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Big Data in Education: Students at Risk as a Case Study 教育中的大数据:学生风险案例研究
Pub Date : 2023-10-13 DOI: 10.48084/etasr.6190
Ahmed B. Altamimi
This paper analyzes various machine learning algorithms to predict student failure in a specific educational dataset and a specific environment. The paper handles the prediction of student failure given the students' grades, course difficulty level, and GPA, differing from most of the provided studies in the literature, where focus is given to the surrounding environment. The main aim is to early detect students at risk of academic underperformance and implement specific interventions to enhance their academic outcomes. A diverse set of eleven Machine Learning (ML) algorithms was used to analyze the dataset. The data went through preprocessing, and features were engineered to effectively capture essential information that may impact students' academic performance. A meticulous process for model selection and evaluation was utilized to compare the algorithms' performance with regard to metrics such as accuracy, precision, recall, F-score, specificity, and balanced accuracy. Our results demonstrate significant variability in the performance of the different algorithms, with Artificial Neural Networks (ANNs) and Convolutional Neural Networks (CNNs) showing the highest overall performance, followed closely by Gradient Boosting Classifier (GBC), Neuro-Fuzzy, and Random Forest (RF). The other algorithms exhibit varying performance levels, with the Recurrent Neural Networks (RNNs) showing the weakest results in recall and F-score. Educational institutions can use the insight gained from this study to make data-driven decisions and design targeted interventions to help students at risk succeed academically. Furthermore, the methodology presented in this paper can be generalized and applied to other educational datasets for similar predictive purposes.
本文分析了在特定教育数据集和特定环境中预测学生失败的各种机器学习算法。本文根据学生的成绩、课程难度水平和GPA来预测学生的不及格,这与大多数文献中提供的研究不同,这些研究的重点是周围环境。其主要目的是早期发现有学业表现不佳风险的学生,并实施具体的干预措施,以提高他们的学业成绩。使用11种不同的机器学习(ML)算法来分析数据集。这些数据经过预处理,特征被设计成有效地捕获可能影响学生学习成绩的基本信息。模型选择和评估是一个细致的过程,用于比较算法在准确性、精密度、召回率、f分数、特异性和平衡准确性等指标方面的性能。我们的研究结果表明,不同算法的性能存在显著差异,人工神经网络(ann)和卷积神经网络(cnn)表现出最高的整体性能,紧随其后的是梯度增强分类器(GBC)、神经模糊和随机森林(RF)。其他算法表现出不同的性能水平,其中循环神经网络(RNNs)在召回和f得分方面表现出最弱的结果。教育机构可以利用从这项研究中获得的见解来做出数据驱动的决策,并设计有针对性的干预措施,帮助有风险的学生在学业上取得成功。此外,本文提出的方法可以推广并应用于其他教育数据集,以达到类似的预测目的。
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引用次数: 0
A BiLSTM-CF and BiGRU-based Deep Sentiment Analysis Model to Explore Customer Reviews for Effective Recommendations 基于BiLSTM-CF和bigru的深度情感分析模型探索客户评论以获得有效推荐
Pub Date : 2023-10-13 DOI: 10.48084/etasr.6278
Muhammad Rizwan Rashid Rana, Asif Nawaz, Tariq Ali, Ahmed M. El-Sherbeeny, Waqar Ali
The advancement of technology has led to the rise of social media forums and e-commerce platforms, which have become popular means of communication, and people can express their opinions through comments and reviews. Increased accessibility to online feedback helps individuals make informed decisions about product purchases, services, and other decisions. This study used a sentiment analysis-based approach to improve the functionality of the recommendations from user reviews and consider the features (aspects and opinions) of products and services to understand the characteristics and attributes that influence the performance of classification algorithms. The proposed model consists of data preprocessing, word embedding, character representation creation, feature extraction using BiLSTM-CF, and classification using BiGRU. The proposed model was evaluated on different multidomain benchmark datasets demonstrating impressive performance. The proposed model outperformed existing models, offering more promising performance results in recommendations.
科技的进步导致社交媒体论坛和电子商务平台的兴起,这些已经成为流行的交流手段,人们可以通过评论和评论来表达自己的观点。增加在线反馈的可访问性有助于个人对产品购买、服务和其他决策做出明智的决定。本研究使用基于情感分析的方法来改进来自用户评论的推荐功能,并考虑产品和服务的特征(方面和意见),以了解影响分类算法性能的特征和属性。该模型包括数据预处理、词嵌入、字符表示创建、BiLSTM-CF特征提取和BiGRU分类。在不同的多域基准数据集上对该模型进行了评估,显示出令人印象深刻的性能。提出的模型优于现有的模型,在推荐中提供了更有希望的性能结果。
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引用次数: 0
The Influence of UHPFRC Jacket Steel Fiber Content on Strengthening Damaged Columns UHPFRC护套钢纤维含量对损伤柱加固的影响
Pub Date : 2023-10-13 DOI: 10.48084/etasr.6292
Hasan A. Alasmari
Steel fiber is a commonly used material to repair damaged concrete, caused by environmental or design issues. This study used various Micro-copper-coated Steel Fiber (MSF) content (0.0, 0.5, 2.0, and 2.5%) with varying aspect ratios (28, 37, and 45) as part of Ultra-High-Performance Fiber-Reinforced Concrete (UHPFRC) mixtures to repair damaged concrete columns using a 30 mm layer jacketing. Twelve columns were prepared and tested at first by loading them with roughly 90% of their ultimate axial load capacity. Damage was caused and the columns were subsequently strengthened and rebuilt using UHPFRC mixtures in 30-mm layer jacketing for a second test, to determine the effect of UHPFRC and MSF content on damaged and reinforced columns. The test results showed that the concrete properties improved as the MSF content increased to 2.0% of the volume fraction, beyond which there was a slight reduction. Additionally, the UHPFRC-strengthened columns with and without MSFs experienced higher load capacities than the corresponding unstrengthened. On the contrary, using 2.5% MSF in the UHPFRC decreased the loading capacity by 14% compared to the UHPFRC with 2.0% MSF. The strengthened column with 2.0% MSF content showed the highest load efficiency (165.7% compared to unstrengthened), along with substantial displacement and ductility.
钢纤维是修复因环境或设计问题而损坏的混凝土的常用材料。本研究使用不同的微铜涂层钢纤维(MSF)含量(0.0、0.5、2.0和2.5%)和不同的宽高比(28、37和45)作为超高性能纤维增强混凝土(UHPFRC)混合物的一部分,使用30毫米层护套修复受损的混凝土柱。12个柱被准备和测试,首先通过加载他们大约90%的极限轴向载荷能力。在第二次试验中,在30mm层护套中使用UHPFRC混合物对柱进行加固和重建,以确定UHPFRC和MSF含量对受损和加固柱的影响。试验结果表明,当MSF含量增加到体积分数的2.0%时,混凝土性能有所改善,超过该分数后,混凝土性能略有下降。此外,有和没有msf的uhpfrc加固柱比相应的未加固柱具有更高的承载能力。相反,与使用2.0% MSF的UHPFRC相比,在UHPFRC中使用2.5% MSF的承载能力降低了14%。当MSF含量为2.0%时,加固柱的荷载效率最高(比未加固柱高165.7%),且具有较大的位移和延性。
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引用次数: 0
Evaluation of Aircraft Emissions at Bucharest Henri Coanda Airport 布加勒斯特亨利·康达机场飞机排放评估
Pub Date : 2023-10-13 DOI: 10.48084/etasr.6242
Radu Mirea, Grigore Cican, Mihaiella Cretu
This study presents the influence of aircraft movements on air quality by highlighting the contribution of landings and/or takeoffs at Henri Coanda Airport, Bucharest. An experimental campaign was carried out using a mobile laboratory equipped with reference instruments for the main air pollutants (NO-, NO2, NOx, SO2, CO, and O3) and a meteorological station to measure wind speed and direction, air temperature, pressure, and relative humidity at a height of 10 m above the ground. The mobile testing laboratory was located inside the airport near the passenger embarking area, and measurements were carried out for 7 days. Air sampling was carried out at a height of 3.5 m above the ground. Pollutant levels were continuously measured throughout the measurement period, with high-precision equipment and a 10-second interval. The results obtained showed an increase in pollutant concentrations during takeoffs and/or landings, providing an initial assessment of gaseous pollutant levels and hourly distribution. Airport authorities can use this assessment to balance aircraft and passenger movements to minimize human exposure to gaseous pollutants. Furthermore, this study used the Pearson correlation between each pollutant and meteorological parameters to establish the best conditions for passengers to be present on the airport premises. The results showed that wind speed and direction directly influence the distribution of gaseous pollutants, especially during landings and takeoffs.
本研究通过强调布加勒斯特亨利·科安达机场的降落和/或起飞,介绍了飞机运动对空气质量的影响。利用配备主要大气污染物(NO-、NO2、NOx、SO2、CO、O3)参考仪器的移动实验室和气象站,在距地面10 m高度测量风速、风向、气温、气压和相对湿度。移动检测实验室位于机场内靠近旅客登机区,进行了为期7天的测量。空气采样在离地面3.5 m的高度进行。在整个测量期间,采用高精度设备和10秒间隔连续测量污染物水平。获得的结果显示,在起飞和/或降落期间污染物浓度增加,提供了气体污染物水平和小时分布的初步评估。机场当局可以利用这一评估来平衡飞机和乘客的移动,以尽量减少人类接触气态污染物。此外,本研究使用每种污染物与气象参数之间的Pearson相关性来确定旅客在机场场所存在的最佳条件。结果表明,风速和风向直接影响气体污染物的分布,特别是在着陆和起飞时。
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引用次数: 0
Efficient and Secure Access Control for IoT-based Environmental Monitoring 基于物联网的环境监测的高效安全访问控制
Pub Date : 2023-10-13 DOI: 10.48084/etasr.6193
Asia Othman Aljahdali, Afnan Habibullah, Huda Aljohani
Environmental monitoring devices based on IoT collect a large amount of data about the environment and our surroundings. These data are collected and processed before being uploaded to third-party servers and accessed and viewed by ordinary or specialized users. However, they may hold sensitive information that should not be exposed to unauthorized users. Therefore, accessing this sensitive information must be strictly controlled and limited in order to prevent unauthorized access. This research intends to create an access control mechanism based on distributed ledger technologies. The idea is to use a hybrid of IOTA technology and Ciphertext-Policy Attribute-Based Signcryption (CP-ABSC) technology. The permissions to access these data are written in a token, and this token will be sent to the Tangle after being signcrypted with CP-ABSC. Consequently, the data will be safeguarded, their confidentiality and integrity will be maintained, and unauthorized individuals will be unable to access the information. The proposed system was evaluated in terms of performance and the results showed that the system is straightforward, rapid, and convenient to use. Furthermore, a security assessment was conducted by running several scenarios to evaluate its feasibility and protection.
基于物联网的环境监测设备收集了大量关于环境和周围环境的数据。这些数据被收集和处理,然后上传到第三方服务器,供普通或专业用户访问和查看。但是,它们可能包含不应该暴露给未经授权的用户的敏感信息。因此,访问这些敏感信息必须严格控制和限制,以防止未经授权的访问。本研究旨在建立基于分布式账本技术的访问控制机制。这个想法是使用IOTA技术和基于密文策略属性的签名加密(CP-ABSC)技术的混合。访问这些数据的权限写入令牌中,该令牌将在使用CP-ABSC进行签名后发送给Tangle。因此,数据将受到保护,其保密性和完整性将得到维护,未经授权的个人将无法访问这些信息。对该系统进行了性能评价,结果表明该系统简单、快速、使用方便。此外,还通过运行几个场景来进行安全评估,以评估其可行性和保护。
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引用次数: 0
A Survey on H∞ Control-Based Output Feedback Techniques 基于H∞控制的输出反馈技术综述
Pub Date : 2023-10-13 DOI: 10.48084/etasr.6056
Govind Prasad Pandiya, Abhay Vidyarthi
The study of 2-D discrete systems has always been a preferred choice amongst researchers and academics, due to its diversified applications in most practical applications. For more than two decades, research based on H∞ control techniques has been the focus of attention, as it plays a key role in the design and development of various applications based on signal processing and control theory. In many practical applications, the accessibility of the state vectors is not possible, and, in such cases, output feedback techniques are most appropriate. This paper presents a detailed survey based on H∞ control-based output feedback techniques for discrete 2-D systems.
由于二维离散系统在大多数实际应用中的应用多样化,研究二维离散系统一直是研究人员和学者的首选。二十多年来,基于H∞控制技术的研究一直是人们关注的焦点,因为它在基于信号处理和控制理论的各种应用的设计和开发中起着关键作用。在许多实际应用中,状态向量的可访问性是不可能的,在这种情况下,输出反馈技术是最合适的。本文对基于H∞控制的离散二维系统输出反馈技术进行了详细的研究。
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引用次数: 0
Development and Application of Linear Variable Differential Transformer (LVDT) Sensors for the Structural Health Monitoring of an Urban Railway Bridge in Vietnam 线性可变差动变压器(LVDT)传感器在越南某城市铁路桥结构健康监测中的研制与应用
Pub Date : 2023-10-13 DOI: 10.48084/etasr.6192
Nguyen Thi Cam Nhung, Le Van Vu, Huu Quyet Nguyen, Dang Thi Huyen, Duc Binh Nguyen, Minh Tran Quang
Measuring the structure's displacement plays a very important role in ensuring the safe operation of railway bridges in general and urban railway bridges in particular. In Vietnam, traditional methods using high-precision mechanical gauges have been used to measure the displacement of railway bridges. However, these methods need a lot of effort in installation and traffic control during implementation. These methods are based on the static principle: The test loads are placed on the bridge structure, and then the structure's displacement is observed. The safety assessment and analysis results are guaranteed by multiplying the dynamic coefficients, leading to some assessments that may not be close to the actual exploitation of the bridge structure. Therefore, the current study presents a new solution for measuring the displacement of railway bridge structures. This method uses Linear Variable Differential Transformer (LVDT) sensors to record the continuous displacement of the structure during the time the train passes over the bridge. Through field measurements combined with a finite element analysis model, the research focuses on developing and applying LVDT sensors in urban railway bridge structure health monitoring. At the same time, the potential of developing this method in Vietnam in the future is evaluated.
结构位移测量对保证一般铁路桥梁,特别是城市铁路桥梁的安全运行起着非常重要的作用。在越南,传统的方法是使用高精度的机械仪表来测量铁路桥的位移。但是,这些方法在实现过程中需要大量的安装和流量控制工作。这些方法是基于静力原理:在桥梁结构上施加试验荷载,然后观察结构的位移。通过对动力系数的相乘来保证安全评估和分析结果,导致一些评估结果可能与桥梁结构的实际使用情况不太接近。因此,本研究为铁路桥梁结构位移测量提供了一种新的解决方案。该方法使用线性可变差动变压器(LVDT)传感器记录列车通过桥梁时结构的连续位移。通过现场实测,结合有限元分析模型,研究了LVDT传感器在城市铁路桥梁结构健康监测中的开发与应用。同时,对今后在越南发展这种方法的潜力进行了评价。
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引用次数: 0
Residual Strength and Crack Propagation of Reinforced Concrete Columns under High Temperatures 高温下钢筋混凝土柱的残余强度与裂纹扩展
Pub Date : 2023-10-13 DOI: 10.48084/etasr.6263
Sara Saad Faraj, Hadi Naser Ghadhban Almaliki
In the present study, reinforced concrete columns with dimensions of 200×200×1200 mm were tested under static loading and high temperatures. In the experimental work, square cross-section columns with compressive strength of 28 MPa were tested up to failure. Mechanical properties such as compressive strength, were examined under static load and then under temperatures such as 500 and 800 °C. Column specimens with the same geometry and with concrete covers of 10 and 17 mm were also put under test. Mode of failure, ductility, stiffness, and energy dissipation for all tested specimens are discussed. The test results showed that the strength capacity of reinforced concrete columns was affected by the column cover. The increment in temperature led to a reduction in the strength-carrying capacity of the columns and increased the axial and lateral displacements. The static compressive strength was reduced by 36.84 and 48.81% when the applied temperature was 500 and 800 °C, respectively. The stiffness of the specimen with 17 mm cover was 29.27 and 46.86% less than that of 10 mm cover for axial and lateral displacement, respectively. Also, the specimen with 10 mm cover exhibited decreased energy dissipation by 1.69 and 12.54% for axial and lateral displacement.
本文对尺寸为200×200×1200 mm的钢筋混凝土柱进行了静载和高温试验。在试验工作中,对抗压强度为28 MPa的方形截面柱进行了破坏试验。机械性能,如抗压强度,在静载荷下测试,然后在500和800℃的温度下测试。同样几何形状的柱试件,混凝土覆盖层分别为10和17 mm。讨论了所有试件的破坏模式、延性、刚度和能量耗散。试验结果表明,柱盖对钢筋混凝土柱的承载力有一定的影响。温度升高导致柱的承载力降低,轴向和侧向位移增大。当施加温度为500℃和800℃时,其静抗压强度分别降低36.84%和48.81%。受轴向和侧向位移影响,覆盖17 mm的试件刚度分别比覆盖10 mm的试件刚度小29.27%和46.86%。覆盖10 mm时,试件轴向位移和侧向位移的能量耗散分别减少1.69%和12.54%。
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引用次数: 0
Utilization of Solar Energy for Electric Vehicle Charging and the Energy Consumption of Residential Buildings in Northern Cyprus: A Case Study 北塞浦路斯太阳能对电动汽车充电和住宅建筑能源消耗的利用:一个案例研究
Pub Date : 2023-10-13 DOI: 10.48084/etasr.6142
Youssef Kassem, Huseyin Gokcekus, Almukhtar Aljatlawe
Solar energy represents an opportunity to facilitate the operation of Electric Vehicle (EV) charging stations and cover the energy demand of households, contributing to sustainability and reducing carbon emissions. In light of the emerging need for solar energy as a source of electricity generation for building and charging electric vehicles, this study aimed to assess the technical and economic feasibility of using photovoltaic (PV) systems to generate electricity for residential buildings and meet the changing needs of EVs to reduce energy demand on the grid. To achieve this objective, monthly solar radiation data were collected from the NASA power dataset to assess solar radiation levels in the region and determine the suitability and potential for harnessing solar energy for various applications. The results showed that northern Cyprus has exceptionally abundant and consistently stable solar energy resources. The daily energy for selected residential households and the GÜNSEL B9 and J9 electric cars was estimated to determine the capacity of the required PV systems. In addition, information was collected on the prices of solar panels, inverters, energy storage systems, etc., which were taken into account to evaluate the economic viability of the developed systems. The results demonstrate that the use of solar energy to charge EVs and meet the energy demands of households is technically viable and economically feasible. The use of electric cars offers nearly double the advantages compared to conventional fuel-powered ones, making them a more environmentally sustainable option.
太阳能为促进电动汽车(EV)充电站的运营和满足家庭能源需求提供了机会,有助于可持续发展和减少碳排放。鉴于太阳能作为建筑和电动汽车充电的发电来源的新兴需求,本研究旨在评估使用光伏(PV)系统为住宅建筑发电的技术和经济可行性,并满足电动汽车不断变化的需求,以减少对电网的能源需求。为了实现这一目标,从NASA电力数据集中收集了每月的太阳辐射数据,以评估该地区的太阳辐射水平,并确定将太阳能用于各种应用的适用性和潜力。结果表明,塞浦路斯北部拥有异常丰富和持续稳定的太阳能资源。对选定的居民家庭和GÜNSEL B9和J9电动汽车的日能量进行估算,以确定所需光伏系统的容量。此外,还收集了太阳能电池板、逆变器、储能系统等的价格信息,并考虑了这些信息来评估已开发系统的经济可行性。结果表明,利用太阳能为电动汽车充电和满足家庭能源需求在技术上和经济上都是可行的。使用电动汽车的优势几乎是传统燃料汽车的两倍,使其成为更环保的可持续选择。
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引用次数: 0
Distribution of Benefits and Risks in Inter-Basin Water Transfers: The Case Study of NCT I from Upper Tana Basin to Nairobi City 流域间调水的利益与风险分配——以上塔纳流域至内罗毕市的NCTⅰ为例
Pub Date : 2023-10-13 DOI: 10.48084/etasr.6177
Rosemary Wanjiru Nyingi, John Kimani Mwangi, Poolad Karimi, Jeremiah Kipkulei Kiptala
Inter-Basin Water Transfers (IBWTs) introduce complex socioeconomic, hydrological, ecological, and institutional impacts that are instrumental to decision-making. However, since most studies focus on the hydrological and ecological aspects of IBWTs for the development of sustainable water resources, it is necessary to investigate the distribution of risks (costs) and benefits of IBWTs among stakeholders. This study aimed to identify and categorize stakeholders, their relationships, and the distribution of risks/costs and benefits in the Northern Collector Tunnel phase I (NCT 1) IBWT using a stakeholder analysis method. The Athi Water Works Development Agency (AWWDA) and the Ministry of Water and Irrigation (MoWI) played a central role in the project. However, most stakeholders found the devolved units Water Services Providers (WSPs), Water Resources Authority (WRA), Water Resources Users Associations (WRUAs), and Murang'a County as the most critical institutions. Public participation in NCT1 was not inclusive but only done to meet the statutory project requirements. Significant risks of the project emerged, such as reduced river flows, drying of the springs, and Murang'a residents' ability to meet their water needs. Therefore, it is necessary to compensate for diverted water through a water levy to cover environmental externalities and catchment conservation. The increase in water supply for Nairobi City was perceived as the main benefit for the recipient basin, but an improved water levy with adequate cross-subsidies was pointed out as an instrument to catalyze water savings by the urban water utility.
跨流域调水(IBWTs)引入了复杂的社会经济、水文、生态和制度影响,这些影响对决策至关重要。然而,由于大多数研究都集中在可持续水资源开发的水文学和生态方面,因此有必要研究IBWTs在利益相关者之间的风险(成本)和收益分配。本研究旨在利用利益相关者分析方法,识别和分类北方集输隧道一期(NCT 1) IBWT的利益相关者、他们之间的关系以及风险/成本和收益的分配。阿提水厂发展局(AWWDA)和水灌溉部(MoWI)在该项目中发挥了核心作用。然而,大多数利益相关者认为,下放的供水服务供应商(WSPs)、水资源管理局(WRA)、水资源用户协会(WRUAs)和穆让阿县是最关键的机构。第一期的公众参与并非包罗万象,只是为了符合法定的项目要求。该项目的重大风险出现了,例如河流流量减少,泉水干涸,以及Murang'a居民满足其用水需求的能力。因此,有必要通过征收水费来补偿分流的水,以涵盖环境外部性和集水区养护。增加内罗毕市的供水被认为是受援国流域的主要利益,但有人指出,在适当的交叉补贴下改进水税是促进城市供水公用事业公司节约用水的一种手段。
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引用次数: 0
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