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2019 International Conference on Information Technologies (InfoTech)最新文献

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Hierarchical Machine Learning for IoT Anomaly Detection in SDN SDN中物联网异常检测的分层机器学习
2019 International Conference on Information Technologies (InfoTech) Pub Date : 2019-10-07 DOI: 10.1109/InfoTech.2019.8860878
Perekebode Amangele, M. Reed, M. Al-Naday, N. Thomos, M. Nowak
{"title":"Hierarchical Machine Learning for IoT Anomaly Detection in SDN","authors":"Perekebode Amangele, M. Reed, M. Al-Naday, N. Thomos, M. Nowak","doi":"10.1109/InfoTech.2019.8860878","DOIUrl":"https://doi.org/10.1109/InfoTech.2019.8860878","url":null,"abstract":"The Internet of Things is a fast emerging technology, however, there have been a significant number of security challenges that have hindered its adoption. This work explores the use of machine learning methods for anomaly detection in network traffic of an IoT network that is connected through a Software Defined Network (SDN). The use of SDN allows a hierarchical approach to machine learning with the aim of reducing the packet level processing of anomaly detection at the edge through applying additional, centralized, machine learning in the SDN controller. For the sake of evaluation, we compare several supervised classification algorithms using a publicly available dataset. The results support a decision-tree based approach and show that the proposed solution promises a considerable reduction in the per-packet processing at the network edge compared to a single stage classifier.","PeriodicalId":179336,"journal":{"name":"2019 International Conference on Information Technologies (InfoTech)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121347128","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: 21
Transient in the Software Systems. Untraditional Approach to Software Reliability 软件系统中的瞬态。软件可靠性的非传统方法
2019 International Conference on Information Technologies (InfoTech) Pub Date : 2019-09-01 DOI: 10.1109/InfoTech.2019.8860879
D. Maevsky, Elena Maevskaya, Andriy Bojko, O. Besarab
{"title":"Transient in the Software Systems. Untraditional Approach to Software Reliability","authors":"D. Maevsky, Elena Maevskaya, Andriy Bojko, O. Besarab","doi":"10.1109/InfoTech.2019.8860879","DOIUrl":"https://doi.org/10.1109/InfoTech.2019.8860879","url":null,"abstract":"This article is a continuation of publications on a new approach to understanding the reliability of software. The new approach is based on the representation of a software system as a non-equilibrium system that interacts with its environment. The environment in this context is an object area that defines the rules for the functioning of a software system. The imbalance between the software system and its subject area is caused by the presence of hidden defects in the program that cause improper functioning. The process of identifying these defects is a transient process in which defects are eliminated, and an equilibrium is established between the software system and its subject area. The article builds an electrical circuit for replacing a software system and calculates the transition process in it. The results of the calculation of the transition process in the equivalent circuit made it possible to explain some phenomena that follow from the theory of nonequilibrium processes, but cannot be explained with its help.","PeriodicalId":179336,"journal":{"name":"2019 International Conference on Information Technologies (InfoTech)","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130517808","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
Discovering Business Process Map of Frequent Running Case in Event log 在事件日志中发现频繁运行案例的业务流程图
2019 International Conference on Information Technologies (InfoTech) Pub Date : 2019-09-01 DOI: 10.1109/InfoTech.2019.8860877
M. Mohammadi
{"title":"Discovering Business Process Map of Frequent Running Case in Event log","authors":"M. Mohammadi","doi":"10.1109/InfoTech.2019.8860877","DOIUrl":"https://doi.org/10.1109/InfoTech.2019.8860877","url":null,"abstract":"Recently, in the area of business information systems, process mining is widely considered as a new paradigm focusing on the extraction of knowledge to build event logs from data which are recorded in process aware information systems. The purpose of the mining process is to extract information about business processes and process discovery is one of the most challenging process mining tasks. Moreover, From the event logs, the complete process model is often too complicated to understand by business users for discovering behavioral patterns and analyzing business processes. In this paper a method is presented to discover process model of frequent running case in event log using bupaR framework in R studio. A scenario example has been applied to show the applicability of the approach. The result shows that the local process model is less complicated and easy readable process model to discover the behavioral patterns.","PeriodicalId":179336,"journal":{"name":"2019 International Conference on Information Technologies (InfoTech)","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123931285","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
Intelligent System for Air Quality Monitoring Assessment using the Raspberry Pi Platform 基于树莓派平台的空气质量监测评估智能系统
2019 International Conference on Information Technologies (InfoTech) Pub Date : 2019-09-01 DOI: 10.1109/InfoTech.2019.8860883
D. Ivanova, A. Elenkov
{"title":"Intelligent System for Air Quality Monitoring Assessment using the Raspberry Pi Platform","authors":"D. Ivanova, A. Elenkov","doi":"10.1109/InfoTech.2019.8860883","DOIUrl":"https://doi.org/10.1109/InfoTech.2019.8860883","url":null,"abstract":"In this paper, an intelligent system that uses the Raspberry Pi platform and the machine learning model to predict the values of various pollutants in the air, based on temperature, humidity, and pressure is proposed. Two sensors for measuring temperature, humidity, and barometric pressure are used by the system to collect data for the machine learning model. Two user interfaces are developed to help users in interacting with the model, and to monitor the predicted values. Finally, the results of the proposed air quality system are presented and analyzed and the future work has been outlined.","PeriodicalId":179336,"journal":{"name":"2019 International Conference on Information Technologies (InfoTech)","volume":"47 6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115936886","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: 6
Simulation-Based Self-Testing in IoT-Enabled Manufacturing 物联网制造中基于仿真的自我测试
2019 International Conference on Information Technologies (InfoTech) Pub Date : 2019-09-01 DOI: 10.1109/InfoTech.2019.8860882
Iliyan Georgiev, Ivo I. Georgiev
{"title":"Simulation-Based Self-Testing in IoT-Enabled Manufacturing","authors":"Iliyan Georgiev, Ivo I. Georgiev","doi":"10.1109/InfoTech.2019.8860882","DOIUrl":"https://doi.org/10.1109/InfoTech.2019.8860882","url":null,"abstract":"Advanced manufacturing extends the scope of new challenges in validation of the Internet of Things (IoT) embedded systems that control the manufacturing cells. The paper presents some approaches of self-testing oriented to keep the IoT systems in predictable stable state. The key technology of the discussed self-testing is simulation of the basic functions. The simulator generates some stimuli and compares the responses with some etalon or simulated results.","PeriodicalId":179336,"journal":{"name":"2019 International Conference on Information Technologies (InfoTech)","volume":"131 10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123732485","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: 3
Adaptive Ant Colony Optimization Algorithm for Hierarchical Scheduling Problem 层次调度问题的自适应蚁群优化算法
2019 International Conference on Information Technologies (InfoTech) Pub Date : 2019-09-01 DOI: 10.1109/InfoTech.2019.8860897
O. Semenkina, E. Popov, O. Semenkina
{"title":"Adaptive Ant Colony Optimization Algorithm for Hierarchical Scheduling Problem","authors":"O. Semenkina, E. Popov, O. Semenkina","doi":"10.1109/InfoTech.2019.8860897","DOIUrl":"https://doi.org/10.1109/InfoTech.2019.8860897","url":null,"abstract":"The paper deals with the scheduling problem relevant in many fields, such as project management, lesson scheduling or production scheduling. We propose to implement a hierarchical problem structure that puts the travelling salesman problem at the top and replaces the nested resource-constrained project scheduling problem with a simulation model. The paper considers using adaptive parameters control method for Ant Colony Optimization. The performance comparison with such algorithms as Lin-Kernighan heuristic, Genetic Algorithm and Intelligent Water Drops Algorithm is made and competitive results are demonstrated.","PeriodicalId":179336,"journal":{"name":"2019 International Conference on Information Technologies (InfoTech)","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128614050","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
ISO 27552 as a Model for Establishment Personal Information Management Systems ISO 27552作为建立个人信息管理系统的模型
2019 International Conference on Information Technologies (InfoTech) Pub Date : 2019-09-01 DOI: 10.1109/InfoTech.2019.8860898
T. Tzolov
{"title":"ISO 27552 as a Model for Establishment Personal Information Management Systems","authors":"T. Tzolov","doi":"10.1109/InfoTech.2019.8860898","DOIUrl":"https://doi.org/10.1109/InfoTech.2019.8860898","url":null,"abstract":"Technological changes and globalisation have dramatically changed the way personal data are processed. It takes time to understand the legal bases for data processing, auditing and confidentiality rules, and it cannot be easily verified that people's personal data are processed legally. Using a model for compliance with GDPR requirements turns data controllers from mere consumers of consultancy services into managers of the privacy protection system. ISO 27552 is the upgrade which gives the information security system a completely new status, transforming it into a privacy protection system.","PeriodicalId":179336,"journal":{"name":"2019 International Conference on Information Technologies (InfoTech)","volume":"81 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126237195","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: 2
New Hybrid AES Static S-Box Algorithm Using Chaotic Maps 基于混沌映射的混合型AES静态s盒算法
2019 International Conference on Information Technologies (InfoTech) Pub Date : 2019-09-01 DOI: 10.1109/InfoTech.2019.8860892
Amira S. El Batouty, Hania H. Farag, M. A. Mokhtar, E. El-Badawy
{"title":"New Hybrid AES Static S-Box Algorithm Using Chaotic Maps","authors":"Amira S. El Batouty, Hania H. Farag, M. A. Mokhtar, E. El-Badawy","doi":"10.1109/InfoTech.2019.8860892","DOIUrl":"https://doi.org/10.1109/InfoTech.2019.8860892","url":null,"abstract":"Methods of security need to be improved to face new techniques of data-stealing. The substitution table is the essence of the block ciphers encryption A good designing of S-Box increases the encryption algorithm security. This paper proposes two algorithms to generate modified S-Boxes; the S-Box depend on key and plaintext using the RC4 algorithm. And the S-Box depend on key and plaintext using RC4 chaotic algorithm This paper aims to expound the qualification of the proposed S-Boxes compared to the existing AES and Dynamic S-Boxes.","PeriodicalId":179336,"journal":{"name":"2019 International Conference on Information Technologies (InfoTech)","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121550301","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: 6
Identification of Non-linear Dynamic System 非线性动态系统辨识
2019 International Conference on Information Technologies (InfoTech) Pub Date : 2019-09-01 DOI: 10.1109/InfoTech.2019.8860871
V. Shopov, V. Markova
{"title":"Identification of Non-linear Dynamic System","authors":"V. Shopov, V. Markova","doi":"10.1109/InfoTech.2019.8860871","DOIUrl":"https://doi.org/10.1109/InfoTech.2019.8860871","url":null,"abstract":"The behaviour of non-linear dynamic systems is studied. In this paper, the authors investigate the modelling and prediction abilities of a Recurrent Neural Network, Long Short Term Memory and Gated Recurrent Unit networks. The the input data sets has a chaotic nature. The effectiveness of all networks in modelling the several chaotic attractors is studied. And a comparison of their prediction quality is made.","PeriodicalId":179336,"journal":{"name":"2019 International Conference on Information Technologies (InfoTech)","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133875427","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: 5
Mathematical Modelling of Electronic Circuits with Index Matrices 基于索引矩阵的电子电路数学建模
2019 International Conference on Information Technologies (InfoTech) Pub Date : 2019-09-01 DOI: 10.1109/InfoTech.2019.8860896
N. Hinov, P. Gocheva, V. Gochev
{"title":"Mathematical Modelling of Electronic Circuits with Index Matrices","authors":"N. Hinov, P. Gocheva, V. Gochev","doi":"10.1109/InfoTech.2019.8860896","DOIUrl":"https://doi.org/10.1109/InfoTech.2019.8860896","url":null,"abstract":"The paper aims to present an approach for mathematical modelling of electronic circuits with modern mathematical apparatus. Index matrices, corresponding to electronic components, nodes and loops, are used in voltage and amperage calculus. Arrangement of rows and columns in usual matrices is substituted by predetermined index sets. These index matrices with real number elements of different sizes allow formalization of complex topologies, and they can help researchers in automated design of electronic devices.","PeriodicalId":179336,"journal":{"name":"2019 International Conference on Information Technologies (InfoTech)","volume":"138 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114304136","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: 5
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