Investigation of rolling bearing lubrication condition based on
vibrodiagnostics

J 2027

Investigation of rolling bearing lubrication condition based on vibrodiagnostics

VALIŠ, David; Jan KOLÁČEK; Ondřej POKORA; Łukasz JEDLIŃSKI; Jakub GAJEWSKI et al.

Základní údaje

Originální název

Investigation of rolling bearing lubrication condition based on vibrodiagnostics

Autoři

VALIŠ, David; Jan KOLÁČEK ; Ondřej POKORA; Łukasz JEDLIŃSKI a Jakub GAJEWSKI

Vydání

Tribology International, London, Elsevier Ltd, 2027, 0301-679X

Další údaje

Jazyk

angličtina

Typ výsledku

Článek v odborném periodiku

Obor

20300 2.3 Mechanical engineering

Stát vydavatele

Velká Británie a Severní Irsko

Utajení

není předmětem státního či obchodního tajemství

Odkazy

URL

Impakt faktor

Impact factor: 6.900 v roce 2024

Označené pro přenos do RIV

Ano

Organizační jednotka

Přírodovědecká fakulta

Klíčová slova anglicky

Field data assessment; Functional data analysis; Indirect diagnostics; Lubrication condition; Rolling bearing; Short-time Fourier transform

Štítky

14311010, rivok

Příznaky

Mezinárodní význam, Recenzováno

Změněno: 7. 9. 2026 12:59, Mgr. Marie Novosadová Šípková, DiS.

Anotace

V originále

High-quality non-destructive diagnostics represents one of the key aspects in assessing the condition of technical systems. It plays a significant role in determining the operational condition of rolling bearings. This article presents a method for easily and efficiently obtaining information on the type and quality of rolling bearing lubrication. From a relatively short vibration data record, it is possible to determine (i) the lubrication medium used and (ii) the quality of lubrication. The proposed approach is based on a methodology employing functional data analysis (FDA). The results are compelling and demonstrate, with high accuracy, that the type of lubrication medium can be precisely identified from a short vibration signal record. Furthermore, if relubrication is required, the results enable an accurate assessment of lubrication quality. Compared to existing methods, the proposed approach exhibits an accuracy of more than 96%, which in some instances is an improvement of more than 30%, while it also lowers the calculation time by up to 50%. The results also offer practical, efficient, and cost-effective applicability.

Návaznosti

MUNI/A/1648/2025, interní kód MU

Název: Specifický výzkum v odborné, aplikované a učitelské matematice 2026

Investor: Masarykova univerzita, Specifický výzkum v odborné, aplikované a učitelské matematice 2026

Citovat

VALIŠ, David; Jan KOLÁČEK; Ondřej POKORA; Łukasz JEDLIŃSKI a Jakub GAJEWSKI. Investigation of rolling bearing lubrication condition based on vibrodiagnostics. Tribology International. London: Elsevier Ltd, 2027, roč. 226, February, s. 112618-112635. ISSN 0301-679X. Dostupné z: https://doi.org/10.1016/j.triboint.2026.112618.

@article{2587273,
   author = {Vališ, David and Koláček, Jan and Pokora, Ondřej and Jedliński, Łukasz and Gajewski, Jakub},
   article_location = {London},
   article_number = {February},
   doi = {https://doi.org/10.1016/j.triboint.2026.112618},
   keywords = {Field data assessment; Functional data analysis; Indirect diagnostics; Lubrication condition; Rolling bearing; Short-time Fourier transform},
   language = {eng},
   issn = {0301-679X},
   journal = {Tribology International},
   title = {Investigation of rolling bearing lubrication condition based on vibrodiagnostics},
   url = {https://doi.org/10.1016/j.triboint.2026.112618},
   volume = {226},
   year = {2027}
}

TY  - JOUR
ID  - 2587273
AU  - Vališ, David - Koláček, Jan - Pokora, Ondřej - Jedliński, Łukasz - Gajewski, Jakub
PY  - 2027
TI  - Investigation of rolling bearing lubrication condition based on vibrodiagnostics
JF  - Tribology International
VL  - 226
IS  - February
SP  - 112618
EP  - 112618
PB  - Elsevier Ltd
SN  - 0301679X
KW  - Field data assessment
KW  - Functional data analysis
KW  - Indirect diagnostics
KW  - Lubrication condition
KW  - Rolling bearing
KW  - Short-time Fourier transform
UR  - https://doi.org/10.1016/j.triboint.2026.112618
N2  - High-quality non-destructive diagnostics represents one of the key aspects in assessing the condition of technical systems. It plays a significant role in determining the operational condition of rolling bearings. This article presents a method for easily and efficiently obtaining information on the type and quality of rolling bearing lubrication. From a relatively short vibration data record, it is possible to determine (i) the lubrication medium used and (ii) the quality of lubrication. The proposed approach is based on a methodology employing functional data analysis (FDA). The results are compelling and demonstrate, with high accuracy, that the type of lubrication medium can be precisely identified from a short vibration signal record. Furthermore, if relubrication is required, the results enable an accurate assessment of lubrication quality. Compared to existing methods, the proposed approach exhibits an accuracy of more than 96%, which in some instances is an improvement of more than 30%, while it also lowers the calculation time by up to 50%. The results also offer practical, efficient, and cost-effective applicability.
ER  -

VALIŠ, David; Jan KOLÁČEK; Ondřej POKORA; Łukasz JEDLI$\backslash$'NSKI a Jakub GAJEWSKI. Investigation of rolling bearing lubrication condition based on vibrodiagnostics. \textit{Tribology International}. London: Elsevier Ltd, 2027, roč.~226, February, s.~112618-112635. ISSN~0301-679X. Dostupné z: https://doi.org/10.1016/j.triboint.2026.112618.

Přehled o publikaci