{"id":1667,"date":"2025-05-02T06:41:55","date_gmt":"2025-05-02T05:41:55","guid":{"rendered":"http:\/\/newskbncran.ru\/?page_id=1667"},"modified":"2026-03-26T08:21:34","modified_gmt":"2026-03-26T08:21:34","slug":"26-2-2","status":"publish","type":"page","link":"https:\/\/izvestiyakbncran.ru\/index.php\/26-2-2\/","title":{"rendered":"26.2.2"},"content":{"rendered":"\n

\u0424\u0435\u0434\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f IoT \u0438 AIoT: \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0438 \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u044b<\/strong><\/h1>\n\n\n\n

\u0425. \u041c. \u0415\u043b\u0435\u0435\u0432<\/strong><\/p>\n\n\n\n

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\u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442<\/strong><\/p>\n\n\n\n

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\u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f<\/em>:<\/strong> \u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u0444\u0435\u0434\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f (FL) \u2013 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u0430 \u043a \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c\u0443 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443 (AI), \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u0443\u0447\u0430\u0442\u044c AI \u043d\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0445 IoT \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u0445 \u0431\u0435\u0437 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0431\u043c\u0435\u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u043c\u0438. \u041f\u043e\u0434\u0445\u043e\u0434\u044b \u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 FL \u0434\u043b\u044f AIoT \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 \u0431\u044b\u043b\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u0442\u0440\u0435\u043c \u0442\u0438\u043f\u0430\u043c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u0444\u0435\u0434\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\u043c\u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f: \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f, \u0434\u0435\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0438 \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u0430\u044f. \u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u044b \u043f\u043e\u0434\u0445\u043e\u0434\u044b, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0445, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a Knowledge Distillation, \u0431\u043b\u043e\u043a\u0447\u0435\u0439\u043d, \u0431\u0435\u0441\u043f\u0440\u043e\u0432\u043e\u0434\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 \u0442\u0438\u043f\u0430 Mesh, Hybrid-IoT, DHA-FL. \u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043d\u043e\u0439 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u044b \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0438 \u0432\u044b\u0437\u043e\u0432\u044b. \u0412 \u0437\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u044b \u0432\u044b\u0432\u043e\u0434\u044b \u043e \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u0430\u0445 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f FL \u0434\u043b\u044f IoT \u0438 AIoT.<\/p>\n\n\n\n

\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430<\/em>:<\/strong> \u0418\u043d\u0442\u0435\u0440\u043d\u0435\u0442 \u0432\u0435\u0449\u0435\u0439 (IoT), \u0444\u0435\u0434\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 (FL), \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0432\u0435\u0449\u0435\u0439 (AIoT), \u0431\u043b\u043e\u043a\u0447\u0435\u0439\u043d, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430<\/p>\n\n\n\n

\u0414\u043b\u044f \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/strong> \u0415\u043b\u0435\u0435\u0432 \u0425. \u041c. \u0424\u0435\u0434\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f IoT \u0438 AIoT: \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0438 \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u044b \/\/ \u0418\u0437\u0432\u0435\u0441\u0442\u0438\u044f \u041a\u0430\u0431\u0430\u0440\u0434\u0438\u043d\u043e-\u0411\u0430\u043b\u043a\u0430\u0440\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0443\u0447\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0420\u0410\u041d. 2024. \u0422. 26. \u2116 2. \u0421. 26\u201333.  DOI: 10.35330\/1991-6639-2024-26-2-26-33<\/p>\n\n\n\n

\u0421\u043f\u0438\u0441\u043e\u043a \u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u044b<\/strong><\/summary>\n
    \n
  1. Khanna A., Kaur S.<\/em> Internet of Things (IoT), Applications and challenges: a comprehensive review. Wireless Personal Communications. 2020. Vol. 114. Pp. 1687\u20131762. DOI: 10.1007\/ s11277-020-07446-4<\/li>\n\n\n\n
  2. Lynn Th., Takako E.P., Maria N.A. et al. <\/em>The Internet of Things: definitions, key concepts, and reference architectures. The Cloud-to-Thing. 2020. Pp. 1\u201322. DOI: 10.1109\/JIOT.2022.3229374<\/li>\n\n\n\n
  3. \u0415\u0444\u0440\u0435\u043c\u043e\u0432 \u041c. \u0410., \u0425\u043e\u043b\u043e\u0434 \u0418. \u0418. <\/em>\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0444\u0435\u0434\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \/\/ \u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u044b \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b. 2022. \u0422. 35. \u2116. 2. Pp. 263\u2013272. DOI: 10.15827\/0236-235X.138.263-272<\/li>\n\n\n\n
  4. Latif U. Khan, Saad W., Han Z. et al.<\/em> Federated learning for internet of things: recent advances, taxonomy, and open challenges. IEEE Communications Surveys & Tutorials. 2021. Vol. 23. No. 3. Pp. 1759\u20131799. DOI: 10.1109\/COMST.2021.3090430<\/li>\n\n\n\n
  5. Sanchez-Iborra R. LPWAN and embedded machine learning as enablers for the next generation of wearable devices. Sensors. 2021. Vol. 21. No. 15. P. 5218. DOI: 10.3390\/s21155218<\/li>\n\n\n\n
  6. Fan B., Jiang S., Su X., Hui P.<\/em> Model-heterogeneous federated learning for internet of things: enabling technologies and future directions [\u042d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0439 \u0440\u0435\u0441\u0443\u0440\u0441]: arXiv \u2013 CS \u2013 Distributed, Parallel and Cluster Computing, 2023. URL: https:\/\/arxiv.org\/pdf\/2312.12091.pdf (\u0434\u0430\u0442\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f: 19.01.2024).<\/li>\n\n\n\n
  7. Liu T., Ling Z., Xia J. et al.<\/em> Efficient federated learning for AIoT applications using knowledge distillation. IEEE Internet of Things Journal. 2023. Vol. 10. No. 8. Pp. 7229\u20137243. DOI: 10.1109\/JIOT.2022.3229374<\/li>\n\n\n\n
  8. Salama A., Stergioulis A., Ali Zaidi S., McLernon D.<\/em> Decentralized federated learning on the edge over wireless mesh networks. IEEE Access. 2023. Vol. 11. Pp. 124709\u2013124724. DOI: 10.1109\/ACCESS.2023.3329362<\/li>\n\n\n\n
  9. Liu Y., Ai Z., Sun S. et al.<\/em> FedCoin: A Peer-to-peer payment system for federated learning [\u042d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0439 \u0440\u0435\u0441\u0443\u0440\u0441]: arXiv, 2023. URL: https:\/\/arxiv.org\/pdf\/2002.11711.pdf (\u0434\u0430\u0442\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f: 22 \u044f\u043d\u0432\u0430\u0440\u044f, 2024).<\/li>\n\n\n\n
  10. Wu X., Wang Z., Zhao J. et al.<\/em> FedBC: Blockchain-based decentralized federated learning. IEEE International Conference on Artificial Intelligence and Computer Applications (ICAICA). Dalian, 2020. Pp. 217\u2013221. DOI: 10.1109\/ICAICA50127.2020.9182705<\/li>\n\n\n\n
  11. Zhao Y., Zhao J., Jiang L. et al.<\/em> Privacy-preserving blockchain-based federated learning for IoT device. EEE Internet of Things Journal. 2021. Vol. 8. No. 3. Pp. 1817\u20131829. DOI: 10.1109\/JIOT.2020.3017377<\/li>\n\n\n\n
  12. Sagirlar G., Carminati B., Ferrari E. et al.<\/em> Hybrid-IoT: Hybrid blockchain architecture for internet of things \u2013 PoW sub-blockchains. IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData) \/ IEEE Computer Society. Los Alamitos, 2018. Pp. 1007\u20131016. DOI: 10.1109\/Cybermatics_2018.2018.00189<\/li>\n\n\n\n
  13. Gemeliarana I.G.A.K., Sari. R.F. <\/em>Evaluation of proof of work (POW) blockchains security network on selfish mining. International Seminar on Research of Information Technology and Intelligent Systems (ISRITI). Yogyakarta, 2018. Pp. 126\u2013130. DOI: 10.1109\/ISRITI.2018.8864381<\/li>\n\n\n\n
  14. Fahim S., Mahmood S., Katibur Rahman S.M. <\/em>Blockchain: A Comparative study of consensus algorithms PoW, PoS, PoA, PoV. International Journal of Mathematical Sciences and Computing (IJMSC). 2023. Vol. 9. No. 3. Pp. 46\u201357. DOI: 10.5815\/ijmsc.2023.03.04<\/li>\n\n\n\n
  15. Houston Huff W., Balakrishnan R., Hao Feng et al. <\/em>DHA-FL: Enabling efficient and effective AIoT via decentralized hierarchical asynchronous federated learning. MLSys-RCLWN, Miami, 2023.<\/li>\n\n\n\n
  16. Zhang T., Gao L., He C. et al<\/em>. Federated learning for internet of things: applications, challenges, and opportunities. IEEE Internet of Things Magazine, 2022. Vol. 5. No. 1. Pp. 24\u201329. DOI: 10.1109\/IOTM.004.2100182<\/li>\n<\/ol>\n\n\n\n

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    \u0418\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043e\u0431 \u0430\u0432\u0442\u043e\u0440\u0435<\/strong><\/summary>\n

    \u0415\u043b\u0435\u0435\u0432 \u0425\u0430\u0437\u0440\u0430\u0442-\u0410\u043b\u0438 \u041c\u0443\u0440\u0430\u0442\u043e\u0432\u0438\u0447<\/strong>, \u0430\u0441\u043f\u0438\u0440\u0430\u043d\u0442, \u041d\u0430\u0443\u0447\u043d\u043e-\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440 \u041a\u0430\u0431\u0430\u0440\u0434\u0438\u043d\u043e-\u0411\u0430\u043b\u043a\u0430\u0440\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0443\u0447\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0420\u0410\u041d;
    360010, \u0420\u043e\u0441\u0441\u0438\u044f, \u0433. \u041d\u0430\u043b\u044c\u0447\u0438\u043a, \u0443\u043b. \u0411\u0430\u043b\u043a\u0430\u0440\u043e\u0432\u0430, 2;
    khazratalieleev@gmail.com, ORCID: https:\/\/orcid.org\/0009-0009-1536-7917<\/p>\n\n\n\n

    <\/p>\n<\/details>\n\n\n\n

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