Moscow, Russian Federation
Moscow, Russian Federation
Russian Federation
The article presents the results of research on a specially created test bench of the efficiency of the neural network diagnostics method of gear transmission based on the signal spectrum from the electric motor supply current sensor. Processing and analysis of signals from the current sensor, development and application of neural networks to solve the problem of classifying the technical condition of the control object are implemented in the Matlab 2020 program. The reliability of the neural network classification was more than 98%.
technical diagnostics, current diagnostics, artificial neural networks, neural network classification methods
1. Kotas F. Use of artificial intelligence methods in diagnostics of technical systems: Artificial Intelligence and Industry 4.0 (Thesis) / F. Kotas, Brno, 2021. 46 r.
2. Bart A. D., Kuvayskova Yu. E. Primenenie metodov mashinnogo obucheniya dlya resheniya zadachi tehnicheskoy diagnostiki // Matematicheskie metody i modeli: teoriya, prilozheniya i rol' v obrazovanii Mezhdunarodnaya nauchno-tehnicheskaya konferenciya (Rossiya, g. Ul'yanovsk, 28–30 aprelya 2016 g.) Sbornik nauchnyh trudov. 2016. № 2. C. 107–112.
3. Blagoveschenskiy V. G. Intellektual'naya avtomatizirovannaya sistema upravleniya kachestvom halvy s ispol'zovaniem gibridnyh metodov i tehnologiy: avtoref. dis. ... kand. tehn. nauk / V. G. Blagoveschenskiy. M.: MGUPP, 2021. 30 c. EDN: https://elibrary.ru/RAAQHK
4. Safin N. R. Sovershenstvovanie metodiki tokovoy diagnostiki asinhronnyh dvigateley s korotkozamknutym rotorom : dis. ... kand. tehn. nauk / N. R. Safin. Ekaterinburg, 2017. 152 c. EDN: https://elibrary.ru/YQHNGZ
5. Yablokov, A.E. Blagoveschenskiy I. G. Nauchno-prakticheskie osnovy sozdaniya avtomatizirovannyh sistem tehnicheskogo monitoringa i diagnostiki oborudovaniya zernopererabatyvayuschih predpriyatiy na baze neyrosetevyh metodov analiza dannyh: monografiya. – M., 2022. – 221 c.
6. Svidetel'stvo o gosudarstvennoy registracii programmy dlya EVM № 2021661786 Programma dlya akusticheskoy diagnostiki oborudovaniya po veyvlet-skalogramme izluchaemogo zvuka s ispol'zova-niem svertochnoy neyronnoy seti / Yablokov A.E., Blagoveschenskiy I.G., Zhila T.M. Opubl. 15.07.2021. Zayavka №2021660923 ot 09.07.2021.
7. Yablokov A.E., Generalov A.S., Blagoveschenskiy I.G. Programma dlya vibracionnoy diagnostiki tehnologicheskih mashin na baze neyrosetevyh metodov klassifikacii. Svidetel'stvo o registracii programmy dlya EVM RU 2022684885, 19.12.2022. Zayavka № 2022684550 ot 12.12.2022