ARTIFICIAL INTELLIGENCE FOR TELECOMMUNICATION NETWORKS
- A.S. Borodin, representative of PJSC Rostelecom in ITU, Ph.D.; aleksey. borodin@rt.ru
- A.N. Volkov, Saint-Petersburg State University of Telecommunications (SPbSUT), department of communication networks and data transmission (CN&DT), postgraduate; artemanv.work@gmail.com
- A.S. Muthanna, SPbSUT, department CN&DT, associate professor, Ph.D.; ammarexpress@gmail.com
- A.E. Koucheryavy, SPbSUT, head of the department of CN&DT, scientific chief of innovation infocommunications Lab of PJSC Rostelecom in SPbSUT, professor, Dr.Sci.(Tech.); akouch@mail.ru
Keywords: artificial intelligence, 5G networks, 2030 networks, holographic copies, avatars, unmanned vehicles, microservices, network decentralization, distributed artificial intelligence.
The paper analyzes artificial intelligence use cases in telecommunication networks. Achievements in this area of research are reviewed, and recommendations of the Telecommunication Standardization Sector of the International Telecommunication Union (ITU-T) are analyzed. Based on the analysis, promising directions of research in the field of artificial intelligence for telecommunication networks are formulated.
DELAY PREDICTION IN IoT AND TACTILE INTERNET USING MACHINE LEARNING APPROACH
- A.R. Abdellach, Saint-Petersburg State University of Telecommunications (SPbSUT), department of communication networks and data transmission (CN&DT), postgraduate; alirefaee@azhar.edu.eg
- O.A. Mahmood, University of Diyala, Iraq, department of communication engineering, assistant lecturer, Ph.D.; mahmood_omar@list.ru
- A.I. Paramonov, SPbSUT, department of CN&DT, professor, Dr.Sci.(Tech.); alex-in-spb@yandex.ru
- A.E. Koucheryavy, SPbSUT, head of the department of CN&DT, scientific chief of innovation infocommunications Lab of PJSC Rostelecom in SPbSUT, professor, Dr.Sci.(Tech.); akouch@mail.ru
Keywords: IoT, tactile Internet, machine learning, prediction, MSP, SSP.
In this paper, we perform the delay prediction in IoT and tactile Internet communication networks using a multistep ahead prediction (MSP) and single-step ahead prediction (SSP) with Time Series NARX (Nonlinear AutoRegressive with eXogenous inputs) Recurrent Neural Networks. The prediction accuracy has been evaluated using three neural network training algorithms (Trainlm, Traincgf, Trainrp) using the RMSE (Root Mean Square Error) and MAPE (Mean Absolute Percent Error) as predictive accuracy measure.
THE ROLE OF END-TO-END DIGITAL TECHNOLOGIES IN THE DEVELOPMENT OF TELECOMMUNICATIONS
- A.P. Ositis, International Telecommunication Academy, president, Honored signalman of the Russian Federation, professor, Ph.D.; info@ita.int.ru
- V.A. Efimushkin, Analytical Center for the Government of the Russian Federation, lead advisor, International Telecommunication Academy, chief scientific secretary, associate professor, Ph.D.; v.efimushkin@ac.gov.ru
Keywords: telecommunications, end-to-end digital technology, artificial intelligence, quantum technologies, blockchain, virtual and augmented reality, new production technologies, robotics and sensorics, mobile radiotelephone communication technologies.
The potential possibilities and areas of application of end-to-end digital technologies (EDT) in telecommunications are considered. The federal project «Digital Technologies» includes roadmaps of activities for eleven EDTs, among which EDT 5G directly focused on the development of telecommunications. It is shown that, although other EDTs and their subtechnologies are not explicitly related to telecommunications, nevertheless the impact of the achievements in the field of these EDTs on the development of communications can hardly be overestimated.
MODEL OF THREATS TO INFORMATION AND TELECOMMUNICATION NETWORK RESOURCES AS A KEY ASSET OF CRITICAL INFRASTRUCTURE
- I.B. Saenko, St. Petersburg Federal Research Center of the Russian Academy of Sciences, leading researcher, professor, Dr.Sci.(Tech.); ibsaen@mail.ru
- O.S. Lauta, The Admiral Makarov State University of Maritime and Inland Shipping, professor, Dr.Sci.(Tech.); laos-82@yandex.ru
- M.A. Karpov, S.M. Budyonny’s Military Academy of Communications, adjunct; karpuh.djan@mail.ru
- A.M. Kribel, S.M. Budyonny’s Military Academy of Communications,
adjunct; nemo4ka74@gmail.com
Keywords: critical infrastructure object, information system, classification, classifier, information and telecommunications network, computer network, information security, cyberspace, computer attack, network device.
The analysis of the largest classification models of computer attacks is carried out. It is proposed the classification, which formed on the basis of the main trends in the implementation of attacks in practice. A new approach to the classification of computer attacks on critical infrastructure objects takes into account ten components of the threat cycle: from a comprehensive study of an object of influence to the implementation of an attack.
MANAGEMENT OF THE TRAINING SIMULATOR OF SPECIAL-PURPOSE ZONAL DATA NETWORKS
- M.A. Basarab, Bauman Moscow State Technical University (BMSTU), head of the department of information security, professor, Dr.Sci.(Phys.-Math.); bmic@mail.ru
- R.A. Belfer, BMSTU, department of information security, associate professor, Ph.D.; a. belfer@yandex.ru
- A.V. Kravtsov, Central Research Institute of the Air Forces, head of a department; skyak78@gmail.com
Keywords: united network simulator, private network, zonal networks, network management control, network operations center, information security, data transmission network.
The procedures for performing the main functions of centralized control of a training simulator of a special-purpose data transmission network (routing, information security, and fault management) are proposed. The procedures are discussed using an example of the configuration of a network simulator representing part of a country’s special-purpose data network (lower level, zonal networks). It is shown that it is possible to simplify the solution of the complex task of managing a special-purpose data transmission network simulator in comparison with the management of communication networks using Telecommunication Management Network (TMN) and management of virtual private routed network, using forced routing «from the source». The results of this work will be used to solve the problem of managing a network simulator, which is a complete configuration of the entire data network of a country.
WIRELESS LOCAL AREA NETWORKS IN A PERSONALIZED EMERGENCY RESCUE MANAGEMENT SYSTEM
- V.K. Saryan, FSUE NIIR, scientific consultant, academician of the National Academy of Sciences of the Republic of Armenia, professor, Dr.Sci.(Tech.); sarian@niir.ru
- A.I. Paramonov, Saint-Petersburg State University of Telecommunications, department of communication networks and data transmission, professor, Dr.Sci.(Tech.); alex-in-spb@yandex.ru
- A.S. Vikulov, JSC BELTEL, senior engineer; Ph.D.; asv012016@gmail.com
- R.M. Yakubovsky, LLC Thales Electronic Systems, project manager, Ph.D.; asv012016@gmail.com
Keywords: wireless local area network, broadband access network, localization, positioning, operational stability, personalized emergency rescue management system.
The article analyzes the possibilities of using local wireless broadband access networks in emergency management systems for rescue people. Methods of localization of users in dangerous conditions, ways of increasing the availability of information about them for the rescue control center, as well as the level of awareness of the users themselves about the plans of the center for their rescue are considered. It is proposed the original solution, that allows localization to be performed element by element, i.e. in rooms and certain areas of the system service area. It is shown that the solution can be successfully used to organize the network infrastructure of the facility part of the global expert system, which provides mass subscriber access at any time and in any place to the service of individualized management of the rescue of subscribers in case of natural or man-made disasters. Methods for enhancing network stability are presented, in particular, a method for constructing a peer-to-peer ad-hoc network using device-to-device communications.
ORGANIZATION OF INFORMATION SYSTEMS OPERATION SUPPORT BASED ON THE ANALYSIS OF USER REQUESTS
- N.B. Bakanova, The Keldysh Institute of Applied Mathematics of Russian Academy of Sciences, leading researcher, Dr.Sci.(Tech.); nina@keldysh.ru
- T.V. Atanasova, Institute of Information and Communication Technologies of Bulgarian Academy of Sciences, Sofia, associate professor, Dr.Sci.(Tech.); atanasova@iit.bas.bg
Keywords: information systems monitoring, organization management systems, specialized thesaurus, content-analysis.
A method of automated analysis of user requests arriving at the service center of a large-scale distributed information network is considered. The method is based on identifying the problems of incoming requests and proposals related to the functioning of the organization’s information systems. A study on the functioning of the network based on the analysis of user requests was carried out. It is shown that the prompt processing of requests and decision-making on their execution will ensure effective maintenance of the organization’s information network.
ANALYSIS OF THE EXPERIENCE OF TECHNICAL OPERATION OF LINE-CABLE STRUCTURES OF TRANSPORT MULTICHANNEL COMMUNICATION
- V.A. Andreev , Povolzhskiy State University of Telecommunications and Informatics (PSUTI), president, professor, Dr.Sci. (Tech.)
- V.A. Burdin, PSUTI, head of the department of communication lines, professor, Dr.Sci.(Tech.); inkat@inbox.ru
- M.V. Dashkov, PSUTI, department of communication Lines, associate professor, Ph.D.; inkat@inbox.ru
- V.B. Popov, PSUTI, department of communication lines, professor, Ph.D.; inkat@inbox.ru
Keywords: technical operation, governing documents, line-cable structures, transport multichannel communication.
The experience of technical operation of line-cable structures of transport multichannel communication is analyzed. It is shown that in Russia it is impossible to apply the current guidance documents to the technology linear-cable structures of transport-multichannel communication. It is necessary to develop a new guidance document «Guidelines for implementation of scheduled preventive and emergency recovery works at line-cable structures of transport multichannel communications».
