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Title of the article FILLING THE DATABASE OF SPECTROGRAMS AND WAVELET TRANSFORMS OF VIBRATION SIGNALS OF FUEL INJECTORS CRIN2
Authors

TARASENKO Viktor E., Ph. D. in Eng., Assoc. Prof., Head of the Department of Technologies and Organization of Technical Service, Belarusian State Agrarian Technical University, Minsk, Republic of Belarus,  This email address is being protected from spambots. You need JavaScript enabled to view it.">This email address is being protected from spambots. You need JavaScript enabled to view it.
In the section DYNAMICS, DURABILITY OF VEHICLES AND STRUCTURES
Year 2026
Issue 1(74)
Pages 49–55
Type of article RAR
Index UDK 621.43-6:629.3.066.36
DOI https://doi.org/10.46864/1995-0470-2026-1-74-49-55
Abstract The article presents the results of the research work on testing CRIN2 electromagnetically controlled fuel injectors of various operating times using a specialized diagnostic bench and a multichannel measuring system with a flexible structure. The original signal was decomposed and the oscillation amplitudes were recorded, the characteristic oscillation frequencies of the injector were determined, on the critical parts of which traces of wear were detected. In total, the array of spectrograms and wavelet transforms of vibration signals of CRIN2 generation injectors obtained using the MATLAB mathematical package made it possible to form and fill the database. It is advisable to use this database for in-depth analysis of spectrograms and wavelet transforms using neural networks with the implementation of machine learning of the descriptor.
Keywords injector, bench, mode, wear, system, sensor, signal, spectrum
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Bibliography
  1. Solovev V.I., et al. Tekhnologiya vibratsionnogo diagnostirovaniya dizelnykh dvigateley [Technology of vibration diagnostics of diesel engines]. Moscow, GOSNITI Publ., 1979. 41 p. (in Russ.). 
  2. Tarasenko V.E., Zheshko A.A. Issledovanie vibratsii forsunok s pomoshchyu mnogokanalnoy sistemy s gibkoy strukturoy [Study of injector vibration using a multi-channel system with a flexible structure]. Mechanization and electrification of agriculture, 2020, iss. 54, pp. 190–196 (in Russ.). 
  3. Zheshko A.A., Tarasenko V.E., Rolich O.Ch., Dunaev A.V. Diagnostirovanie mnogokanalnoy izmeritelnoy sistemoy s gibkoy strukturoy forsunok firmy BOSCH [Diagnostics with a multi-channel measuring system with a flexible structure of BOSCH injectors]. Machinery technical service, 2021, vol. 59, no. 1(142), pp. 55–64. DOI: https://doi.org/10.22314/2618- 8287-2021-59-1-55-64 (in Russ.). 
  4. Tarasenko V.E., Karpovich S.K. Osobennosti diagnostirovaniya forsunok s elektromagnitnym upravleniem [Features of diagnostics of injectors with electromagnetic control]. Materialy mezhdunarodnoy nauchno-prakticheskoy konferentsii “Tekhnicheskoe i kadrovoe obespechenie innovatsionnykh tekhnologiy v selskom khozyaystve” [Proc. international scientific and practical conference “Technical and personnel support of innovative technologies in agriculture”]. Minsk, 2024, part 2, pp. 28–31 (in Russ.). 
  5. Genkin M.D., Sokolova A.G. Vibroakusticheskaya diagnostika mashin i mekhanizmov [Vibroacoustic diagnostics of machines and mechanisms]. Moscow, Mashinostroenie Publ., 1987. 288 p. (in Russ.). 
  6. Balitsky F.Ya., Ivanova M.A., Sokolova A.G., Khomyakov E.I. Vibroakusticheskaya diagnostika zarozhdayushchikhsya defektov [Vibroacoustic diagnostics of incipient defects]. Moscow, Nauka Publ., 1984. 119 p. (in Russ.). 
  7. Nikitin E.A., et al. Diagnostirovanie dizeley [Diagnostics of diesel engines]. Moscow, Mashinostroenie Publ., 1987. 224 p. (in Russ.). 
  8. Borisenko V.F., Sidorov V.A., Sushko A.E., Rybakov V.N. Vibration metrics for informational support in assessing the technical condition of ball mills. Mining science and technology (Russia), 2024, vol. 9, no. 4, pp. 420–432. DOI: https://doi. org/10.17073/2500-0632-2023-10-175. 
  9. Klyachkin V.N., Karpunina I.N. Statisticheskiy kontrol stabilnosti vibratsiy gidroagregata s ispolzovaniem metoda glavnykh komponent [Statistical control of hydro-unit vibrations stability using the principal components method]. Reliability & quality of complex systems, 2021, no. 1(33), pp. 41–48. DOI: https:// doi.org/10.21685/2307-4205-2021-1-4 (in Russ.). 
  10. Tarasenko V.E., Rolich O.Ch., Zheshko A.A. Metody diagnostirovaniya zarozhdayushchikhsya ekspluatatsionnykh defektov detaley avtotraktornykh dvigateley [Methods for diagnosing emerging operational defects in parts of automotive and tractor engines]. Agropanorama, 2025, no. 2(168), pp. 25–31 (in Russ.). 
  11. Tarasenko V.E., Zheshko A.A. Effektivnye metody i sredstva diagnostirovaniya avtotraktornykh dvigateley [Effective methods and means of diagnosing autotractor engines]. Mechanization and electrification of agriculture, 2025, iss. 58, pp. 268–273 (in Russ.). 
  12. Tarasenko V.E., Rolich O. Ch., Zheshko A.A. Metodika formirovaniya teoretiko-prakticheskoy bazy rezultatov analiza dinamiki spektralnykh, veyvletnykh i statisticheskikh obrazov vibrosignalov forsunok [Methodology of forming the theoretical and practical basis of the dynamics analysis results of spectral, wavelet and statistical images of vibration signals of nozzles]. Agropanorama, 2025, no. 4(170), pp. 28–34. DOI: https:// doi.org/10.56619/2078-7138-2025-170-4-28-34 (in Russ.). 
  13. Rolich O.Ch., Tarasenko V.E. Mnogokanalnaya integrirovannaya sistema vibroakusticheskoy i teplovoy diagnostiki dizelnykh dvigateley [Multichannel integrated system of vibroacoustic and thermal diagnostics of diesel engines]. Agropanorama, 2019, no. 5(135), pp. 42–45 (in Russ.). 
  14. Miklush V.P., et al. Upravlenie nadezhnostyu selskokhozyaystvennoy tekhniki metodami diagnostiki i tribotekhniki [Reliability management of agricultural machinery using diagnostic and tribotechnical methods]. Minsk, Belorusskiy gosudarstvennyy agrarnyy tekhnicheskiy universitet Publ., 2019. 392 p. (in Russ.). 
  15. Tarasenko V.E., Rolich O.Ch., Zheshko A.A. Programmnyy drayver tsifrovykh datchikov vibratsii, vkhodyashchikh v sostav mnogokanalnogo pribora integrirovannogo vibroakusticheskogo i teplovogo diagnostirovaniya [Software driver for digital vibration sensors included in the multichannel integrated vibroacoustic and thermal diagnostics device]. Mechanization and electrification of agriculture, 2025, vol. 1, iss. 58, pp. 305– 312 (in Russ.). 
  16. Tarasenko V.E. Analiz vibratsionnykh kharakteristik forsunok CRIN2 avtotraktornykh dizeley [Analysis of vibration characteristics of CRIN2 injectors of automotive and tractor diesel engines]. Materialy respublikanskoy nauchno-prakticheskoy konferentsii “Agrarnoe obrazovanie i nauka dlya agropromyshlennogo kompleksa” [Proc. republican scientific and practical conference “Agrarian education and science for the agro-industrial complex”]. Gorki, 2024, pp. 254–257 (in Russ.). 
  17. Tarasenko V.E., Rolich O.Ch. Sposob identifikatsii defektov dvigatelya vnutrennego sgoraniya transportnoy ili tyagovoy mashiny [Method for identifying defects in an internal combustion engine of a transport or traction machine]. Patent BY, no. 23682, 2022 (in Russ.). 
  18. Zolotukhina M.A., Zolotukhin S.A. Intellektualnaya sistema regulirovaniya tekhnicheskoy diagnostikoy rotornogo oborudovaniya s pomoshchyu mashinnogo obucheniya [Intelligent control system for technical diagnostics of rotary equipment using machine learning]. International journal of professional science, 2021, no. 6, pp. 68–73 (in Russ.).