Pouzdanost i raspoloživost elektronskih sistema vođeni podacima

Ključne reči: vođeno podacima, pouzdanost, raspoloživost, podaci, formula

Sažetak


Uvod/cilj: Pouzdanost i raspoloživost su posebno važni za vojnu, medicinsku i drugu profesionalnu opremu. Upravljanje pouzdanošću i raspoloživošću i/ili proračun prognostičke pouzdanosti uvek su bili zasnovani na podacima. U istraživanju se analizira uticaj podataka na pouzdanost i gotovost.

Metode: Istraživanje je rađeno uglavnom na osnovu objavljenih članaka autora ovog rada, kao i nekih drugih radova.

Rezultati: Analizirane su definicije koncepta vođenog podacima, zatim definicija pouzdanosti i raspoloživosti, a nakon toga uticaj nedovoljno pouzdanih podataka na proračun prognostičke pouzdanosti, kao i pouzdanost i raspoloživost podataka koji se koriste u proračunu pouzdanosti. 

Zaključak: Pouzdanost i raspoloživost, kao  veoma važni, uvek su bili vođeni podacima, ali validni i relevantni podaci predstavljaju glavni problem. Bez dobrih podataka prognostička pouzdanost je beskorisna, uprkos dobrom modelu pouzdanosti.

 

Biografija autora

Slavko J. Pokorni, Visoka škola strukovnih studija za informacione tehnologije, Beograd, Republika Srbija

 

 

 

 

 

Reference

Brunton, S.L., Kutz, J. N., Manohar, K., Aravkin, A.Y., Morgansen, K., Klemisch, J., Goebel, N., Buttrick, J., Poskin, J., Blom-Schieber, A.W., Hogan, T. & McDonald, D. 2021.Data-Driven Aerospace Engineering: Reframing the Industry with Machine Learning. AIAA Journal, 59(8). Available at: https://doi.org/10.2514/1.J060131.

Elearth, J.G. & Pecht, M. 2012. IEEE 1413: A Standard for Reliability Predictions. IEEE Transactions on Reliability, 61(1), pp.125-129. Available at: https://doi.org/10.1109/TR.2011.2172030.

-Military Handbook, MIL-HDBK-217E. 1986. Reliability Prediction of Electronic Equipment. Washington DC: Department of Defense.

-Military Handbook, MIL-HDBK-217F. 1991. Reliability Prediction of Electronic Equipment. Washington DC: Department of Defense.

-Northeastern University. 2019. Data-Driven Decision Making: A Primer for Beginners. Northeastern University, August 22 [online]. Available at: https://www.northeastern.edu/graduate/blog/data-driven-decision-making/ [Accessed: 15 March 2023].

Pandian, G., Pecht, M., Zio, E. & Hodkiewicz. M. 2020. Data-driven reliability analysis of Boeing 787 Dreamliner. Chinese Journal of Aeronautics, 33(7), pp. 1969-1979. Available at: https://doi.org/10.1016/j.cja.2020.02.003.

Pokorni, S. 2014a. Pouzdanost informacionih sistema. Belgrade, Serbia: Information Technology School (in Serbian). ISBN: 978-86-88841-03-0.

Pokorni, S. 2014b. Problems of reliability prediction of electronic equipment. In: 6th International Scientific Conference on Defensive Technologies OTEH 2014, Belgrade, Serbia, pp.835-838, October 9-10 [online]. Available at: http://www.vti.mod.gov.rs/oteh14/elementi/rad/028.html [Accessed: 15 March 2023].

Pokorni, S. 2016. Reliability prediction of electronic equipment: Problems and experience. In: 7th International Scientific Conference on Defensive Technologies OTEH 2016, Belgrade, Serbia, pp.695-700, October 6-7 [online]. Available at: http://www.vti.mod.gov.rs/oteh16/elementi/rad/020.html [Accessed: 15 March 2023].

Pokorni, S. 2019. Reliability and availability of the Internet of things. Vojnotehnički glasnik/Military Technical Courier, 67(3), pp.588-600. Available at: https://doi.org/10.5937/vojtehg67-21363.

Pokorni, S. 2020. Artificial intelligence in reliability and maintainability. In: 9th International Scientific Conference on Defensive Technologies OTEH 2020, Belgrade, Serbia, October 15-16 [online]. Available at: http://www.vti.mod.gov.rs/oteh/elementi/rad/114.pdf [Accessed: 15 March 2023].

Pokorni, S. 2021a. The Reliability of Data-driven Internet of Things Systems. Annals of Spiru Haret University. Economic Series, 21(4), pp.43-52 [online]. Available at: http://anale.spiruharet.ro/economics/issue/view/137/pdf_25 [Accessed: 15 March 2023].

Pokorni, S. 2021b Current state of the application of artificial intelligence in reliability and maintenance. Vojnotehnički glasnik/Military Technical Courier, 69(3), pp.578-593. Available at: https://doi.org/10.5937/vojtehg69-30434.

Pokorni, S. 2022. Data-driven reliability of electronic equipment. In: 10th International Scientific Conference on Defensive Technologies OTEH 2022, Belgrade, Serbia, pp.591-594, October 13-14 [online]. Available at: http://www.vti.mod.gov.rs/oteh/elementi/rad/043.pdf [Accessed: 15 March 2023].

Pokorni, S. & Janković. R. 2011. Reliability estimation of a complex communication network by simulation. In: 2011 19thTelecommunications Forum (TELFOR) Proceedings of Papers, Belgrade, Serbia, pp.226-229, November 22-24. Available at: https://doi.org/10.1109/TELFOR.2011.6143532.

Pokorni, S. & Ramović, R. 2003. Reliability and availability of telecommunication system of four ring connected stations. Communications in Dependability and Quality Management,  6(1-2), pp.6-17. ISSN: 1450-7196.

Rouse, M. 2018. What Does Data Driven Mean? Techopedia, 9 February [online]. Available at https://www.techopedia.com/definition/18687/data-driven [Accessed: 15 March 2023].

-Talend. 2023. What is data reliability? Definition and assessment guide. Talend [online]. Available at https://www.talend.com/resources/what-is-data-reliability/ [Accessed: 15 March 2023].

Objavljeno
2023/06/08
Rubrika
Pregledni radovi