Russian Federation
Russian Federation
The article provides a systematic review of modern approaches to integrating artificial intelligence, the Internet of Things, and big data analysis technologies into information system architecture. It examines the evolutionary role of machine learning as the core of intelligent systems and the issues of security, privacy, and scalability that define future research directions in building self-learning systems. The article is a review and is intended for researchers involved in the design of complex information systems.
artificial intelligence, machine learning, Internet of Things, information system architecture
1. Antipko A.V. Internet veschey: ego rol' v umnyh gorodah i bytu, trendy i innovacii // Molodoy uchenyy. - 2023. - №33 (480). - S. 16-17.
2. Beloded N.I., Marshalova D.V. Razvitie interneta veschey (IoT) i ego vliyanie na obmen informaciey i tehnologicheskiy progress // Sbornik statey Mezhdunarodnoy nauchno-prakticheskoy konferencii. Zadachi i vozmozhnosti mezhdunarodnogo transfera innovacionnyh tehnologiy. - Ufa: OOO "Omega sayns", 2024. - S. 29-30.
3. Bosov A.E., Ischanov T.R. Mashinnoe obuchenie i diskretnaya matematika: kak ispol'zovanie kombinatoriki i teorii grafov uluchshaet proizvoditel'nost' algoritmov mashinnogo obucheniya // Materialy XVII Mezhdunarodnoy nauchno-prakticheskoy konferencii molodyh issledovateley. Nauka i molodezh': novye idei i resheniya. - Volgograd: Volgogradskiy gosudarstvennyy agrarnyy universitet, 2023. - S. 193-194.
4. Efimov D.A., Kosilova E.A., Maruhlenko A.L. Internet veschey: kak upravlyat' umnym domom cherez internet // sbornik nauchnyh statey 3-y Vserossiyskoy nauchno-tehnicheskoy konferencii. Sovremennye informacionnye tehnologii i informacionnaya bezopasnost'. - Kursk: ZAO «Universitetskaya kniga», 2024. - S. 54-58.
5. Zol'nikov V.K., Sazonova S.A., Zarevich A.I., Bashun S.S. Issledovanie sposobov zaschity informacii ot utechki po akusticheskomu i vibroakusticheskomu kanalam // Modelirovanie sistem i processov. - 2025. - №2 t. 18. - S. 27-40. DOI: https://doi.org/10.12737/2219-0767-2025-18-2-27-40
6. Zol'nikov K.V., Shehovcov D.V., Mahiboroda M.A., Oksyuta O.V., Mescheryakova A.A. Sistemnoe modelirovanie i razrabotka protokolov informacionnogo vzaimodeystviya blokov v programmno-apparatnom komplekse SAPR // Modelirovanie sistem i processov. - 2025. - №2 t. 18. - s. 53-62. DOI: https://doi.org/10.12737/2219-0767-2025-53-62
7. Kosheleva M.S., Oreshkov V.I. Primenenie tehnologiy mashinnogo obucheniya pri postroenii intellektual'nyh cifrovyh dvoynikov s ispol'zovaniem modeley mashinnogo obucheniya // Materialy XHX Vserossiyskoy nauchno-tehnicheskoy konferencii studentov, molodyh uchenyh i specialistov. Novye informacionnye tehnologii v nauchnyh issledovaniyah. - Ryazan': Ryazanskiy gosudarstvennyy radiotehnicheskiy universitet im. V.F. Utkina, 2025. - S. 203-206.
8. Markin D.S., Lomovceva N.V. Internet veschey vs internet povedeniya: trendy cifrovogo mira // sbornik statey X Vserossiyskoy nauchno-prakticheskoy konferencii s mezhdunarodnym uchastiem. Ministerstvo prosvescheniya Rossiyskoy Federacii. Tehnicheskoe regulirovanie v edinom ekonomicheskom prostranstve. - Ekaterinburg: Rossiyskiy gosudarstvennyy professional'no-pedagogicheskiy universitet, 2023. - S. 227-229.
9. Poluektov A.V., Popova E.A., Zhuravleva I.V. Bol'shie dannye (Big Data): obrabotka, hranenie i analiz bol'shih ob'emov dannyh // Materialy Vserossiyskoy nauchno-prakticheskoy konferencii. Perspektivnye aspekty modelirovaniya sistem i processov. - Voronezh: Voronezhskiy gosudarstvennyy lesotehnicheskiy universitet im. G.F. Morozova, 2023. - S. 368-374.
10. Polyakov S.I., Akimov V.I., Polukazakov A.V. Intellektual'noe upravlenie zdaniem i podrazdeleniyami "umnogo doma" // Modelirovanie sistem i processov. - 2025. - №1 t. 18. - s. 59-70. DOI: https://doi.org/10.12737/2219-0767-2025-59-70
11. Tagaeva S.N., Gatiyatullina E.M. Bol'shie dannye i personal'nye dannye: pravovaya priroda i voprosy regulirovaniya // Cifrovoe pravo. - 2024. - №2 t. 5. - S. 40-52. DOI: https://doi.org/10.38044/2686-9136-2024-5-2-40-52
12. Tatarinov K.A., Anikienko N.N., Savchenko I.A., Muzyka S.M. Internet veschey kak osnova industrii 4.0 // Ekonomika i predprinimatel'stvo. - 2023. - №5 (154) . - S. 770-773.
13. Titov M.Yu., Skvorcova T.V. Primenenie matematicheskih modeley processa obucheniya neyronnoy seti dlya kontrolya zaschischennosti ot kiberatak // Modelirovanie sistem i processov. - 2025. - №3 t. 18. - s. 114-120.
14. Fateev A.E. Sovremennyy etap razvitiya tehnologii interneta veschey (IoT) // Sbornik nauchnyh trudov po materialam Mezhdunarodnoy nauchno-prakticheskoy konferencii. Ustoychivoe razvitie obschestva: novye nauchnye podhody i issledovaniya". - Moskva: Centr razvitiya obrazovaniya i nauki, 2023. - S. 163-173.
15. Chernyshev Ya.R., Titovskaya N.V. Primenenie ozera dannyh dlya hraneniya i effektivnoy analitiki bol'shih dannyh // Materialy HIH Vserossiyskoy studencheskoy nauchnoy konferencii. Studencheskaya nauka - Vzglyad v buduschee. - Krasnoyarsk: Krasnoyarskiy gosudarstvennyy agrarnyy universitet, 2024. - S. 340-345.
16. Shirikov M.S Buduschee interneta v mire interneta veschey // sbornik statey Mezhdunarodnoy nauchno-prakticheskoy konferencii. Sovremennye issledovaniya: sozidatel'noe razvitie. - Petrozavodsk: Mezhdunarodnyy centr nauchnogo partnerstva «Novaya Nauka», 2023. - S. 102-105.
