wireless sensor network, data collection method, network clustering, data exchange


Background. The article presents the results of a study of methods of positioning, localization and data collection from nodes of a mobile wireless sensor network using intelligent adaptive telecommunication air platforms. To implement the study of this research topic, an analysis of literary sources on this topic was carried out. Based on a fairly rich bibliographic material, this work has the main task of examining, analyzing and systematizing already known approaches to positioning objects in wireless sensor networks using intelligent adaptive telecommunication air platforms and suggesting options for their development.

Objective. The aim of the work is to improve the methods of direct data collection of TA from the nodes of BSM, the general directions of synthesis of which are defined in the work.

Methods. Methods of cluster analysis (network clustering), graph theory (research of analytical models of BSM with TA functioning, construction of cluster topology), theory of telecommunication networks (when calculating bandwidth in BSM with TA radio channels) and theory were used to solve the formulated problem. (when developing a positioning model for telecommunications air platforms)

Results. A technique for evaluating the effectiveness of methods for collecting data from wireless sensor networks using intelligent adaptive telecommunication air platforms is proposed.

Conclusions. The method of collecting TA monitoring data from the main nodes of clustered BSM has been improved. The method of estimation of efficiency of methods of data collection with BSM by telecommunication air platforms is offered.


Dan Popescu, Florin Stoican, Grigore Stamatescu, Oana Chenaru and Loretta Ichim A Survey of Collaborative UAV–WSN Systems for Efficient Monitoring. Sensors 2019, 19 (21), 4690, retrieved from

Imad Jawhar, Nader Mohamed, Jameela Al-Jarood. UAV-based data communication in wireless sensor networks: Models and Strategies. International Conference on Unmanned Aircraft Systems (ICUAS), 2015.

Huseyin Okcu, Mujdat Soyturk. Distributed Clustering Approach for UAV Integrated Wireless Sensor Networks. International Journal of Ad Hoc and Ubiquitous Computing, 2014, Vol.15, No. 1–3, pp. 106 – 120.

Dac-Tu Ho, Esten Ingar Grotli, and Tor Arne Johansen Heuristic Algorithm and Cooperative Relay for Energy Efficient Data Collection with a UAV and WSN. Retrieved from

Cheng Zhan, Yong Zeng, Rui Zhang. Energy-Efficient Data Collection in UAV Enabled Wireless Sensor Network // IEEE Wireless Communications Letters, Volume: PP, Issue 99, 2017.

Romaniuk A. Method of the date collecting in wireless sensor networks with unmanned aerial vehicles. Collection of scientific papers MІТІ. Kyiv. 2018. № 1. pp. 90 – 99.

Romaniuk A.V. Synthesis of data collection methods by telecommunication airplatforms in wireless sensors networks / A.V. Romaniuk, V.A. Romaniuk, O.I. Lysenko, M.K. Sparavalo, O.V. Zhuk // Information and Telecommunication Sciences. – № 2. – 2020. – рp. 63 – 73.

Bahl P., Padmanabhan V.N. RADAR: An in-building RF-based user location and tracking system// Proceedings of the 19th Annual Joint Conference of the IEEE Computer and Communications Societies. 784 p.

Bahl P., Padmanabhan V. N., Balachandran A. Enhanncements to the RADAR User Location and Tracking System// Microsoft Research: Redmond, WA. 2000, 784 p.

Ekahau positioning engine 4.6; 802.11 based wireless LAN positioning system”/ An Ekahau Technology Document, November 2009. 55 p. [Electronic resource]. Retrieved from URL: file:///E:/Downloads/klodevil/User%20Guide.pdf. Appeal date 20.11.19.

A. V. Romanyuk Algorithm for temporal clustering of wireless sensor network nodes for collecting monitoring information using UAVs / A.V. Romanyuk // Intermediate science and technology collection "Adaptive systems and automatic control", No. 2 (33). - 2018 .-- pp. 106 - 117.

Lysenko O. Optimal control of telecommunication airoplatform in the area of emergency / O. Lysenko, S. Valuiskyi, P. Kirchu, A. Romaniuk // Telecommunication Sciences. – 2013. – vol. 4. – № 1. – pp. 14 – 20.

Zhuk O.V. Analysis of topology control methods in wireless sensor networks / O.V. Zhuk, A.V. Romanyuk, D.V. Tkachenko // Collection of scientific works of VITI. - 2017. - No. 2. - pp. 41 - 47.

Zhuk O.V. Models of building coverage and target detection in wireless sensor networks / O.V. Zhuk, A.V. Romanyuk, V.V. Tarasov, D.V. Tkachenko // Collection of scientific works of VITI. - 2017. - No. 3. - pp. 41 - 48.

Lysenko O.І. Methods for assessing the performance indicators of radio stations from telecommu- nications aeroplatforms / O.I. Lysenko, S.V. Valuyskiy, A.V. Romanyuk // Scientific Bulletin of the Academy of Municipal Management. Series: Technics. - 2013. - No. 6. - pp. 46 - 61.

Strela T.S. Analysis of routing methods in wireless sensor networks / T.S. Strela, O.V. Zhuk, A.V. Romanyuk // Collection of scientific works of VITI № 3. - 2017. - pp. 66 - 75..

V. A. Romanyuk Approaches to the development of a new architecture for a control system for heterogeneous wireless sensor networks / V.A. Romanyuk, E.I. Lysenko, I. V. Alekseeva, A.V. Romanyuk, V.I. Novikov // Mathematical machines and systems, - 2017. - No. 2. - pp. 15 - 23, RSCI. ISSN 1028-9763.

A. V. Romanyuk Classification of tasks of the control system of an episodic radio network based on telecommunication air platforms / A.V. Romanyuk, S.V. Valuisky, O. I. Lysenko // Collection of materials of the international scientific and technical conference "Problems of telecommunications" PT-2015. Kiev. - 2015 .-- pp. 381 - 383.

Amin Shahraki, Amir Taherkordi, Øystein Haugen, Frank Eliassen Clustering objectives in wireless sensor networks: A survey and research direction analysis. June 2020. Computer Networks 180:107376. DOI: 10.1016/j.comnet.2020.107376.

Heinzelman, W.R., Chandrakasan, A., Balakrishnan, H. Energy-Efficient Communication Protocol for Wireless Microsensor Networks, Proceedings of the 33rd International Conference on System Sciences (HICSS '00), Jan.2000.

Bandyopadhyay, S., Coyle, E.J., An Energy Efficient Hierarchical Clustering Algorithm for Wireless Sensor Networks, INFOCOM Twenty-Second Annual Joint Conference of the IEEE Computer and Communications, Vol. 3, pp. 1713 – 1723, 2003.

Younis, O., Fahmy, S., Distributed Clustering in Ad-hoc Sensor Networks: A Hybrid, Energy-Efficient Approach, Proceedings of IEEE INFOCOM, 2004.

Ping Ding, Joanne Holliday, Aslıhan Çelik, „Distributed Energy-Efficient Hierarchical Clustering for Wireless Sensor Networks”, Proceedings of the IEEE International Conference on Distributed Computing in Sensor Systems, pp. 322 – 339, 2005.

Fazackerley, S., Paeth, A., Lawrence, R., „Cluster Head Selection Using RF Signal Strength”, Proceedings of Canadian Conference on Electrical and Computer Engineering, рр. 334 – 338, 2009.

Pantziou G., Mpitziopoulos, A., Gavalas, D., Konstantopoulos, C., Mamalis, B. Mobile Sinks for Information Retrieval from Cluster-Based WSN Islands, Proceedings of the 8th International Conference on Ad-Hoc, Mobile and Wireless Networks (ADHOC-NOW ʼ09), pp. 213 – 226, 2009.

J. Pan. Topology Control for Wireless Sensor Networks / J. Pan, Y. T. Hou, L. Cai, Y. Shi, S. X. Shen // In proceedings of ACM Mobicom'03. – 2003.

Y. Xu. Geography-informed Energy Conservation for Ad Hoc Routing / Y. Xu, J. Heidemann, D. Estrin // In proceedings of ACM Mobicom. – 2001.

B. Chen. Span: An Energy-Efficient Coordination Algorithm for Topology Maintenance in Ad Hoc Wireless Networks / B. Chen, K. Jamieson, H. Balakrishnan, R. Morris // In proceedings of Mobicom. – 2001.

Lysenko A.I., Romanyuk V.A., Guida E.G., Dvorskaya S.V., Osinsky A.K. Conceptual approach to ensuring the functional vibility of the wireless sensor measures I. Vernadsky. Series: Engineering Sciences. - 2021. - No. 32, part 1. - pp. 10-16.

Romanyuk V.A., Lysenko A.I., Romanyuk A.V., Novikov V.I., Guida O.G., Method of collecting information from wireless sensor network nodes using intellectual financials Vernadsky. Series: Engineering Sciences. - 2021. - No. 32, part 2. - pp. 25-35.

Lysenko O.I., Tachinina E.M., Novikov V.I., Guida O.G., Sushin I.A. Theoretical bases for designing the motion control of distributed information and telecommunication work // Scientific notes of V.I. Vernadsky. Series: Engineering Sciences. - 2021. - No. 32, part 3. - pp. 55-62.