Journal of Advances in Information Technology最新文献_第6页

Advanced Real Time Embedded Book Braille System 先进的实时嵌入式图书盲文系统

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Journal of Advances in Information Technology Pub Date : 2023-01-01 DOI: 10.12720/jait.14.3.510-517

Vasile Dan, I. Nascu, S. Folea

引用次数: 0

Recommendation System of Food Package Using Apriori and FP-Growth Data Mining Methods 基于Apriori和FP-Growth数据挖掘的食品包装推荐系统

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Journal of Advances in Information Technology Pub Date : 2023-01-01 DOI: 10.12720/jait.14.3.454-462

Christofer Satria, Anthony Anggrawan, Mayadi

{"title":"Recommendation System of Food Package Using Apriori and FP-Growth Data Mining Methods","authors":"Christofer Satria, Anthony Anggrawan, Mayadi","doi":"10.12720/jait.14.3.454-462","DOIUrl":"https://doi.org/10.12720/jait.14.3.454-462","url":null,"abstract":"— Currently, the famous restaurant visited by many people is a roadside stall. Generally, the roadside stall sells multiple kinds of food, drink, and snacks. The problem is that roadside stalls have difficulty determining what food items are best-selling to be used as menu packages of choice from almost hundreds of menu items. That is why it needs data mining of roadside stall sales data to explore correlation information and sales transaction patterns for food items that most often become food pairs sold. Therefore, this study aims to analyze the frequency of the most item sets from data sales in food stalls using the Frequent Pattern Growth (FP-Growth) and Apriori data mining methods to recommend which foods/beverages are the best-selling menu packages. The research and development results show that with 980 transaction data with a minimum support value of 20% and a trust value of at least 50% for FP-Growth, it produces eight valid rules. For Apriori, it has five valid rules as a menu package recommendation. The results of the sales trial of the recommended menu package for two months showed that the total sales increased significantly up to 2.37 times greater than the previous sales .","PeriodicalId":36452,"journal":{"name":"Journal of Advances in Information Technology","volume":"1 1","pages":""},"PeriodicalIF":1.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66331489","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: 1

Automated Resource Management System Based upon Container Orchestration Tools Comparison 基于容器编排工具比较的自动化资源管理系统

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Journal of Advances in Information Technology Pub Date : 2023-01-01 DOI: 10.12720/jait.14.3.501-509

B. Purahong, J. Sithiyopasakul, P. Sithiyopasakul, A. Lasakul, C. Benjangkaprasert

{"title":"Automated Resource Management System Based upon Container Orchestration Tools Comparison","authors":"B. Purahong, J. Sithiyopasakul, P. Sithiyopasakul, A. Lasakul, C. Benjangkaprasert","doi":"10.12720/jait.14.3.501-509","DOIUrl":"https://doi.org/10.12720/jait.14.3.501-509","url":null,"abstract":"—The goal of this article is to study and analyze the container orchestration technology Kubernetes, Docker Swarm, and Apache Mesos by performing performance evaluations and inspecting how many requests and responses the server can handle. Due to the fact that managing information system resources is a challenge in terms of performance, usability, reliability, and the cost of information resources. Some orchestration tools cannot automatically allocate resources depending on the scope of the information system resource management. This leads to allocating resources more than the needs of system requirements, resulting in excessive costs. Therefore, this article proposed testing the system by measuring its effectiveness using a structured process by examining measurement variables such as the number of requests per second, number of responses to requests, and resource extension period using all three-orchestration technology. From the testing and analysis of all three variables as mentioned, it is possible to know the efficiency of the Kubernetes technology in such a similar environment and compared it with other orchestration tools like Docker Swarm and Apache Mesos orchestrator. For Kubernetes, Docker Swarm, and Apache Mesos, the mean value of its handling average request per minute is 30,677.25/min, 33,688.67/min, and 29,682.6/min, respectively. Swarm performed better in aspects of handling requests per minute by 9.35% of the difference when compared to Kubernetes and by 12.64% when compared to Apache Mesos. However, there are several things which should be taken into consideration because each orchestration tool has its own strong and weak points. The testing experiment could display a piece of information on the dashboard for visualization and analytic purposes and there is an elaboration at the end of when to use which container orchestration tool to suit the business proposes the most .","PeriodicalId":36452,"journal":{"name":"Journal of Advances in Information Technology","volume":"1 1","pages":""},"PeriodicalIF":1.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66331597","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

A Literature Review on the Pervasiveness of Ransomware Threats and Attacks in the Philippines 菲律宾勒索软件威胁和攻击的普遍性的文献综述

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Journal of Advances in Information Technology Pub Date : 2023-01-01 DOI: 10.12720/jait.14.4.630-638

E. Blancaflor, Joselito Lizer C. Daluz, Roduel Adrian G. Garcia, Nathan Gadiel S. Monton, Jhoana Marie S. Vergara

引用次数: 0

HASumRuNNer: An Extractive Text Summarization Optimization Model Based on a Gradient-Based Algorithm 基于梯度算法的提取文本摘要优化模型HASumRuNNer

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Journal of Advances in Information Technology Pub Date : 2023-01-01 DOI: 10.12720/jait.14.4.656-667

Muljono, M. Nababan, R. A. Nugroho, Kevin Djajadinata

{"title":"HASumRuNNer: An Extractive Text Summarization Optimization Model Based on a Gradient-Based Algorithm","authors":"Muljono, M. Nababan, R. A. Nugroho, Kevin Djajadinata","doi":"10.12720/jait.14.4.656-667","DOIUrl":"https://doi.org/10.12720/jait.14.4.656-667","url":null,"abstract":"—This article is based on text summarization research model, also referred to as “text summarization”, which is the act of summarizing materials in a way that directly communicates the intent or message of a document. Hierarchical Attention SumRuNNer (HASumRuNNer), an extractive text summary model based on the Indonesian language is the text summary model suggested in this study. This is a novelty for the extractive text summary model based on the Indonesian language, as there is currently very few related research, both in terms of the approach and dataset. Three primary methods—BiGRU, CharCNN, and hierarchical attention mechanisms—were used to create the model for this study. The optimization in this suggested model is likewise carried out using a variety of gradient-based methods, and the ROUGE-N approach is used to assess the outcomes of text synthesis. The test results demonstrate that Adam’s gradient-based approach is the most effective for extracting text summarization using the HASumRuNNer model. As can be seen, the values of RED-1 (70.7), RED-2 (64.33), and RED-L (68.14) are greater than those of other methods employed as references. The approach used in the suggested HASumRuNNer Model, which combines BiGRU with CharCNN, can result in more accurate word and sentence representations at word and sentence levels. Additionally, the word and sentence-level hierarchical attention mechanisms aid in preventing the loss of information on each word in documents that are typically brought on by the length of the input model word or sentence.","PeriodicalId":36452,"journal":{"name":"Journal of Advances in Information Technology","volume":"1 1","pages":""},"PeriodicalIF":1.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66332757","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

Comparison of Shoulder Range of Motion Evaluation by Traditional and Semi-Automatic Methods 传统方法与半自动方法肩关节活动度评估的比较

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Journal of Advances in Information Technology Pub Date : 2023-01-01 DOI: 10.12720/jait.14.4.749-757

Sonia C Mantilla, C. Peña, G. G. Moreno

引用次数: 0

Authentication and Role-Based Authorization in Microservice Architecture: A Generic Performance-Centric Design 微服务架构中的身份验证和基于角色的授权:通用的以性能为中心的设计

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Journal of Advances in Information Technology Pub Date : 2023-01-01 DOI: 10.12720/jait.14.4.758-768

Randa Ahmad Al-Wadi, Adi Maaita

{"title":"Authentication and Role-Based Authorization in Microservice Architecture: A Generic Performance-Centric Design","authors":"Randa Ahmad Al-Wadi, Adi Maaita","doi":"10.12720/jait.14.4.758-768","DOIUrl":"https://doi.org/10.12720/jait.14.4.758-768","url":null,"abstract":"—In a microservice-based system, each microservice is a stand-alone application that may be targeted individually to obtain unauthorized access. Consequently, it is necessary to include authentication and authorization features. However, a set of related design decisions needs to be taken in a way that accommodates the scale of a developed system. To illustrate, a user may be authenticated depending on a password and authorized based on roles. In such a case, one integrated authentication and role-based authorization microservice can be added. Besides, the Application Programming Interfaces (APIs) that are associated with roles may be hard-coded as static API-level role authorization checks. Nevertheless, static relation between roles and APIs hinders the ease of modification of their associations when a massive number of APIs exist in a microservice system. To transform the relation into dynamic relation, this paper presents a generic microservice-based architectural design with a separate role-based authorization microservice that contains role/API database records. Moreover, it shows experimentation for performance optimization that was carried out on authentication and role-based authorization databases to utilize the suggested architectural design. The obtained results of password-based authentication encouraged employing not only Structured Query Language (NoSQL) databases with small microservice-based systems, which deal with 1500 users or less while employing Structured Query Language (SQL) databases with medium to large systems. Furthermore, the results indicated that there is no difference between the two database types in the role-based authorization process for all API-based system scale levels.","PeriodicalId":36452,"journal":{"name":"Journal of Advances in Information Technology","volume":"1 1","pages":""},"PeriodicalIF":1.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66333388","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

Linguistic Driven Feature Selection for Text Classification as Stop Word Replacement 基于语言驱动特征选择的停止词替换文本分类

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Journal of Advances in Information Technology Pub Date : 2023-01-01 DOI: 10.12720/jait.14.4.796-802

Daniela M. Schönle, Christoph Reich, D. Abdeslam

引用次数: 0

Emergency Automobile Data Transmission with Ant Colony Optimization (ACO) 基于蚁群算法的应急汽车数据传输

Journal of Advances in Information Technology Pub Date : 2023-01-01 DOI: 10.12720/jait.14.5.1003-1011

Chetana Hemant Nemade, Uma Pujeri

{"title":"Emergency Automobile Data Transmission with Ant Colony Optimization (ACO)","authors":"Chetana Hemant Nemade, Uma Pujeri","doi":"10.12720/jait.14.5.1003-1011","DOIUrl":"https://doi.org/10.12720/jait.14.5.1003-1011","url":null,"abstract":"—Vehicular Adhoc Networks (VANET) have grown in popularity recently. Several analytical challenges must address to build VANETs that improve driver assistance, safety, and traffic management. Another big problem is the development of expandable route findings that can assess fast topography variations and numerous network detachments brought on through excellent vehicle quality. This paper will first discuss extensive technological investigations comprising and defects of the current progressive routing algorithms. Then, author suggests an entirely original routing theme called Emergency Data Transmission using ACO (EDTA). Design this protocol to use any freeway the ambulance driver has access to or any less-traveled paths with the least amount of communication overhead and delay and the highest amount of communication throughput. The patients received treatment more promptly since the driver was alerted earlier. Author developed a novel fitness function for the Ant Colony Optimization (ACO) that concentrates on two crucial vehicle parameters: current travel speed and data/network congestion. The ACO is used to optimize to identify a more stable and reliable channel that enables rapid communication between vehicles. The performance of this protocol will compare to that of a state-of-the-art protocol in conclusion with “average throughput”, “packet delivery ratio”, “communication overhead”","PeriodicalId":36452,"journal":{"name":"Journal of Advances in Information Technology","volume":"120 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136202333","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

Secure and Smart Teleradiology Framework Integrated with Technology-Based Fault Detection (CVT-FD) 集成基于技术的故障检测(CVT-FD)的安全智能远程放射学框架

Journal of Advances in Information Technology Pub Date : 2023-01-01 DOI: 10.12720/jait.14.5.941-949

Mustafa Sabah Mustafa, Mohammed Hasan Ali, Mustafa Musa Jaber, Amjad Rehman Khan, Narmine ElHakim, Tanzila Saba

{"title":"Secure and Smart Teleradiology Framework Integrated with Technology-Based Fault Detection (CVT-FD)","authors":"Mustafa Sabah Mustafa, Mohammed Hasan Ali, Mustafa Musa Jaber, Amjad Rehman Khan, Narmine ElHakim, Tanzila Saba","doi":"10.12720/jait.14.5.941-949","DOIUrl":"https://doi.org/10.12720/jait.14.5.941-949","url":null,"abstract":"—The healthcare sector has used cyber-physical systems to provide high-quality patient treatment. Many attack surfaces need sophisticated security solutions because of the wide range of medical devices, mobile devices, and body sensor nodes. Cyber-physical systems have various processing technologies, which means these technical methods are as varied. To reduce fraud and medical mistakes, restricted access to these data and fault authentication must be implemented. Because these procedures require information management about problem identification and diagnosis at a complex level distinct from technology, existing technologies must be better suited. This paper suggests a Computer Vision Technology-based Fault Detection (CVT-FD) framework for securely sharing healthcare data. When utilizing a trusted device like a mobile phone, end-users can rest assured that their data is secure. Cyber-attack behaviour can be predicted using an Artificial Neural Network (ANN), and analyzing this data can assist healthcare professionals in making decisions. The experimental findings show that the model outperforms current detection accuracy (98.3%), energy consumption (97.2%), attack prediction (96.6%), efficiency (97.9%), and delay ratios (35.6%) over existing approaches.","PeriodicalId":36452,"journal":{"name":"Journal of Advances in Information Technology","volume":"118 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135649641","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