Abstract.
The formulation of the task of developing a model of a digital platform
for the collection, processing and dissemination of spatial data, constructed
using a network-centric aviation monitoring system, is considered. The
directions of research necessary to solve the set task and, in the aggregate,
make up interdisciplinary scientific research, covering the subject domains of
information technologies, methods of artificial intelligence in solving
planning problems, the theory of group control of objects, statistical theory
of optimal signal processing, radiometry, data integration. The analysis of the
current state of research in the field is carried out, approaches and methods
for solving the problems are proposed. It is shown that the developed model of
the spatial data collection and processing segment can be used as a
methodological basis for the practical implementation of a digital platform for
the collection, processing and dissemination of spatial data that meets the
needs of the state, business and citizens in obtaining up-to-date and reliable
information about objects, including, moving, as well as on the terrestrial and
water surfaces in the areas of interest.
Keywords:
digital economy, digital platform, aviation monitoring, hardware and
software architecture, functional architecture, open architecture, cloud
computing, radar systems, optoelectronic systems, radio monitoring systems,
radiometric systems, interferometry, group management, intellectual planning,
artificial intelligence methods.
References
1.
Zharkov A.A. System of interdepartmental
electronic interaction. Molodoj uchonij ‑ Young Scientist, 2014,
No. 14, pp. 41-45. Available at:
https://moluch.ru/archive/73/12406 (in Russian).
2.
Shirokova E.A. Cloud Technologies. Sovremennie
tendentsii tehnicheskih nauk: materiali mezshdunarodnoj nauchnoj
konferentsii [Modern trends in engineering: The international. sci.
Conf.], Ufa, October 2011, pp. 30-33 (in Russian).
3.
Verba V.S. Aviatsionnije
kompleksi radiolokatsionnogo dozora I navedenija. Printsipi postroenija,
problemi razrabotki I osobennosti funktsionirovanija. [Aviation complexes
of radar surveillance and guidance. Principles of construction, problems of
development and features of functioning], monograph, Moscow, publishing house “Radio
Engineering”, 2014, 528 p.
(in
Russian).
4.
Arhimandritov I.B., Belov S.G., Belik B.V.,
Verba V.S., Merkulov V.I., Milyakov D.A. and others. Kompleksi s
bespilotnimi letatel’nimi apparatami. Sostojanije i perspektivi. [Complexes
with unmanned aircraft. Status and prospects]. Monograph. Ed. V.S. Verba, Moscow,
publishing house “Radio Engineering”, 2016 (in
Russian).
5.
Ruoxin Shi, Lifen Liu, Shuandao
Li, and Jiang Wu. Command and Control Configuration Based on Service
Reconfiguration for Unmanned Aircraft Systems. Proceedings of 2016 IEEE
Chinese Guidance, Navigation and Control Conference, August 12-14, 2016,
Nanjing, China, pp. 1997-2000.
6.
Gorodetsky V.I. Applied multi-agent systems
of group management. Iskusstvennij intellect i prin’atije reshenij ‑ Artificial
Intelligence and Decision Making, 2009, No. 2.
Ñ. 3-24 (in
Russian).
7.
Kimon P. Valavanis, George J. Vachtsevanos.
Editors. Handbook of Unmanned Aerial Vehicles. Springer Dordrecht Heidelberg
New York London. DOI
10.1007/978-90-481-9707-1.
8.
L. Geng, Y. F. Zhang, J. J. Wang, J. Y. H.
Fuh, and S. H. Teo. Mission planning of autonomous UAVs for urban surveillance
with evolutionary algorithms. In 10th IEEE International Conference on
Control and Automation (ICCA), 2013.
9.
X. Cheng, D. Cao, and C. Li. Survey of
cooperative path planning for multiple unmanned aerial vehicles. Applied
Mechanics Materials, 2014, pp. 667-679.
10.
Handbook of Constraint Programming. Edited
by F. Rossi, P. van Beek and T. Walsh. Elsevier. 2006.
11.
Kalyajev I.A., Gajduk A.R., Kapustyan S.G. Modeli
I algoritmi kollektivnogo upravlenija v gruppah robortov. [Models and
algorithms of collective management in groups of robots],
Ìoscow,
FIZMATLIT Publ., 2009, 280 p. (in Russian).
12.
SPH Engineering Centralized Drone
Management System (available at:
http://www.sph-engineering.com,
UgCS Centralized drone management (available at:
https://www.ugcs.com).
13.
Andrew Sutton, Barıs Fidan, Dirk van der
Walle. Hierarchical UAV Formation Control for Cooperative Surveillance. Proceedings
of the 17th World Congress The International Federation of Automatic Control,
Seoul, Korea, July 6-11, 2008, pp. 12087-12092.
14.
HuZhi-wei, LiangJia-hong, ChenLing, WuBing.
A Hierarchical Architecture for Formation Control of Multi-UAV.
Procedia Engineering, Volume 29, 2012, pp. 3846-3851.
15.
Kharkov V.P., Merkulov V.I. Synthesis of
the algorithm for hierarchical control of a group of UAVs. Informatsionno-izmeritelnie
i upravlyajushije sistemi ‑ Information-measuring and control systems, 2012,
No. 8, pp. 61-67 (in Russian).
16.
Wei Meng, Zhirong He, Rong Su, Ahmad Reza Shehabinia, Liyong Lin, Rodney Teo, Lihua Xie. Decentralized Control of Multi-UAVs
for Target Search, Tasking and Tracking. Proceedings of the 19th World
Congress The International Federation of Automatic Control. Cape Town,
South Africa. August 24-29, 2014, pp. 10048-10053.
17.
Nathan Michael Paczan, Michael John
Elzinga, Raphael Hsieh, Luan Khai Nguyen. Collective unmanned aerial vehicle
configurations. US20160378108A1. US Application. Current Assignee: Amazon
Technologies Inc., Priority date: 2015-02-19.
18.
James Alexander Stark, Clifford Wong,
Robert Scott Trowbridge. Controlling unmanned aerial vehicles as a flock to
synchronize flight in aerial displays. US20140249693A1. US Application. Current
Assignee: Disney Enterprises Inc. Priority date: 2013-02-15.
19.
Merkulov V.I., Milyakov D.A., Samodov I.O.
Optimization of the algorithm for group control of unmanned aerial vehicles in
the local network. Izvestija YuFU. Tehnicheskije nauki ‑ News of South
Federal University.
Technical science, 2014, No. 12(161), pp. 157-166 (in Russian).
20.
Kharkov V.P., Merkulov V.I. Formation of a
given configuration of a complex distributed control system. Radiotehnika
‑ Radio Engineering, 2011, No. 6, pp. 96-101 (in Russian).
21.
Kharkov V.P., Merkulov V.I. Synthesis of
algorithm for hierarchical control of a UAV group. Informatsionno-izmeritelnie
i upravlyajushije sistemi ‑ Information-measuring and control systems, 2012,
No. 8, pp. 61-67 (in Russian).
22.
Merkulov V.I., Kharkov V.P., Shamarov N.N.
Optimization of collective control of a group of unmanned aerial vehicles. Informatsionno-izmeritelnie
i upravlyajushije sistemi ‑ Information-measuring and control systems, 2012,
No. ¹7, pp. 3-7 (in Russian).
23.
Bury A.S., Fomichev I.D. Multiagent models
for managing groups of autonomous aircraft. Informatsionno-ekonomicheskije
aspekti standartizatsii i tehnicheskogo regulirovanija: nauchnij
internet-zshurnal ‑ Information-economic aspects of standardization and
technical regulation: Scientific Internet-journal, 2013, No. 2(12). Available
at:
http://iea.gostinfo.ru/files/2013_02/2013_02_06.pdf
(in Russian).
24.
Amelin K.S., Granichin O.N. Multi-agent
network control of a group of light UAVs. Nejrokompjuteri: razrabotka,
primenenije ‑ Neurocomputers: development, application,
2011, No. 6, pp. 64-72 (in Russian).
25.
Vasiliev V.I., Ilyasov B.G. Intellektualnie
sistemi upravlenija: teorija I praktika: uchebnoje posobije.
[Intelligent control systems.
Theory and practice: a
textbook], Moscow, publishing house “Radio Engineering”,
2009, 392 p. (in Russian).
26.
Tarasov V.B. Ot mnogoagentnih system k intellectual’nim
organizatsijam: filosofija, psihologija, informatika. [From multi-agent
systems to intellectual organizations: philosophy, psychology, informatics],
Moscow, Editorial URSS, 2002, 352 p. (in Russian).
27.
Narinyani A.S. Underdetermination in the
system of representation and processing of knowledge. Izvestija Akademii
Nauk USSR. Tehnicheskaja kibernetika ‑ Izv. AS USSR. Techn. Cybernetics,
1986, No. 5, pp. 3-28 (in Russian).
28.
V.A. Plyushchev. Results of the
development and direction of the development of multifrequency aviation
complexes RSA. Naukojomkije tehnologii ‑
High technology, 2004, No. 8-9
(in Russian).
29.
G.S. Kondratenkov,
editor.
Aviatsionniej sistemi radiovidenija. [Aviation systems of
radio sight]. Moscow, publishing house “Radio Engineering”, 2015
(in Russian).
30.
M. Vinogradov. Possibilities of
modern radar with synthesizing antenna aperture. Zarubezhnoje vojennoje
obozrenije ‑ Foreign military review, 2009, No. 2. pp. 52-57
(in Russian).
31.
R. Bamler; P. Hartl. Synthetic aperture
radar interferometry. Inv. Probl. 14, august 1998.
32.
Melnikov Yu.P., Popov S.V. Methods for
estimating the error in determining the parameters of the motion of an object
when locating under conditions of electronic suppression. Radiotehnika ‑ Radio Engineering, 1998, No. 3, pp.
34 (in Russian).
33.
Drogalin V.V. et al. Determination of the
coordinates and parameters of the motion of radio emission sources from the
goniometric data in single-position onboard radar systems. Zarubezhnaja
radioelektronika. Uspehi sovremennoj radioelektroniki ‑ Foreign radio
electronics. The successes of modern radio electronics, 2002, No. 3 (in
Russian).
34.
Jussi Rintanen. Temporal Planning with
Clock-Based SMT Encodings. Proceedings of the Twenty-Sixth International
Joint Conference on Artificial Intelligence (IJCAI-17), pp. 743-749. Available
at:
https://doi.org/10.24963/ijcai.2017/103.
35.
Buser Say, Ga Wu, Yu Qing Zhou, Scott
Sanner. Nonlinear Hybrid Planning with Deep Net Learned Transition Models and
Mixed-Integer Linear Programming. Proceedings of the Twenty-Sixth
International Joint Conference on Artificial Intelligence (IJCAI-17),
pp. 750-756. Available at:
https://doi.org/10.24963/ijcai.2017/104.
36.
Zenkin A.A. Kognitivnaja kompjuternaja
grafika. [Cognitive computer graphics]. Edited by D.A. Pospelov, Moscow, publishing house “Nauka”, 1991, 192 p. (in Russian).
37.
Eremeev AP, Chirkov A.V. Realization of
cognitive graphics tools for real-time decision-making support systems. 8-ja
Natsional’naja konferentsija po iskusstvennomu intellektu s mezhdunarodnim
uchastiem KII-2002 [8th National Conference on Artificial Intelligence with
International Participation CAI-2002]. Proceedings of the conference. In two
vol. T.2. Moscow: Fizmatlit, 2002, pp. 624-631 (in Russian).
38.
Lipatov A.A. Methods and software of
intellectualization of the user interface in an application to systems of
underdefined calculations. Iskusstvennij intellect i prin’atije reshenij ‑ Artificial
Intelligence and Decision Making, 2008, No. 3, pp. 16-27 (in Russian).
39.
Lipatov A.A. Interactive computer graphics
in systems of underdefined calculations.
Supplement to the journal "Information Technology",
2011, No. 6, pp. 26-29 (in Russian).
40.
Merkulov V.I., Milyakov D.A., Chernov V.S.
Trajectory control of surveillance in mobile passive air-based systems. Zhurnal
Radioelektroniki ‑ Journal of Radio Electronics, 2012, No. 11. Available at:
http://jre.cplire.ru/jre/nov12/10/text.pdf
(in Russian).
41.
Verba V.S., Merkulov V.I. Robotic complexes
based on unmanned aerial vehicles. Group management issues. Pol’ot – Flight,
2016, No. 4, pp. 48-55 (in Russian).
42.
Belov S.G. Service-oriented process
architecture of the information-control system of a multidimensional complex of
monitoring the surrounding air-based space. Informatsionno-izmeritelnie i
upravlyajushije sistemi ‑ Information-measuring and control systems, 2017,
No. 1, pp. 14-19 (in Russian).
43.
Verba V.S., Merkulov V.I. The problems of
developing mobile multi-sensor systems for monitoring the surrounding space. Pol’ot
– Flight, 2015, No. 5, pp. 31-35 (in Russian).
44.
Verba V.S., Merkulov V.I., Milyakov D.A.,
Chernov V.S. Integrated multi-sensor systems for monitoring the surrounding
space. Zhurnal Radioelektroniki ‑ Journal of Radio Electronics, 2015,
No. 4. Available at:
http://jre.cplire.ru/jre/apr15/7/text.pdf
(in Russian).
45.
Verba V.S., Merkulov V.I., Cherepenin V.A.
The problems of developing new-generation onboard radars. Part 1. The radar in
the integrated aviation complex. Terms of use.
System indicators of excellence. Elektromagnitnie volni i elektronnie sistemi ‑ Electromagnetic waves and electronic
systems, 2015, No. 8, pp. 4-12 (in Russian).
46.
Verba V.S., Merkulov V.I., Cherepenin V.A.
The problems of developing new-generation onboard radars. Part 2. System-wide
development issues. Applied problems. Elektromagnitnie volni i elektronnie
sistemi ‑ Electromagnetic waves and electronic systems, 2015,
No. 8, pp.
13-19 (in Russian).
47.
Verba V.S., Merkulov V.I., Cherepenin V.A.
The problems of developing new-generation onboard radars. Part 3. Technological
problems of development. Elektromagnitnie volni i elektronnie sistemi ‑ Electromagnetic
waves and electronic systems, 2015, No. 8, pp. 20-24 (in Russian).
48.
S.G. Belov. The use of fuzzy logic in the identification
of airborne radar objects in the process of their multi-purpose tracking. Zhurnal
Radioelektroniki ‑ Journal of Radio Electronics, 2017. No. 5. Available at:
http://jre.cplire.ru/jre/may17/5/text.pdf
(in Russian).
49.
Belov S.G. Using pseudo-measurements when
filtering object state parameters from observations in a multi-sensor
environment. Zhurnal Radioelektroniki ‑ Journal of Radio Electronics,
2017, No. 5. Available at:
http://jre.cplire.ru/jre/may17/4/text.pdf
(in Russian).
50.
S.G. Belov, V.I. Merkulov, V.A. Cherepenin.
Processing of signals from land-based radio emission sources in a monostatic
air-borne monitoring system. Journal of Communications Technology and
Electronics, 2016, Vol. 61, No. 4, pp. 414-422. DOI:
https://doi.org/10.1134/S1064226916040045.
51.
Plyushchev V.A., Sidorov I.A., Chetyrkin
D.Yu. et al. Radiolokatsionnije sistemi aviatsionno-kosmicheskogo monitoring zemnoj poverhnosti i vozdushnogo prostranstva. [Radar systems for aerospace monitoring of
the Earth's surface and airspace]. Edited by V.S. Verba, B.G. Tatarskiy,
Moscow, publishing house “Radio Engineering”, 2014 (in Russian).
52.
Bryzgalov A.P., Isaev O.A.,
Kovalchuk I.V., Tumanov K.V., Falkov E.Ya., Khnykin A.V., Plyushchev V.A.,
Chetyrkin D.Yu. The method of searching and detecting an object. Patent of the
Russian Federation for invention 2596610 dated 16.06.2015.
53.
Kaplin M.G., Chetyrkin D.Yu.,
Zamotin M.M., Shishkin A.S., Danilov A.Yu. Combining radar images of radar c
from a synthesized aperture in different wavelength ranges. Sbornik XV
molod’ozhnoj nauchno-tehnicheskoj konferentsii “Radiolokatsija i sv’az’ –
perspeltivnie tehnologii” [Collection of the XV youth scientific and
technical conference "Radar and communication ‑ advanced technology."].
Conference materials, Moscow, 2017, pp. 38-45
(in Russian).
54.
Verba V.S., Shutko A.M., Gulyaev Yu.V.,
Krapivin V.F., Sidorov I.A., Novichikhin E.P., Plyushchev V.A. and others.
Microwave radiometry of the terrestrial and water surfaces: from theory to
practice. Akademicheskoe izdatel’stvo imeni professor Marina Drinova [Academic
publishing house named after prof. Marina Drinova], Sofia, 2014, ISBN
978-954-322-708-2 (in Russian).
55.
Belik B.V., Belov S.G. Using an advanced
Kalman filter to track a mobile airborne radio-frequency target in an airborne
passive radar. Sbornik trudov XXII mezhdunarodnoj nauchno-tehnicheskoj
konferentsii “Radiolokatsiya, radionavigatsija, sviaz’” [Proceedings of the
XXII International Scientific and Technical Conference "Radiolocation,
radio navigation, communication"], Voronezh, Publishing house SAFVOEE LLC,
2016 (in Russian).
56.
Belik B.V., Belov S.G. Multipurpose
tracking of sources of radio emission in a single-position airborne radio
monitoring system. Zhurnal Radioelektroniki ‑ Journal of Radio Electronics,
2017, No. 5. Available at:
http://jre.cplire.ru/jre/may17/3/text.pdf (in Russian).