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Алгоритм кластеризації, агрегації та класифікації M2M-пристроїв у гетерогенній мережі 4G/5G

Електронний науковий архів Науково-технічної бібліотеки Національного університету "Львівська політехніка"

Переглянути архів Інформація
 
 
Поле Співвідношення
 
Title Алгоритм кластеризації, агрегації та класифікації M2M-пристроїв у гетерогенній мережі 4G/5G
Algorithm for clusterization, aggregation and prioritization of M2M devices in heterogeneous 4G/5G network
 
Creator Бешлей, Г. В.
Селюченко, М. О.
Берневек, І. А.
Пущак, С. І.
Бешлей, М. І.
Beshley, H. V.
Seliuchenko, M. O.
Bernevek, I. A.
Pushchuk, S. I.
Beshley, M. I.
 
Contributor Національний університет “Львівська політехніка”
кафедра телекомунікації
Lviv Polytechnic National University
Department of Telecommunications
 
Subject M2M
4G/5G
кластер
діаграма Вороного
нечітка логіка
M2M
4G/5G
cluster
Voronoi diagram
fuzzy sets
004.9 621.39
 
Description Запропоновано алгоритм кластеризації, агрегації та класифікації M2M-пристроїв
у майбутніх мережах 4G/5G, що дасть змогу ефективніше використовувати радіоресурс
мобільної мережі, зменшити сигнальне навантаження на базову станцію та знизити
енергозатрати M2M-пристроїв. Новизна алгоритму полягає у виборі головного вузла
M2M на основі діаграми Вороного та методів нечіткої логіки. Цей алгоритм реалізу-
ється на нововведених шлюзах M2M, який виконуватиме функції вибору головного
вузла, групування різноманітних даних на класи послуг та балансування навантаження
між шлюзами з метою передавання даних на недовантажені базові станції 4G/5G.
The transition to building Smart City, Smart House and other places using M2M
imposes tight network requirements. This includes delays, bandwidth, transmission duration.
When introducing M2M, an important feature is reducing the sensor's power consumption
when transmitting information and the amount of signaling information to the 4G/5G mobile
heterogeneous network base station. To do this, the paper proposes to combine sensors into
clusters in which the main sensor acts as a gateway for all others. Aggregation of data in
intermediate nodes is also a form of processing of output data and allows solving a number of
problems associated with energy consumption of nodes in the network. Much of the electricity
consumed by the network node is for data transmission, not for the process of obtaining data
from M2M devices from the environment and processing them. Therefore, one way to reduce
the power consumption of a node is to reduce the amount of data transmitted, which can be
achieved by pre-processing them in intermediate nodes. Data aggregation in intermediate
nodes may be appropriate for the cases with a fairly tight placement of M2M nodes in the
sensory field, data from neighboring nodes with a high probability may coincide, that is,
having redundancy. This allows to combine completely or partially identical messages in order
to reduce the amount of data transmitted by nodes. In this paper we propose algorithm for
clustering, aggregation and classification of M2M devices in future 4G / 5G networks. The proposed algorithm ensures more efficient use of the radio resourse of the mobile network,
reduction of the signal load to the base station and the power consumption ofM2M devices.
 
Date 2018-04-24T09:49:29Z
2018-04-24T09:49:29Z
2017-03-28
2017-03-28
 
Type Conference Abstract
 
Identifier Алгоритм кластеризації, агрегації та класифікації M2M-пристроїв у гетерогенній мережі 4G/5G / Г. В. Бешлей, М. О. Селюченко, І. А. Берневек, С. І. Пущак, М. І. Бешлей // Вісник Національного університету «Львівська політехніка». Серія: Радіоелектроніка та телекомунікації, 2017-03-28. — Львів : Видавництво Львівської політехніки, 2017. — № 874. — С. 95–102.
http://ena.lp.edu.ua:8080/handle/ntb/40771
Algorithm for clusterization, aggregation and prioritization of M2M devices in heterogeneous 4G/5G network / H. V. Beshley, M. O. Seliuchenko, I. A. Bernevek, S. I. Pushchuk, M. I. Beshley // Visnyk Natsionalnoho universytetu "Lvivska politekhnika". Serie: Radioelektronika ta telekomunikatsii, 2017-03-28. — Lviv : Vydavnytstvo Lvivskoi politekhniky, 2017. — No 874. — P. 95–102.
 
Language uk
 
Relation Вісник Національного університету «Львівська політехніка». Серія: Радіоелектроніка та телекомунікації, 874, 2017
1. V. Deshpande and A. Rajesh, “Design of an improved energy efficient clustering in M2M communication”, 2015 International Conference on Circuits, Power and Computing Technologies [ICCPCT-2015], Nagercoil, 2015, pp. 1–6.
2. Masiuk, M. Beshley, O. Lavriv and Y. Deschynskiy,“Common radio resource management model for heterogeneous cellular networks”, IEEE International Conference on Modern Problems of Radio Engineering, Telecommunications and Computer Science (TCSET’2016), Feb. 23–26, 2016, Lviv, Ukraine, pp. 661–663.
3. I. Demydov, M. Seliuchenko, M. Beshley and M. Brych, “Mobility management and vertical handover decision in an always best connected heterogeneous network”, The Experience of Designing and Application of CAD Systems in Microelectronics, Lviv, 2015, pp. 103–105.
4. M. Klymash, O. Lavriv, T. Maksymyuk and M. Beshley,“State of the art and further development of information and communication systems”, 2016 International Conference Radio Electronics & Info Communications (UkrMiCo), Kiev, 2016, pp. 1–6.
5. M. Beshley, V. Romanchuk, V. Chervenets and A. Masiuk, “Ensuring the quality of service flows in multiservice infrastructure based on network node irtualization”,2016 International Conference Radio Electronics & Info Communications (UkrMiCo), Kiev, 2016, pp. 1–3.
6. M. Klymash, R. Savchuk, M. Beshley and P. Pozdnyakov. “The researching and modeling of structures of mobile networks for providing of multiservice radio access”. Proceedings of International Conference on Modern Problem of Radio Engineering, Telecommunications and Computer Science, Lviv-Slavske, 2012, pp. 281–282.
7. M. Klymash, M. Beshley and V. Koval, “The model of prioritization of services for efficient usage of multiservice network resources”, Proceedings of International Conference on Modern Problem of Radio Engineering, Telecommunications and Computer Science, Lviv-Slavske, 2012, pp. 320–321.
8. M. Klymash, M. Beshley and B. Stryhaluk, “System for increasing quality of service of multimedia data in convergent networks”,2014 First International Scientific-Practical Conference Problems of Infocommunications Science and Technology, Kharkov, 2014, pp. 63–66.
9. M. Beshley, V. Romanchuk, M. Seliuchenko and A. Masiuk, “Investigation the modified priority queuing method based on virtualized network test bed”, The Experience of Designing and Application of CAD Systems in Microelectronics, Lviv, 2015, pp. 1–4.
10. M. Seliuchenko, M. Beshley, O. Panchenko and M. Klymash, “Development of monitoring system for end-to-end packet delay measurement in software-defined networks”, IEEE International Conference on Modern Problems of Radio Engineering, Telecommunications and Computer Science (TCSET’2016), Feb. 23-26, 2016, Lviv, Ukraine, pp. 667–670.
11. M. Beshley, M. Seliuchenko, O. Panchenko and A. Polishuk, “Adaptive flow routing model in SDN”, 2017 14th International Conference The Experience of Designing and Application of CAD Systems in Microelectronics (CADSM), Lviv, 2017, pp. 298–302.
1. V. Deshpande and A. Rajesh, “Design of an improved energy efficient clustering in M2M communication”, 2015 International Conference on Circuits, Power and Computing Technologies [ICCPCT-2015], Nagercoil, 2015, pp. 16.
2. Masiuk, M. Beshley, O. Lavriv and Y. Deschynskiy,“Common radio resource management model for heterogeneous cellular networks”, IEEE International Conference on Modern Problems of Radio Engineering, Telecommunications and Computer Science (TCSET’2016), Feb. 23–26, 2016, Lviv, Ukraine, pp. 661–663.
3. I. Demydov, M. Seliuchenko, M. Beshley and M. Brych, “Mobility management and vertical handover decision in an always best connected heterogeneous network”, The Experience of Designing and Application of CAD Systems in Microelectronics, Lviv, 2015, pp. 103–105.
4. M. Klymash, O. Lavriv, T. Maksymyuk and M. Beshley, “State of the art and further development of information and communication systems”, 2016 International Conference Radio Electronics & Info Communications (UkrMiCo), Kiev, 2016, pp. 1–6.
5. M. Beshley, V. Romanchuk, V. Chervenets and A. Masiuk, “Ensuring the quality of service flows in multiservice infrastructure based on network node virtualization”, 2016 International Conference Radio Electronics & Info Communications (UkrMiCo), Kiev, 2016, pp. 1–3.
6. M. Klymash, R. Savchuk, M. Beshley and P. Pozdnyakov. “The researching and modeling of structures of mobile networks for providing of multiservice radio access”. Proceedings of International Conference on Modern Problem of Radio Engineering, Telecommunications and Computer Science, Lviv-Slavske, 2012, pp. 281–282.
7. M. Klymash, M. Beshley and V. Koval, “The model of prioritization of services for efficient usage of multiservice network resources”, Proceedings of International Conference on Modern Problem of Radio Engineering, Telecommunications and Computer Science, Lviv-Slavske, 2012, pp. 320–321.
8. M. Klymash, M. Beshley and B. Stryhaluk, “System for increasing quality of service of multimedia data in convergent networks”, 2014 First International Scientific-Practical Conference Problems of Infocommunications Science and Technology, Kharkov, 2014, pp. 63–66.
9. M. Beshley, V. Romanchuk, M. Seliuchenko and A. Masiuk, “Investigation the modified priority queuing method based on virtualized network test bed”, The Experience of Designing and Application of CAD Systems in Microelectronics, Lviv, 2015, pp. 1–4.
10. M. Seliuchenko, M. Beshley, O. Panchenko and M. Klymash, “Development of monitoring system for end-to-end packet delay measurement in software-defined networks”, IEEE International Conference on Modern Problems of Radio Engineering, Telecommunications and Computer Science (TCSET’2016), Feb. 23-26, 2016, Lviv, Ukraine, pp. 667–670.
11. M. Beshley, M. Seliuchenko, O. Panchenko and A. Polishuk, “Adaptive flow routing model in SDN”, 2017 14th International Conference The Experience of Designing and Application of CAD Systems in Microelectronics (CADSM), Lviv, 2017, pp. 298–302.
 
Rights ©Національний університет “Львівська політехніка”, 2017
© Бешлей Г. В., Селюченко М. О., Берневек І. А., Пущак С. І., Бешлей М. І., 2018
 
Format 95-102
8
application/pdf
image/png
 
Coverage 2017-03-28
Львів
 
Publisher Видавництво Львівської політехніки