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Intrusion Detection System using Ensemble Learning Approaches: A Systematic Literature Review 采用集成学习方法的入侵检测系统:系统文献综述
Pub Date : 2022-10-19 DOI: 10.3991/ijoe.v18i13.33519
Aouatif Arqane, Omar Boutkhoum, Hicham Boukhriss, A. Moutaouakkil
Undoubtedly, the advancements in Machine Learning (ML) and especially ensemble learning models enable researchers to develop numerous fields in ways we had never imagined before. Intrusion Detection System (IDS) is one of these fields that benefits from the aforementioned techniques to identify and classify the security threats with more accuracy. In fact, IDS technology has become an essential component for any defense strategy, since it provides a healthy environment for businesses. Besides, it protects future network infrastructures from intruders and suspicious network activities. In this context, this paper presents a systematic literature review on ensemble learning-based IDS and the datasets used to evaluate the proposed methods. Furthermore, we illustrate the distribution of the reviewed papers by year of publication, datasets utilized and ensemble learning methods. Finally, we discuss the finding of this review and highlight some limitations of the aforementioned models. The overall purpose of this literature review is to provide a guideline on how to choose ensemble learning models to solve IDS issues based on the most efficient and recent trends
毫无疑问,机器学习(ML)尤其是集成学习模型的进步使研究人员能够以我们以前从未想象过的方式开发许多领域。入侵检测系统(IDS)正是得益于上述技术,能够更准确地识别和分类安全威胁的领域之一。实际上,入侵检测技术已成为任何防御战略的重要组成部分,因为它为企业提供了健康的环境。此外,它保护未来的网络基础设施免受入侵者和可疑的网络活动。在此背景下,本文对基于集成学习的IDS和用于评估所提出方法的数据集进行了系统的文献综述。此外,我们按出版年份、使用的数据集和集成学习方法说明了评审论文的分布。最后,我们讨论了本综述的发现,并强调了上述模型的一些局限性。本文献综述的总体目的是为如何根据最有效和最新的趋势选择集成学习模型来解决IDS问题提供指导
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引用次数: 0
GLCM and CNN Deep Learning Model for Improved MRI Breast Tumors Detection 改进MRI乳腺肿瘤检测的GLCM和CNN深度学习模型
Pub Date : 2022-09-14 DOI: 10.3991/ijoe.v18i12.31897
Aya Alsalihi, Hadeel K. Aljobouri, E. Altameemi
Breast cancer is one of the most common types of cancer among Iraqi women. MRI has been used in the detection of breast tumors for its efficient performance in the diagnosis process providing high accuracy. In this paper, breast MRI image data from 89 patients were classified using GLCM and CNN feature extraction methods. Four models were evaluated consisting of GLCM, CNN, combined GLCM and CNN features based models. The statistical ANOVA feature selection method was used to reduce the redundant features. The reduced feature subset was fed to CNN classifier for obtaining either normal or abnormal breast images. The proposed method was assessed in terms of accuracy, precision, recall and F1-score. The model provided 100% classification accuracy.
乳腺癌是伊拉克妇女中最常见的癌症之一。MRI因其在诊断过程中具有较高的准确性而被广泛应用于乳腺肿瘤的检测。本文采用GLCM和CNN特征提取方法对89例乳腺MRI图像数据进行分类。对基于GLCM、CNN、GLCM与CNN相结合的四种模型进行了评价。采用统计方差分析特征选择方法减少冗余特征。将简化后的特征子集输入到CNN分类器中,得到正常或异常的乳房图像。从正确率、精密度、查全率和f1分四个方面对该方法进行评价。该模型提供了100%的分类准确率。
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引用次数: 2
Applying Deep Learning and Computer Vision Techniques for an e-Sport and Smart Coaching System Using a Multiview Dataset: Case of Shotokan Karate 将深度学习和计算机视觉技术应用于多视图数据集的电子竞技和智能教练系统:以空手道为例
Pub Date : 2022-09-14 DOI: 10.3991/ijoe.v18i12.30893
Fatima-Ezzahra Ait-Bennacer, A. Aaroud, K. Akodadi, B. Cherradi
Smart coaching and e-sport platforms have shown a great interest in the recent research studies. Through this study, we aim to globalize the practice of sport, especially Shotokan Karate, by connecting participants and coaches on an international scale through the integration of Artificial Intelligence techniques such as computer vision and deep learning, to give the possibility of carrying out national and international virtual training courses without logistical constraints. The proposed work aims to apply the latest action detection, action recognition, and action classification methods for different Karate movements using the LSTM and the ST-GCN algorithms and proposes these movements in 3D using Video Inference for Human Body Pose and Shape Estimation (VIBE). Our proper Multiview Dataset contains pose estimations of a set of basic movements captured by a karate Shotokan expert (6th DAN Black Belt) from three views (Front view, Left view, and Right view) using OpenPose and FastPose for human body keypoint detection. The current study sets out to detect, recognize, classify and score different participants' movements. We achieved greater than 96% recognition accuracy of this dataset using the LSTM algorithm, and 91.01% using the ST-GCN algorithm.
智能教练和电子竞技平台在最近的研究中表现出了极大的兴趣。通过这项研究,我们的目标是通过整合计算机视觉和深度学习等人工智能技术,将参与者和教练联系在一起,在国际范围内实现体育实践的全球化,特别是Shotokan空手道,从而使开展国内和国际虚拟培训课程成为可能,而不受后勤限制。本研究旨在利用LSTM和ST-GCN算法对不同的空手道动作应用最新的动作检测、动作识别和动作分类方法,并利用视频推断人体姿势和形状估计(VIBE)在3D中提出这些动作。我们的多视图数据集包含了一组基本动作的姿态估计,这些动作是由空手道截拳道专家(第6段黑带)从三个视图(前视图,左视图和右视图)捕获的,使用OpenPose和FastPose进行人体关键点检测。目前的研究旨在检测、识别、分类和评分不同参与者的动作。我们使用LSTM算法对该数据集的识别准确率超过96%,使用ST-GCN算法的识别准确率超过91.01%。
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引用次数: 6
Quantitative Analysis of Breast Cancer NACT Response on DCE-MRI Using Gabor Filter Derived Radiomic Features 使用Gabor滤波衍生放射学特征定量分析乳腺癌NACT在DCE-MRI上的反应
Pub Date : 2022-09-14 DOI: 10.3991/ijoe.v18i12.32501
Priscilla Dinkar Moyya, Mythili Asaithambi
In this work, an attempt has been made to quantify the treatment response due to Neoadjuvant Chemotherapy (NACT) on the publicly available QIN-Breast of TCIA database (N = 25) using Gabor filter derived radiomic features. The Gabor filter bank is constructed using 5 different scales and 7 different orientations. Different radiomic features were extracted from Gabor filtered Dynamic Contrast Enhanced Magnetic Resonance images (DCE-MRI) of patients having 3 different visits (Visit 1: before, Visit 2: after 1st cycle, and Visit 3: the last cycle of NACT). The extracted radiomic features were analyzed statistically and Area Under Receiver Operating Characteristic (AUROC) has been calculated. Results show that the Gabor derived radiomic features could differentiate the pathological differences among all three visits. Energy has shown a significant difference between all the three orientations particularly between Visits 2 & 3. However, Entropy from λ=2 and θ=300 between Visit 2 & 3, Skewness from λ=2 and θ=1200 between Visit 1 & 3 could differentiate the treatment response with high statistical significance of p=0.006 and 0.001 respectively. From the ROC analysis, the better predictors were Short Run Emphasis (SRE), Short Zone Emphasis (SZE), and Energy between Visit 1 & 3 by achieving an AUROC of 76.38%, 75.16%, and 71.10% respectively. Further, the results suggest that the radiomic features are capable of quantitatively compare the breast NACT prognosis that varies across multi-oriented Gabor filters.
在这项工作中,我们尝试使用Gabor滤波衍生的放射学特征,在公开的TCIA数据库(N = 25)中量化新辅助化疗(NACT)的治疗反应。Gabor滤波器组使用5个不同的尺度和7个不同的方向构建。从3次不同就诊(第1次就诊前、第2次就诊后、第3次就诊后)患者的Gabor滤波动态对比增强磁共振图像(DCE-MRI)中提取不同的放射学特征。对提取的辐射特征进行了统计分析,并计算了接收机工作特性下面积(AUROC)。结果表明,Gabor衍生放射学特征可以区分三次就诊的病理差异。能量在所有三个方向之间表现出显著差异,特别是在访问2和3之间。然而,访问2和3之间λ=2和θ=300的熵,访问1和3之间λ=2和θ=1200的偏度可以区分治疗反应,p=0.006和0.001具有很高的统计学意义。从ROC分析来看,较好的预测因子是短期重点(SRE)、短区域重点(SZE)和访问1和3之间的能量,AUROC分别为76.38%、75.16%和71.10%。此外,结果表明放射学特征能够定量地比较乳腺NACT预后在多定向Gabor滤波器中的差异。
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引用次数: 0
Systematic Literature Review on Convolutional Neural Networks for Vascular Surgeries 卷积神经网络在血管手术中的系统文献综述
Pub Date : 2022-09-14 DOI: 10.3991/ijoe.v18i12.31535
Javier Arturo Gamboa Cruzado, Michelle Rojas-Morales, Jefferson López-Goycochea, Enrique Edgardo Condor Tinoco, Guillermo Paucar-Carlos, Anibal Sifuentes Damián
Everyday thousands of cardiac surgeries are performed worldwide. This article reviews numerous studies on the use of Convolutional Neural Networks and their impact on vascular surgery. The development of computer systems supported by convolutional neural networks that contribute to vascular surgeries represents an important deviation from traditional approaches to the performance of surgical interventions, either through computed tomography verification or the method in which a surgeon ceases to participate in this type of surgical interventions. A systematic literature review (SLR) regarding convolutional neural networks for use in vascular surgeries was conducted for research from 2016 to 2021. The search strategy identified 15,505 papers from various search sources such as ACM Digital Library, EBSCOhost, Google Scholar, IEEE Xplore, MDPI, Microsoft Academic, ProQuest, ScienceDirect, Scopus, Springer, Web of Science, and Wiley Online Library, from which only 70 papers were considered (selected) based on exclusion criteria. The SLR focused on recent studies on convolutional neural networks where their use in vascular surgeries has been identified. This SLR provides readers with a mapping of all identified findings, making a comparison by relevance in regard to their own settings and possible scenarios. Therefore, it is hoped that this research will help other researchers to understand the current status of Convolutional Neural Networks and their application in Vascular Surgeries.
每天全世界都要进行成千上万的心脏手术。本文综述了卷积神经网络的应用及其在血管手术中的影响。由卷积神经网络支持的计算机系统的发展有助于血管手术,这代表了传统的手术干预方法的重要偏离,无论是通过计算机断层扫描验证还是外科医生停止参与这种类型的手术干预的方法。2016 - 2021年对卷积神经网络在血管手术中的应用进行了系统文献综述(SLR)。检索策略从ACM Digital Library、EBSCOhost、Google Scholar、IEEE Xplore、MDPI、Microsoft Academic、ProQuest、ScienceDirect、Scopus、Springer、Web of Science和Wiley Online Library等各种检索源中确定了15505篇论文,其中根据排除标准只有70篇论文被考虑(选择)。SLR关注卷积神经网络的最新研究,其中卷积神经网络在血管手术中的应用已经确定。这台单反相机为读者提供了所有已识别的发现的地图,根据他们自己的设置和可能的情况,通过相关性进行比较。因此,希望本研究能够帮助其他研究者了解卷积神经网络的现状及其在血管外科中的应用。
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引用次数: 0
Formation of Programming Skills among Students of Scientific, Technical and Natural Science Areas of Training Using the Arduino Platform 利用Arduino平台训练科学、技术和自然科学领域学生编程技能的形成
Pub Date : 2022-09-14 DOI: 10.3991/ijoe.v18i12.32409
V. Ďuriš, Lidia N. Vasileva, S. Chumarov, T. Lengyelfalusy
The problem of improving the educational process of students of scientific, technical and natural science areas of training is one of the relevant aspects of modern pedagogical research. During training, it is necessary to apply new approaches, educational technologies and techniques in order to prepare graduates who are able to independently solve complex scientific, technical and engineering design tasks in the process of modern production. Programming is a universal tool for modeling objects and processes, as well as a powerful tool in developing the thinking of students of scientific, technical and natural science fields of training. The article discusses the issues of formation of programming skills of students based on the use of the Arduino platform. The professional standards are analyzed, the main contradictions of the existing system of training future bachelors in the field of radio electronics and control systems are revealed. The method of organizing effective programming training based on the use of the Arduino platform is presented. The criteria and indicators of the levels of competence formation are given. The results of an experiment on the implementation of the described methodology of teaching programming on the basis of the I.N. Ulyanov Chuvash State University are shown. Using the chi-square criterion, statistical processing of the results of a pedagogical experiment was performed, which convincingly proves that when using the Arduino platform, most students have reached high and advanced levels of programming skills formation.
提高科学、技术和自然科学领域培养学生的教育过程是现代教育学研究的相关方面之一。在培训过程中,需要应用新的方法、教育技术和技术,以培养能够独立解决现代生产过程中复杂的科学、技术和工程设计任务的毕业生。编程是对对象和过程进行建模的通用工具,也是培养科学、技术和自然科学领域学生思维的有力工具。本文讨论了基于Arduino平台的学生编程技能的形成问题。分析了无线电电子与控制系统领域未来本科人才培养的专业标准,揭示了现有体制的主要矛盾。提出了利用Arduino平台组织有效编程训练的方法。给出了能力形成水平的标准和指标。本文给出了在乌里扬诺夫楚瓦什国立大学实施所述编程教学方法的实验结果。利用卡方准则对一个教学实验的结果进行统计处理,令人信服地证明,在使用Arduino平台时,大多数学生已经达到了较高和高级的编程技能形成水平。
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引用次数: 1
Secure Chaos of 5G Wireless Communication System Based on IOT Applications 基于物联网应用的5G无线通信系统安全混沌
Pub Date : 2022-09-14 DOI: 10.3991/ijoe.v18i12.33817
H. Alrikabi, H. Hazim
This research is aimed at planning the manner in which the secure 5G communication can be controlled based on traffic floods. To accomplish excellent administration execution of organization observing and 5G directing calculation is inescapable, dynamic steering in actual organization equipment isn't reasonable for practical plans of action. Accordingly, to bring down functional and capital consumption, we propose a strategy called versatile steering made do with the help of 5G (Quality of Service and MANET (Mobile specially appointed Network). A practical 5G steering model which will help with fulfilling the needs of the customers and simultaneously gives huge investment funds in item cost and convenience was presented in this paper. To perform versatile 5G steering, we planned geography in a virtualized climate. We customized CHAOS for network traffic flood the board which goes about as a consistent northward API in 5G directing. Network traffic is infused dynamically from 1MB up to 10MB (connect b/w) in a progressive way for similar organization traffic with 10 organization occurrences. In conclusion, we performed versatile 5G steering applying the control hypothetical method with the assistance of CHAOS and MANET calculations. By looking at two directing situations, we noticed a prominent distinction in throughput for controlling organization traffic application in MANETs. Network traffic flood data is refreshed after clockwork.
该研究旨在规划基于流量泛滥的5G安全通信控制方式。为了实现组织观察和5G指挥计算的卓越管理执行是不可避免的,实际组织设备的动态转向对于实际行动计划来说是不合理的。因此,为了降低功能和资本消耗,我们提出了一种称为多功能转向的策略,该策略借助5G(服务质量和MANET(移动专用网络))。本文提出了一种实用的5G转向模型,该模型将有助于满足客户的需求,同时在项目成本和便利性方面提供巨大的投资资金。为了实现多功能5G导航,我们在虚拟化环境中规划了地理位置。我们为网络流量泛滥定制了CHAOS,该板在5G定向中作为一致的北向API。对于具有10个组织的类似组织流量,以渐进的方式动态注入从1MB到10MB(连接b/w)的网络流量。总之,我们在CHAOS和MANET计算的帮助下,应用控制假设方法进行了多功能5G转向。通过观察两种定向情况,我们注意到在manet中控制组织流量应用的吞吐量有显著区别。网络流量泛滥数据定时刷新。
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引用次数: 21
The Added Value of Integrating the Electronics Workbench Simulator in the Teaching of Electrical Concepts to Moroccan High School Students 集成电子工作台模拟器在摩洛哥高中电工概念教学中的附加价值
Pub Date : 2022-09-14 DOI: 10.3991/ijoe.v18i12.30743
Adil Hamamous, N. Benjelloun
In this paper, we are interested in the study of the use of the Electronics Workbench (EWB) simulator in the study of amplitude modulation and demodulation. We conducted a study with 50 Moroccan students in the second year of the scientific baccalaureate option physical sciences at the high school Abdellah Laroui of the city of Fez. Using the pre-test and post-test methodology with an experimental group (25 students) and a control group (25 students). The results of the two groups are analyzed using the student t-test. The results obtained in the post-test show that the average of the test administered to both groups, control (MG-Con) and experimental (MG-Exp), found a non-significant difference (MG-Exp - MG-Con = 15,36- 15,08 = 0,28 > 0. In addition, using interviews, we asked students and teachers to give their opinions on questions about the use of the Electronics Workbench (EWB) simulator in learning. The results obtained show that the laboratory experiments cannot replace the simulator (EWB) which can be used as an alternative pedagogical means to help students understand the concepts in electricity.
在本文中,我们对电子工作台(EWB)模拟器在调幅和解调研究中的应用感兴趣。我们对50名摩洛哥学生进行了一项研究,这些学生在非斯市的Abdellah Laroui高中攻读物理科学学士学位课程的第二年。采用前测和后测方法,实验组(25名学生)和对照组(25名学生)。使用学生t检验对两组结果进行分析。后测结果显示,对照组(MG-Con)和实验组(MG-Exp)的平均得分差异不显著(MG-Exp - MG-Con = 15、36- 15、08 = 0、28 > 0)。此外,通过访谈,我们要求学生和老师就电子工作台(EWB)模拟器在学习中使用的问题发表意见。实验结果表明,实验室实验不能取代模拟器(EWB),它可以作为一种替代的教学手段来帮助学生理解电学概念。
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引用次数: 0
Bio-FET Sensor Interface Module for COVID-19 Monitoring Using IoT 基于物联网的新型冠状病毒监测生物fet传感器接口模块
Pub Date : 2022-09-14 DOI: 10.3991/ijoe.v18i12.31877
Govind Maniam, J. Sampe, R. Jaafar, A. A. Hamzah, N. M. Zin
Rapid transmission of the coronavirus disease via droplets and particles has led to a global pandemic. Expeditious detection of SARS-Cov-2 RNA in the environment is attainable by using Bio-FET sensors. This work proposes a Bio-FET sensor interface module with IoT implementation to amplify signals from a Bio-FET for SARS-Cov-2 detection and monitoring. The sensor interface module was programmed to read the signals using a micro-controller and process information to determine the presence of SARS-Cov-2. The proposed Bio-FET sensor interface module was also set to transmit data to the Cloud via W-Fi to be stored and displayed on a dashboard. The prototype Bio-FET sensor interface module was simulated in PSpice for signal amplification, and hardware implementation has been done by using low-cost components for data transmission to the Cloud. The hardware consists of an AD620 instrumentation amplifier module, voltage sensor module, Neo-6m GPS sensor module, an OLED display, and an ESP8266-32 bit micro-controller. The results of both the simulation and the hardware implementation are similar. The emulated negative and positive Bio-FET signal outputs were successfully amplified from 15.9mV and 45.8mV to 1.59V and 4.58V, respectively, using an AD620 instrumentation amplifier. The gathered location, time, date, output voltage, and SARS-Cov-2 presence results were successfully stored and displayed on the Cloud dashboard. 
冠状病毒通过飞沫和颗粒的快速传播已导致全球大流行。利用生物场效应晶体管传感器可以在环境中快速检测SARS-Cov-2 RNA。本工作提出了一种具有物联网实现的Bio-FET传感器接口模块,用于放大来自Bio-FET的信号,用于SARS-Cov-2检测和监测。对传感器接口模块进行编程,使用微控制器读取信号并处理信息,以确定是否存在SARS-Cov-2。拟议的Bio-FET传感器接口模块也被设置为通过wi - fi将数据传输到云端,然后存储并显示在仪表板上。在PSpice中对原型生物场效应晶体管传感器接口模块进行了信号放大仿真,并通过使用低成本组件将数据传输到云端完成了硬件实现。硬件由AD620仪表放大器模块、电压传感器模块、Neo-6m GPS传感器模块、OLED显示屏和ESP8266-32位微控制器组成。仿真结果与硬件实现结果相似。利用AD620仪表放大器成功地将模拟的负、正Bio-FET信号输出分别从15.9mV和45.8mV放大到1.59V和4.58V。收集的位置、时间、日期、输出电压和SARS-Cov-2存在结果已成功存储并显示在Cloud仪表板上。
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引用次数: 1
Blockchain as a Learning Management System for Laboratories 4.0 区块链作为实验室学习管理系统4.0
Pub Date : 2022-09-14 DOI: 10.3991/ijoe.v18i12.33515
A. Y. Al-Zoubi, M. Dmour, R. Aldmour
Remote laboratories have been developed at many universities worldwide to provide students with access to apparatus and experiments via the Internet around the clock, thus giving partner institutions the opportunity to share resources, expensive equipment and specialized laboratories, whether within a single country or at regional and international levels. Universities usually implement learning management systems (LMS) such as Moodle and Blackboard to enable students to interact, carry out learning activities and access remote labs. However, remote labs generate enormous amounts of data, which is stored, processed, analyzed, and accessed using centralized systems that lack transparency, traceability, security features, trustworthiness, and reliability. In addition, they are vulnerable to the single point of failure problem due to centralization. The application of blockchain technology in remote labs is proposed as a promising solution for future online learning as it combines a new pedagogical approach with various state-of-the-art technologies in an era that embraces Education 4.0 as the education norm. Furthermore, a novel blockchain-based framework for remote labs allows data streaming and transfer in a decentralized, transparent, traceable, reliable, secure, and trustful manner, where only authorized peers can join or access the network, thereby providing privacy of students’ data files and reports. An initial pilot of an Ethereum-based remote lab show promising result for effective management of online experiments, originally hosted in a Moodle LMS.
世界各地的许多大学都建立了远程实验室,使学生可以通过互联网全天候使用仪器和实验,从而使伙伴机构有机会在一个国家内或在区域和国际一级共享资源、昂贵的设备和专门的实验室。大学通常实施学习管理系统(LMS),如Moodle和Blackboard,使学生能够互动,开展学习活动和访问远程实验室。然而,远程实验室产生了大量的数据,这些数据被存储、处理、分析和访问,使用的是缺乏透明度、可追溯性、安全特性、可信度和可靠性的集中式系统。此外,由于集中化,它们容易出现单点故障问题。区块链技术在远程实验室的应用被认为是未来在线学习的一个有前途的解决方案,因为它将新的教学方法与各种最先进的技术结合在一起,以教育4.0为教育规范。此外,基于区块链的新型远程实验室框架允许以分散、透明、可追溯、可靠、安全和可信的方式进行数据流和传输,只有授权的对等方才能加入或访问网络,从而提供学生数据文件和报告的隐私。基于以太坊的远程实验室的初步试点显示了有效管理在线实验的有希望的结果,最初托管在Moodle LMS中。
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引用次数: 3
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Int. J. Online Biomed. Eng.
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