БЕЗОПАСНОСТЬ ЦИФРОВЫХ ТЕХНОЛОГИЙ
ISSN 2782-2230
№ 4 (107)
СОДЕРЖАНИЕ
ИНФОРМАЦИОННЫЕ ТЕХНОЛОГИИ И ТЕЛЕКОММУНИКАЦИИ
Малявко А.А., Реутов В.В., Коротких И.В., Шперлинг В.К. Алгоритмы,
методы и подходы к обезличиванию и обогащению данных,
в том числе персональных ......................................................................
9
Косов Д.Л., Белов В.М. К вопросу об организации культурнопросветительской
работы в отраслях жилищно-коммунального
хозяйства и строительства ...................................................................... 27
Киселев А.А., Коротких И.В., Шотт В.В. Практика создания Центра
мониторинга информационной безопасности ..................................... 39
Аникеева В.В., Селифанов В.В. Оценка рисков в процессе определения
архитектуры системы .............................................................................. 52
Кунц Е.Ю., Ложников П.С., Хазанская Е.С., Белых А.А. Методика
прогнозирования востребованности выпускников ИТ-направлений 63
Правила для авторов ........................................................................................... 82
2022
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Выпускающий редактор И.П. Брованова
Корректор Л.Н. Киншт
Компьютерная верстка С.И. Ткачева
Лицензия № ИД 04303 от 20.03.01. Подписано в печать 22.12.2022. Выход в свет 27.12.2022
Формат 6084/16. Бумага офсетная. Тираж 300 экз. Уч.-изд. л. 5,11
Печ. л. 5,5. Изд. № 241. Заказ № 13. Цена свободная
Отпечатано в типографии
Новосибирского государственного технического университета
630073, г. Новосибирск, пр. К. Маркса, 20
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Editorial board
Novosibirsk State Technical University
Editorial council
Chairman of the editorial council
Vostretsov A.G., Dr. Sc. (Eng.), Novosibirsk State Technical University, Novosibirsk, RF
Deputy chairman
Belim S.V., Dr. Sc. (Phys. & Math.), Omsk State Technical University, Omsk, RF
Belov V.M., Dr. Sc. (Eng.), Novosibirsk State Technical University, Novosibirsk, RF
Kotenko I.V., Dr. Sc. (Eng.), St. Petersburg Institute for Informatics and Automation of the
Russian Academy of Sciences, St. Petersburg, RF
The members of the editorial council
Avdeenko T.V., Dr. Sc. (Eng.), Novosibirsk State Technical University, Novosibirsk, RF
Averchenkov V.I., Dr. Sc. (Eng.), Bryansk State Technical University, Bryansk, RF
Alguliyev R.M.o., Dr. Sc. (Eng.), Azerbaijan National Academy of Sciences, Institute
of Information Technology, Baku, AZE
Anikin I.V., Dr. Sc. (Eng.), Kazan National Research Technical University named after
A.N. Tupolev – KAI, Kazan, RF
Haroutunian M.E., Dr. Sc. (Phys. & Math.), Institute for Informatics and Automation
Problems of NAS RA, Yerevan, ARM
Barankova I.I., Dr. Sc. (Eng.), Nosov Magnitogorsk State Technical University,
Magnitogorsk, RF
Bezzateev S.V., Dr. Sc. (Eng.), Saint Petersburg State University of Aerospace
Instrumentation, St. Petersburg, RF
Boranbaev S.N., Dr. Sc. (Eng.), L.N. Gumilyov Eurasian National University, Nur-Sultan, KZ
Vasil'ev V.I., Dr. Sc. (Eng.), Ufa State Aviation Technical University, UFA, RF
Voevoda A.A., Dr. Sc. (Eng.), Novosibirsk State Technical University, Novosibirsk, RF
Gatchin Yu.A., Dr. Sc. (Eng.), National Research University of Information Technologies,
Mechanics and Optics, St. Petersburg, RF
Gromov Yu.Yu., Dr. Sc. (Eng.), Tambov State Technical University, Tambov, RF
Ivashhuk O.A., Dr. Sc. (Eng.), Belgorod State National Research University, Belgorod, RF
Kiseljova T.V., Dr. Sc. (Eng.), Siberian State Industrial University, Novokuznetsk, RF
Kulakov S.M., Dr. Sc. (Eng.), Siberian State Industrial University, Novokuznetsk, RF
Kul'ba V.V., Dr. Sc. (Eng.), V.A. Trapeznikov Institute of Control Sciences of Russian
Academy of Sciences, Moscow, RF
Kytmanov A.A., Dr. Sc. (Phys. & Math.), Siberian Federal University,
Krasnoyarsk, RF
Lavlinskij S.M., Dr. Sc. (Eng.), Sobolev Institute of Mathematics of Russian Academy
of Sciences, Novosibirsk, RF
Lenskij A., PhD, Australian National University, Canberra, AUS
Magazev A.A., Dr. Sc. (Phys. & Math.), Omsk State Technical University, Omsk, RF
Makarova E.A., Dr. Sc. (Eng.), Ufa State Aviation Technical University, Ufa, RF
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Mitrokhin V.E., Dr. Sc. (Eng.), Omsk State Transport University, Omsk, RF
Myshljaev L.P., Dr. Sc. (Eng.), Siberian State Industrial University, Novokuznetsk, RF
Pagano M., Dr. Sc., University of Pisa, Pisa, IT
Piotrovskij D.L., Dr. Sc. (Eng.), University of Mediterranean Karpasia, Turkish Republic of
Northern Cyprus, CYP
Petrunin Yu.Yu., Dr. Sc. (Philos.), Lomonosov Moscow State University, Moscow, RF
Tuzikov A.V., Corresponding Member, National Academy of Sciences of Republic Belarus,
Dr. Sc. (Phys. & Math.), United Institute of Informatics Problems, Minsk, BLR
Harin Yu.S., Corresponding Member, National Academy of Sciences of Republic Belarus,
Dr. Sc. (Phys. & Math.), Belarusian State University, Minsk, BLR
Hodashinskij I.A., Dr. Sc. (Eng.), Tomsk State University of Control Systems
and Radioelectronics, Tomsk, RF
Sharipov B.Zh., Dr. Sc. (Ped.), International University of Information Technology, Almaty,
KZ
Jachikov I.M., Dr. Sc. (Eng.), Nosov Magnitogorsk State Technical University,
Magnitogorsk, RF
Editorial office
Chief editor
Vostretsov A.G., Dr. Sc. (Eng.), Novosibirsk State Technical University, Novosibirsk, RF
Deputy chief editor
Belov V.M., Dr. Sc. (Eng.), Novosibirsk State Technical University, Novosibirsk, RF
Head of the editorial office
Arkhipova A.B., Candidate of Science (Eng.), Novosibirsk State Technical University,
Novosibirsk, RF
Publisher and editorial adress: 20 K. Marx Prospekt, Novosibirsk, 630073, Russian Federation
E-mail: office@publish.nstu.ru,
Web site: http://publish.nstu.ru,
digital-tech-security@mail.ru
http://journals.nstu.ru/digital-tech-security/
Authors, 2022
Novosibirsk State
Technical University, 2022
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DIGITAL TECHNOLOGY SECURITY
№ 4 (107)
CONTENTS
INFORMATION TECHNOLOGY AND TELECOMMUNICATIONS
Malyavko A.A., Reutov V.V., Korotkikh I.V., Shperling V.K. Algorithms,
methods and approaches to details and enrich data, including personal
data .......................................................................................................
9
Kosov D.L., Belov V.M. To the question of organization of cultural
and educational work in the industries of housing and communal
services and construction ...................................................................... 27
Kiselev А.A., Korotkikh I.V., Shott V.V. The practice of making a Security
Operations Center ................................................................................. 39
Anikeeva V.V., Selifanov V.V. Risk assessment in the process of determining
the system architecture ......................................................................... 52
Kunts E.Yu., Lozhnikov P.S., Khazanskaya E.S., Belykh A.A. Methodology
for forecasting the demand of graduates in IT directions ..................... 63
Rules for authors .............................................................................................. 85
ISSN 2782-2230
2022
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