率0.430075,注入压力0.064662,吸附量0.025564,RRF为0.021053,IPV为0.006014,在训练数据与测试数据对比比为0.7的情况下,对3种变化进行x梯度增强,得到准确的预测模型:0.3得到的R2列为0.9886,R2检验为0.9645,0.8:0.2得到的R2列为0.9891,R2检验为0.9579,0.9:0.1得到的R2列为0.9890,R2检验为0.9660。
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引用次数: 1
Social Commerce Purchase Intention Factors in Developing Countries : A systematic literature review 发展中国家社会商业购买意愿因素的系统文献综述
Q3 Engineering Pub Date : 2023-06-05 DOI: 10.37385/jaets.v4i2.1585
A. Paramita
Over the last decade, research on social commerce has grown exponentially, reflecting the widespread adoption of social commerce strategies and practices. Social commerce encompasses a broad range of distinct concepts. Recent reviews of the literature detail the numerous factors of social commerce adoption. This paper has an objective to investigate the important factor of social commerce adoption in developing countries. 149 articles from high quality repository collected to be review, in this study the systematic literature review conducted through Kitchenham methodology which consist of developing research question, determining the sources as well as research string, categorizing inclusion and exclusion criteria, choosing the primary studies, extracting the data then synthesizing the data. After careful quality assessment process, 49 articles selected to process in depth review. The result of this study found that there ae several important factors and lead by trust factor for social commerce adoption in developing countries.
在过去的十年里,对社交商业的研究呈指数级增长,反映出社交商业战略和实践的广泛采用。社交商务包含了一系列不同的概念。最近的文献综述详细介绍了社会商业采用的众多因素。本文的目的是调查发展中国家采用社会商务的重要因素。从高质量的文献库中收集了149篇文章进行综述,在本研究中,通过Kitchenham方法进行了系统的文献综述,包括提出研究问题,确定来源和研究字符串,分类纳入和排除标准,选择主要研究,提取数据,然后合成数据。经过认真的质量评估过程,选取49篇文章进行深度回顾处理。研究结果表明,在发展中国家,社会商务的采用存在几个重要因素,并以信任因素为主导。
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引用次数: 3
Does The Indonesian National Standard (SNI) for Products in SMES Influence Cleaner Production Practices? A Snapshot of Best Practices from Yogyakarta, Indonesia 印尼中小企业产品国家标准(SNI)是否影响清洁生产实践?印尼日惹的最佳实践快照
Q3 Engineering Pub Date : 2023-06-05 DOI: 10.37385/jaets.v4i2.1591
Muhammad Imron Rosyidi, Maria Theresia Sri Budiastuti, Mugi Rahardjo, Totok Gunawan
This article investigates the extent to which the Indonesian National Standard (SNI) for products adopted and applied by small and medium enterprises (SMEs) in Yogyakarta, Indonesia, can encourage them to effectively implement a quality management system (QMS) within their internal organizations, which eventually affects and benefits their process performance and clean production practices. Survey data collected from 44 respondents in 12 SMEs with SNI-certified products were processed and examined using descriptive analysis and regression analysis. The results showed that these could implement QMS effectively partly because it is a requirement for the SNI certification of the proposed product. The effectiveness of QMS implementation affects the achievement of process performance in that it can reduce the number of defective products, process costs, and process cycle times. According to the respondents, an effective QMS makes every activity and action taken in the production process more environmentally friendly and leads to cleaner production practices. These findings can help further research determine the model's feasibility to design and develop a better framework that promotes QMS and clean production practices, especially among SMEs in Indonesia.
本文调查了印尼日惹中小企业(sme)采用和应用的印尼国家标准(SNI)产品的程度,可以鼓励他们在内部组织中有效地实施质量管理体系(QMS),最终影响并有利于他们的过程绩效和清洁生产实践。从12家拥有sni认证产品的中小企业的44名受访者中收集的调查数据使用描述性分析和回归分析进行处理和检验。结果表明,这些可以有效地实施质量管理体系,部分原因是它是拟议产品的SNI认证的要求。质量管理体系实施的有效性影响过程性能的实现,因为它可以减少不良产品的数量、过程成本和过程周期时间。受访者表示,有效的质量管理体系使生产过程中的每一项活动和行动都更加环保,并导致更清洁的生产实践。这些发现可以帮助进一步研究确定该模型的可行性,从而设计和开发一个更好的框架,以促进质量管理体系和清洁生产实践,特别是在印度尼西亚的中小企业中。
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引用次数: 0
Comparison Analysis of Brain Image Classification Based on Thresholding Segmentation With Convolutional Neural Network 基于阈值分割与卷积神经网络的脑图像分类比较分析
Q3 Engineering Pub Date : 2023-06-05 DOI: 10.37385/jaets.v4i2.1583
Alwas Muis, S. Sunardi, A. Yudhana
Brain tumor is one of the most fatal diseases that can afflict anyone regardless of gender or age necessitating prompt and accurate treatment as well as early discovery of symptoms. Brain tumors can be identified using Magnetic Resonance Imaging (MRI) to detect abnormal tissue or cell development in the brain and surrounding the brain. Biopsy is another option, but it takes approximately 10 to 15 days after the inspection, so technology is required to classify the image. The goal of this study is to conduct a comparative analysis of the greatest accuracy value attained while classifying using segmentation with thresholding versus segmentation without thresholding on the CNN method. Images are assigned threshold values of 150, 100, and 50. The dataset consists of 7023 MRI scans of four types of brain tumors: glioma, notumor, meningioma, and pituitary. Without utilising thresholding segmentation, the classification yielded the highest degree of accuracy, 92%. At the threshold of 100, classification by segmentation received the highest score of 88%. This demonstrates that thresholding segmentation during CNN model preprocessing is less effective for brain image classification
脑瘤是最致命的疾病之一,它可以折磨任何人,无论性别或年龄,都需要及时准确的治疗以及早期发现症状。脑肿瘤可以使用磁共振成像(MRI)来检测大脑和大脑周围的异常组织或细胞发育。活检是另一种选择,但检查后大约需要10到15天,因此需要技术对图像进行分类。本研究的目的是对CNN方法中使用带阈值的分割与不使用阈值的分割进行分类时获得的最大精度值进行比较分析。图像被分配了150、100和50的阈值。该数据集包括四种类型脑肿瘤的7023次MRI扫描:神经胶质瘤、非肿瘤、脑膜瘤和垂体。在不使用阈值分割的情况下,分类产生了最高的准确度,92%。在100的阈值下,通过分割进行分类获得了88%的最高分数。这表明,在CNN模型预处理过程中,阈值分割对大脑图像分类的效果较差
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引用次数: 0
Using Holt Winter 2 Variable Modelling To Analyze The Potential Combining Of Zakat Collection In Three Countries In Southeast Asia As One Business Centre 利用Holt-Winter 2变量模型分析Zakat系列在东南亚三国作为一个商业中心的潜在组合
Q3 Engineering Pub Date : 2023-06-05 DOI: 10.37385/jaets.v4i2.1652
Muhammad Marizal, Afrizal Mansur, I. Hanaish, J. Jamaluddin, Zikri Darussaamin, Kasmuri Kasmuri, S. Saifullah
The Covid 19 outbreak has taught businesses all over the world that they must have a business that can not only survive but also thrive in the face of the pandemic. The income from the Zakat, which is one of Islam's teachings about stable business, tends to rise despite the pandemic. As most Muslim countries on the planet, Indonesia, Malaysia, and Singapore have shown that their Zakat Organization, which is utilized to gather gifts from the public every year, expanded dramatically during the pandemic. The primary focus of this investigation will be the data on annual income from Indonesia, Malaysia, and Singapore, three of the world's most Muslim nations. The fact that some businesses will always be loyal to the government is the foundation of the statistical modeling theory that aims to predict the annual zakat income in five and ten years. Holt Winter's statistical modeling of two variables will be used to guarantee accurate forecasting. It accurately generates comparable annual data for the three nations. Likewise, that might act as a strong starting point for using measurable displaying to gauge the zakat gathered in the resulting five and a decade. The zakat revenue will continue to significantly rise in each nation as the study concludes. This result also indirectly demonstrated that businesses in every nation will be able to combine zakat as a blessing without experiencing deflation in Southeast Asia
新冠肺炎疫情让世界各地的企业都明白,在疫情面前,企业不仅要生存,还要茁壮成长。天课是伊斯兰教关于稳定商业的教义之一,尽管疫情蔓延,但天课的收入往往会增加。与世界上大多数穆斯林国家一样,印度尼西亚、马来西亚、新加坡等国家的“天课组织”(Zakat Organization)在新冠疫情期间规模急剧扩大。这次调查的主要重点是印度尼西亚、马来西亚和新加坡这三个世界上穆斯林人口最多的国家的年收入数据。一些企业将永远忠于政府这一事实,是旨在预测未来5年和10年天课年收入的统计模型理论的基础。Holt Winter的两变量统计模型将用于保证准确的预测。它准确地为这三个国家提供了可比较的年度数据。同样,这可以作为一个强有力的起点,使用可测量的显示来衡量在随后的五到十年中收集的天课。研究得出结论,每个国家的天课收入将继续显著增长。这一结果也间接表明,每个国家的企业都可以将天课作为一种祝福,而不会在东南亚遭遇通货紧缩
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引用次数: 0
Mitigation of Environmental Damage Through Natural Resources Management Contracts (Eco-Contract Perspective) 通过自然资源管理合同减轻环境损害(生态合同视角)
Q3 Engineering Pub Date : 2023-06-05 DOI: 10.37385/jaets.v4i2.1544
Hengki Firmanda, Mahmud Hibatul wafi, M. A. Syahrin
Environmental damage by extractive activities is caused by the formulation of policies that have not placed nature and the environment as legal subjects. Policy formulation in the form of a contract of work tends to accommodate human interests and is profit-oriented. This study aims to examine strategies for mitigating environmental damage caused by PT Freeport’s mining activities based on an eco-contract perspective. PT Freeport’s contract of work is the object of analysis in this research, while data on environmental damage are obtained from national media. Theoretical-reflective approach is used in analyzing the data to formulate mitigation strategies. The results showed that the mitigation of environmental damage in the eco-contract perspective emphasizes the natural relationships and interactions between all components of the ecosystem. In other words, mitigation of environmental damage requires equal treatment between the environment and humans which also indicates equal rights. In fact, force majeure conditions and natural disasters are still viewed from a human perspective, so that efforts to identify and socialize environmental damage only focus on human aspects rather than nature and the environment. PT Freeport’s contract of work has not accommodated mitigation efforts of environmental damage that ecologically oriented. In addition, the weak mapping, control, and socialization of PT Freeport’s mining activities have implications for the lack of efforts to mitigate environmental damage.
采掘活动造成的环境破坏是由于制定的政策没有把自然和环境作为法律主体造成的。以劳动合同的形式制定的政策倾向于照顾人的利益,并以利润为导向。本研究旨在研究基于生态契约视角的减轻PT自由港采矿活动造成的环境破坏的策略。PT自由港的工作合同是本研究的分析对象,而环境损害的数据来自国家媒体。在分析数据以制定缓解策略时采用了理论反思方法。结果表明,生态契约视角下的环境损害缓解强调生态系统各组成部分之间的自然关系和相互作用。换句话说,减轻环境损害需要环境与人之间的平等对待,这也表明了平等的权利。事实上,不可抗力条件和自然灾害仍然是从人的角度来看待的,因此,环境损害的识别和社会化的努力只关注人的方面,而不是自然和环境。PT自由港的工作合同不包括以生态为导向的减轻环境损害的努力。此外,PT自由港的采矿活动缺乏映射、控制和社会化,导致缺乏减轻环境损害的努力。
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引用次数: 0
The Potential of Sawdust and Coconut Fiber as Sound Reduction Materials 木屑和椰子纤维作为降噪材料的潜力
Q3 Engineering Pub Date : 2023-06-05 DOI: 10.37385/jaets.v4i2.624
Joseph Nyumutsu, A. Agyei-Agyemang, P. Y. Andoh, P. O. Tawiah, Benjamin Atribawuni Asaaga
In this study, biodegradable materials that could be utilized to reduce noise were examined. Sound absorption test was conducted with an impedance tube. Sawdust, coconut fiber, and expansive clay were used to create test samples. Noise reduction coefficient results for sawdust and expansive clay mixture ranged from 0.24 to 0.62. A mixture of coconut fiber and expansive clay recorded in noise reduction coefficient between 0.31 and 0.58. Coconut fiber mixed with expansive clay recorded noise reduction coefficient ranging from 0.31 to 0.58. The study findings suggests that these materials have good acoustic properties and can therefore be used as alternative noise reduction materials. These findings have important implications in reducing environmental pollution if adopted in the development of noise reducing materials.
在这项研究中,研究了可用于降低噪音的可生物降解材料。用阻抗管进行吸声试验。木屑、椰子纤维和膨胀粘土被用来制作测试样品。木屑和膨胀粘土混合物的降噪系数结果在0.24-0.62之间。椰子纤维和膨胀粘土的混合物的降噪系数在0.31和0.58之间。椰子纤维与膨胀粘土混合后的降噪系数在0.31至0.58之间。研究结果表明,这些材料具有良好的声学性能,因此可以用作替代降噪材料。如果将这些发现用于降噪材料的开发,则对减少环境污染具有重要意义。
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引用次数: 0
The Impact of Compressor Degradation on The Optimized Fleet Compositions, Optimized Thermal Efficiencies, and The Operations & Maintenance Cost of Fleets of a Reheat Engine Running on Associated Gas Fuel 压缩机退化对使用伴生气燃料的再热发动机优化机群组成、优化热效率以及运行和维护成本的影响
Q3 Engineering Pub Date : 2023-06-05 DOI: 10.37385/jaets.v4i2.1063
M. Obhuo, S. O. Okuma, D. S. Aziaka
Associated gas is a viable source of fuel for industrial gas turbines. Flaring of this fuel resource has not only resulted in environmental pollution and deterioration but also huge energy and economic loss. TURBOMATCH, a Cranfield University performance simulation software was used in modeling a hypothetical but realistic 296MW reheat gas turbine engine.The study was carried out using one clean fleet and three degraded fleets – the optimistic, medium, and pessimistic. Optimization of the fleet compositions and thermal efficiencies were achieved using Genetic algorithm. Detailed operations and maintenance costs analysis for the various fleets were carried out. .Results from the optimization show the optimized fleet compositions, from the various fleets and their turbine entry temperatures for 20 years life span of the project. the result from the 11th to the 20th year of the project, only one unit of engine was left due to engine divestment.  Results of the optimized efficiencies for all the fleets show a gradual reduction in optimized efficiencies over the years of the project. Similarly, for all the scenarios considered, from the 11th to the 20th year of the project, with only one unit of engine left, the optimized efficiency trend is observed to be Clean > Optimistic > Medium > Pessimistic.Results from the fleets operations and maintenance costs show that the clean, optimistic, medium, and pessimistic degraded fleets have total operations and maintenance costs to be 1.224, 1.242, 1.265, and 1.297 billion US dollars respectively. Engine degradation resulted to 1.4%, 3.3%, and 5.9% increase in the operations and maintenance costs of the optimistic, medium, and pessimistic degraded fleets respectively.The results, approach and methodology presented in this paper would be a very useful decision-making tool for investors and governments who would want to invest in the economic utilization of associated gas using gas turbines.
伴生气是工业燃气轮机可行的燃料来源。这种燃料资源的燃烧不仅造成了环境污染和恶化,而且造成了巨大的能源和经济损失。TURBOMATCH是克兰菲尔德大学的性能仿真软件,用于对一台假设但现实的296MW再热燃气涡轮发动机进行建模。这项研究使用了一个清洁车队和三个退化车队——乐观、中等和悲观。采用遗传算法对船队组成和热效率进行优化。对各机队进行了详细的运行和维护成本分析。优化结果显示了优化后的机队组成,各机队的涡轮入口温度,项目寿命为20年。从项目的第11年到第20年,由于发动机的剥离,只剩下1台发动机。所有车队的优化效率结果显示,在项目实施的几年中,优化效率逐渐降低。同样,对于所有考虑的情景,从项目的第11年到第20年,仅剩下1台发动机,优化效率趋势为清洁>乐观>中等>悲观。车队运维成本分析结果表明,清洁、乐观、中等、悲观劣化车队的运维总成本分别为12.24亿美元、12.42亿美元、12.65亿美元和12.97亿美元。发动机退化导致乐观、中等和悲观退化机队的运营和维护成本分别增加1.4%、3.3%和5.9%。本文提出的结果、方法和方法,对于想要投资使用燃气轮机经济利用伴生气的投资者和政府来说,将是一个非常有用的决策工具。
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引用次数: 0
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