DOI: https://doi.org/10.20535/SRIT.2308-8893.2020.1.03

Оцінювання обчислювальних моделей функціонування кіберфізичних систем

Nataliya D. Pankratova, Y. A. Ptukha

Анотація


Розглянуто використання обчислювальних моделей для підтримання функціонування кіберфізичних систем (CPS) у паралельному світі інтернету речей (IoT). Вивчено існуючі моделі, методи, прийоми та їх реалізація в цьому напрямі. Обґрунтовано необхідність використання методів машинного навчання через неточність, нечіткість, незавершеність переданих даних від датчиків фізичних систем з метою своєчасного обґрунтовання рішення щодо підтримання функціонування реальних об’єктів певної кіберфізичної системи в умовах реального часу.

Ключові слова


кіберфізичні системи; інтернет речей; системна методологія; машинне навчання; комп'ютерні системи; датчики

Повний текст:

PDF (English)

Посилання


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https://blynk.io/

https://www.fracttal.com/en/fracttal-box

https://www.paessler.com/prtg

https://iot-analytics.com/

https://cloud.google.com/solutions/iot

https://www.analyticsinsight.net/top-iot-companies/

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Koman G. Advantages of IoT implementation in enterprise process management / G. Koman, M. Kubina, D. Šulyová. — 2020.

Mohapatra S. A Solution Framework for Managing Internet of Things (IoT) / S. Mohapatra, J. Bhuyan // International journal of Computer Networks & Communications. — 2016. — 8. — P. 73–87. — 10.5121/ijcnc.2016.8606.

Ando B. Editorial: Hot I&M topics in the IoT framework / B. Ando // IEEE Instrumentation & Measurement Magazine. — 2019. — 22.2-2. 10.1109/MIM.2019.8917895.

Vranken C. Combination of IoT framework with liquid software. — 2018.

Cheruvu S. IoT Frameworks and Complexity / S. Cheruvu, A. Kumar, N. Smith, D. Wheeler— 2020. — 10.1007/978-1-4842-2896-8_2.

Krongthong T. Modeling and Simulink of Smart Agriculture Using IoT Framework / T. Krongthong, B. Muangmeesri. — 2019. — P. 185–188. —10.1109/ICORIS.2019. 8874914.

Onoriode U. IoT Architectural Framework: Connection and Integration Framework for IoT Systems / U. Onoriode, G. Kotonya // Electronic Proceedings in Theoretical Computer Science. — 2018. — 264. — P. 1–17. — 10.4204/EPTCS.264.1.

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Kumar S. Internet of Things is a revolutionary approach for future technology enhancement: a review / S. Kumar et al. // Journal of Big Data. — 2019. — 6. — P. 1–21.

Mashal I. Choices for interaction with things on Internet and underlying issues / I. Mashal, O. Alsaryrah, T.-Y. Chung et al. — Ad Hoc Networks. — 2015. — Vol. 28. — P. 68–90.

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Luntovskyy A. Performance, Reliability and Scalability for IoT / A. Luntovskyy, L. Globa. — 2019. — P. 316–321. — 10.1109/DT.2019.8813679.

Globa L. Fuzzy logic usage for the data processing in the Internet of Things networks / L. Globa et al. // Open Semantic Technologies for Intelligent Systems (OSTIS-2018): International scientific and technical conference proceedings (Minsk, February 15–17, 2018) / V. V. Golenkov, Ed. — Minsk: BGUIR, 2018.

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Пристатейна бібліографія ГОСТ


1. Vyatkin V. Cyber-physical engineering as a way of applying the theory of cyber-physical systems / Valeriy Vyatkin, Dmitry Drozdov, Yulia A. Golub // SAEC. — 2019. — No. 1.

2. Xia F. Internet of things / F. Xia // International Journal of Communication Systems. — 2012. — Vol. 25. — No. 9. — P. 1101.

3. https://blynk.io/

4. https://www.fracttal.com/en/fracttal-box

5. https://www.paessler.com/prtg

6. https://iot-analytics.com/

7. https://cloud.google.com/solutions/iot

8. https://www.analyticsinsight.net/top-iot-companies/

9. Gubbi J. Internet of things (IoT): A vision, architectural elements, and future directions / J. Gubbi, R. Buyya, S. Marusic, M. Palaniswami // Future Generation Computer Systems. — 2013. — Vol. 29. — No. 7. — P. 1645–1660.

10. Mora L. How to Become a Smart City: Learning from Amsterdam / L. Mora, R. Bolici // In: Bisello A., Vettorato D., Stephens R., Elisei P. (eds) Smart and Sustainable Planning for Cities and Regions. SSPCR 2015. Green Energy and Technology. — Springer, Cham. — 10.1007/978-3-319-44899-2_15

11. Madakam S. Barcelona Smart City: The Heaven on Earth (Internet of Things: Technological God) / S. Madakam, R. Ramaswamy. — An International ICT R&D Journal Sponsored by ZTE Corporation. — 2015. — Vol. 13. — N 4.

12. Baxter S. Modest gains in first six months of Santa Cruz's predictive police program / S. Baxter // Santa Cruz Sentinel. — 2012. — Retrieved 2015-05-26.

13. Chatterjee S. Success of IoT in Smart Cities of India: An empirical analysis / S. Chatterjee, A. Kar, MP. Gupta // Government Information Quarterly. — 2018. — 10.1016/j.giq.2018.05.002.

14. Tran A. Thuan. SmartHome IoT Application Development / Tran A. Thuan, T. Huy, D. Hoang et al. — 2019.

15. Alaa M.. A Review of Smart Home Applications based on Internet of Things / M. Alaa, A. Zaidan, B. Bahaa et al. // Journal of Network and Computer Applications. — 2017. — 97. 10.1016/j.jnca. 2017.08.017.

16. Yang H. IoT Smart Home Adoption: The Importance of Proper Level Automation / H. Yang , L. Wonji, L.Hwansoo // Journal of Sensors. — 2018. — P. 1–11. — 10.1155/2018/6464036.

17. Khan A. The Role of IoT in Digital Governance / A. Khan, N. Zaman, M. Humayun. — 2020. — 10.4018/978-1-7998-1851-9.ch007.

18. Koman G. Advantages of IoT implementation in enterprise process management / G. Koman, M. Kubina, D. Šulyová. — 2020.

19. Mohapatra S. A Solution Framework for Managing Internet of Things (IoT) / S. Mohapatra, J. Bhuyan // International journal of Computer Networks & Communications. — 2016. — 8. — P. 73–87. — 10.5121/ijcnc.2016.8606.

20. Ando B. Editorial: Hot I&M topics in the IoT framework / B. Ando // IEEE Instrumentation & Measurement Magazine. — 2019. — 22.2-2. 10.1109/MIM.2019.8917895.

21. Vranken C. Combination of IoT framework with liquid software. — 2018.

22. Cheruvu S. IoT Frameworks and Complexity / S. Cheruvu, A. Kumar, N. Smith, D. Wheeler— 2020. — 10.1007/978-1-4842-2896-8_2.

23. Krongthong T. Modeling and Simulink of Smart Agriculture Using IoT Framework / T. Krongthong, B. Muangmeesri. — 2019. — P. 185–188. —10.1109/ICORIS.2019. 8874914.

24. Onoriode U. IoT Architectural Framework: Connection and Integration Framework for IoT Systems / U. Onoriode, G. Kotonya // Electronic Proceedings in Theoretical Computer Science. — 2018. — 264. — P. 1–17. — 10.4204/EPTCS.264.1.

25. https://www.byteant.com/blog/5-best-open-source-iot-frameworks/

26. https://www.techtic.com/blog/top-10-open-source-iot-frameworks/

27. Kumar S. Internet of Things is a revolutionary approach for future technology enhancement: a review / S. Kumar et al. // Journal of Big Data. — 2019. — 6. — P. 1–21.

28. Mashal I. Choices for interaction with things on Internet and underlying issues / I. Mashal, O. Alsaryrah, T.-Y. Chung et al. — Ad Hoc Networks. — 2015. — Vol. 28. — P. 68–90.

29. Wu M. Research on the architecture of internet of things / M. Wu, T.-J. Lu, F.-Y. Ling et al. // in Proceedings of the 3rd International Conference on Advanced Computer Theory and Engineering (ICACTE ’10). — Vol. 5. — P. 484–487. — IEEE, Chengdu, China, August 2010.

30. Khan R. Future internet: the internet of things architecture, possible applications and key challenges / R. Khan, S.U. Khan, R. Zaheer, S. Khan // in Proceedings of the 10th International Conference on Frontiers of Information Technology (FIT ’12). — 2012. — P. 257–260.

31. Sethi P. Internet of Things: Architectures, Protocols, and Applications / P. Sethi, S. Sarangi // Journal of Electrical and Computer Engineering. — 2017. — P. 1–25. — 10.1155/2017/9324035.

32. Vijai P. Design of IoT Systems and Analytics in the Context of Smart City Initiatives / P. Vijai, P. Sivakumar // India. Procedia Computer Science. — 2016. — 92. — P. 583–588. — 10.1016/j.procs.2016.07.386.

33. Zantalis F. A Review of Machine Learning and IoT in Smart Transportation / F. Zantalis, G. Koulouras, S. Karabetsos // Future Internet. — 2019. — 11. 10.3390/fi11040094.

34. Luntovskyy A. Performance, Reliability and Scalability for IoT / A. Luntovskyy, L. Globa. — 2019. — P. 316–321. — 10.1109/DT.2019.8813679.

35. Globa L. Fuzzy logic usage for the data processing in the Internet of Things networks / L. Globa et al. // Open Semantic Technologies for Intelligent Systems (OSTIS-2018): International scientific and technical conference proceedings (Minsk, February 15–17, 2018) / V. V. Golenkov, Ed. — Minsk: BGUIR, 2018.

36. Pankratova N.D. System analysis: Theory and applications: textbook / N.D. Pankratova; NASU, NTUU “KPI”, IASA NASU. — K.: Naukova Dumka, 2018. — 347 p.