International journal of engineering research and technology最新文献_第9页

Method for Developing Unique Database Identifiers 开发唯一数据库标识符的方法

International journal of engineering research and technology Pub Date : 2020-11-30 DOI: 10.37624/IJERT/13.11.2020.3564-3567

L. Galiullin, R. Valiev

引用次数: 0

On Screen Display Module 屏幕显示模块

International journal of engineering research and technology Pub Date : 2020-11-30 DOI: 10.37624/IJERT/13.11.2020.3367-3371

E. Casallas, Luis Alberto Jaime Hernández, Cristian Ancizar Bermúdez Bello

引用次数: 0

Perspective Evaluation of a Poultry-Breeding Enterprise Financial Resources Based on Seasonal Decomposition 基于季节分解的某家禽养殖企业财务资源前景评价

International journal of engineering research and technology Pub Date : 2020-11-30 DOI: 10.37624/IJERT/13.11.2020.3568-3574

Kadochnikova E.I., Sungatullina L.B., Agzamova R. R., Abduazizova G. Sh

引用次数: 0

GAN based Augmentation for Improving Anomaly Detection Accuracy in Host-based Intrusion Detection Systems 基于GAN增强的主机入侵检测系统异常检测精度提高

International journal of engineering research and technology Pub Date : 2020-11-30 DOI: 10.37624/IJERT/13.11.2020.3987-3996

Kangseok Kim

{"title":"GAN based Augmentation for Improving Anomaly Detection Accuracy in Host-based Intrusion Detection Systems","authors":"Kangseok Kim","doi":"10.37624/IJERT/13.11.2020.3987-3996","DOIUrl":"https://doi.org/10.37624/IJERT/13.11.2020.3987-3996","url":null,"abstract":"This study proposes a methodology for anomaly detection in HIDS using supervised and semi-supervised anomaly detection approaches by applying GAN (Generative Adversarial Network) based data augmentation. An anomaly-based intrusion detection system detects abnormal patterns based on deviations from expected normal behaviors; however, such a system has a low detection rate. Also a detection accuracy may vary depending on whether abnormal samples are used during learning. Moreover, it may vary according to the degree of class imbalance that means the imbalance of data class distributions. To avoid the problem and to enhance the low predictive accuracy, it might need to augment minority datasets through the creation of new samples. Therefore, recently, some of existing studies have involved the development of intrusion detection models using machine/deep learning algorithms to overcome the limitations of existing anomaly-based intrusion detection methodologies and to avoid class imbalance problems. In a similar vein, this study proposes a method for improving classification performance of normal and abnormal data in anomaly-based intrusion detection systems by applying data augmentation using GAN. To verify the effectiveness of the proposed anomaly detection method, we use the ADFA-LD Dataset which consists of system call traces for attacks on the latest operating systems. Experiments were performed using SVM (Support Vector Machine) and CNN (Convolution Neural Network) for classification, and GAN and SMOTE for data augmentation, respectively. The experimental results indicated that GAN based approach provides a slightly more reliable way of working with data augmentation than SMOTE. In addition, it was confirmed based on the experimental results that the classification performance can be improved as the number of samples belonging to each imbalanced class increases.","PeriodicalId":14123,"journal":{"name":"International journal of engineering research and technology","volume":"69 1","pages":"3987"},"PeriodicalIF":0.0,"publicationDate":"2020-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85593148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 8

Optimal Designing of the Rod Structure 连杆结构的优化设计

International journal of engineering research and technology Pub Date : 2020-11-30 DOI: 10.37624/IJERT/13.11.2020.3757-3760

S. Klyuev, A. Klyuev, N. I. Petrov, V V Promahov, V. Klimenko

引用次数: 3

Behavior of Precast Reinforced Concrete Beam-Column Connection by Double Straight Notch Models under Lateral Cyclic Loading 横向循环荷载作用下钢筋混凝土预制梁柱连接的双直槽口模型研究

International journal of engineering research and technology Pub Date : 2020-11-30 DOI: 10.37624/IJERT/13.11.2020.3222-3229

R. Simbolon, H. Parung, R. Irmawaty, A. Amiruddin

{"title":"Behavior of Precast Reinforced Concrete Beam-Column Connection by Double Straight Notch Models under Lateral Cyclic Loading","authors":"R. Simbolon, H. Parung, R. Irmawaty, A. Amiruddin","doi":"10.37624/IJERT/13.11.2020.3222-3229","DOIUrl":"https://doi.org/10.37624/IJERT/13.11.2020.3222-3229","url":null,"abstract":"The connection in precast concrete structures is an attenuation especially against the lateral forces due to the earthquake. This research is an experimental study in a laboratory with full scale, investigates the performance of two types of momentresisting connections, and compare to monolithic type, on the connection of precast beam-column, subjected to cyclic lateral load. The connection performance was evaluated including strength, deformation ductility, stiffness, crack pattern, failure mode, and energy absorption rate. The experimental results show that the failure of all specimens is considered a bending failure, which indicates that most of the cracks are oblique perpendicular to the direction of loading. It was found that the monolithic type performed more satisfactorily on strength than the two types of connection, due to its higher bending strength capacity. However, the STR-2 type is better able to absorb energy and has the lowest reduction in stiffness. Based on the acceptance criteria of ACI 374.1-05 and SNI 7834;2012, the test results show that both types of precast connections generally meet the requirements as moment-resistant precast concrete beam-column connections and can be used in precast concrete buildings with the highest earthquake risk level in Indonesia.","PeriodicalId":14123,"journal":{"name":"International journal of engineering research and technology","volume":"14 1","pages":"3222"},"PeriodicalIF":0.0,"publicationDate":"2020-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80138637","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Method for Optimal Route 最优路线方法

International journal of engineering research and technology Pub Date : 2020-11-30 DOI: 10.37624/IJERT/13.11.2020.3546-3550

A. Iliukhin, L. Galiullin

{"title":"Method for Optimal Route","authors":"A. Iliukhin, L. Galiullin","doi":"10.37624/IJERT/13.11.2020.3546-3550","DOIUrl":"https://doi.org/10.37624/IJERT/13.11.2020.3546-3550","url":null,"abstract":"Describes the work on modern scientific achievements in graph theory, studying the developed algorithms, comparing their advantages and disadvantages, the reason for choosing the Ford-Bellman algorithm as a tool for solving the problem. The principle of the Ford-Bellman Algorithm and its structure were also described. The works on designing the architecture of Ford-Bellman algorithms in C # language, designing a class hierarchy for geometric objects modeling graphs, designing a model that implements threedimensional geometric space were described. The architecture of the graphical interface and the hierarchy of its classes were also described. The paper describes the implementation of the model, which searches for the shortest route between any two points of the graph, the implementation of the graphical interface through which the algorithm is controlled. As a result of the work, the design and development of the application for finding the shortest route in a weighted connected pseudograph was carried out. The algorithm has been tested. The algorithm works and successfully performs the task. The algorithm was encapsulated and allocated to a separate class library, which makes it possible to use it in many other projects of different industries. It can be used for engineering calculations in which the problem can be represented as a graph; in tasks where it is necessary to find the shortest path from one point to another; in robotics and systems with artificial intelligence.","PeriodicalId":14123,"journal":{"name":"International journal of engineering research and technology","volume":"5 5 1","pages":"3546"},"PeriodicalIF":0.0,"publicationDate":"2020-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83155178","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Investigation of Mechanical Behaviour of Laser Welded Butt Joint of Transformed Induced Plasticity (TRIP) Steel with effect Laser Incident Angle 影响激光入射角的相变诱导塑性(TRIP)钢激光焊接对接接头力学行为研究

International journal of engineering research and technology Pub Date : 2020-11-30 DOI: 10.37624/IJERT/13.11.2020.3398-3403

S KhotRahul, T. Venkateswararao

引用次数: 2

Opportunities for Higher Education of Artificial Intelligence in Korea 韩国高等人工智能教育的机遇

International journal of engineering research and technology Pub Date : 2020-11-30 DOI: 10.37624/IJERT/13.11.2020.3428-3430

Ki-Seok Choi

引用次数: 1

State of Health Monitoring of a Battery Module Using Multilayer Neural Network and Internal Resistance 基于多层神经网络和内阻的电池模块健康监测

International journal of engineering research and technology Pub Date : 2020-11-30 DOI: 10.37624/IJERT/13.11.2020.3240-3246

Jong-Hyun Lee, Hyun-Sil Kim, Insoo Lee

引用次数: 0