Taguchi -design ANOVA analysis of tribological performance of misaligned contaminated EHL contact

It is critical in the mechanical systems like gears and bearings because it is necessary to understand and mitigate the phenomenon of wear and surface degradation under real-like operating conditions of misaligned and contaminated elastohydrodynamic lubrication (EHL) contacts in order to investigate tribological performance. A Taguchi design of experiment and analysis of variance (ANOVA) is used on the research to systematically analyze the influence of rotational velocity (( v ): 250–500 rpm), misalignment angle (α: 0°–1°.1°), and the contaminant concentration (C: 5–10 g/L) of wear (W), and the surface roughness parameters (Ra, Rt, Rz, Ry), as well as, the vibration values (RMS, Peak, and P-P). The notable results indicate that the rotational velocity effects are significant when related to wear (F-value: 542.67, p < 0.0018) as well as the surface roughness (e.g., Ra: F-value: 61.39, p < 0.0159), whereas the impact of misalignment angle and concentration of a contaminant is not as marked. Regression models ( R 2 > 0.9168) and 3D surface plots provide optimum conditions to use to achieve minimal wear and roughness where the ideal parameter settings should be of an equal nature to achieve the best performance with the desirability results. The research inference is that the Taguchi-ANOVA strategy is an effective method to come to the conclusion of the factors and interactions that are remarkable and that can be used to offer practical evidence on how to affect vitality and productivity of EHL contacts in business settings. Future work incorporating variable loads and lubricant types is explicitly recommended to extend the model’s engineering relevance.

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Publication Details

Journal
Next Materials
Published
2026-05-30
DOI
https://doi.org/10.1016/j.nxmate.2026.102359
Primary Topic
Gear and Bearing Dynamics Analysis
Type
article
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article

Taguchi -design ANOVA analysis of tribological performance of misaligned contaminated EHL contact

Ibrahim Mahariq, Sari Mohamed Rafik, Nabil Talbi, Abdellatif M. Sadeq et al.
Next Materials
Gear and Bearing Dynamics Analysis
article

Taguchi -design ANOVA analysis of tribological performance of misaligned contaminated EHL contact

Ibrahim Mahariq, Sari Mohamed Rafik, Nabil Talbi, Abdellatif M. Sadeq, Ramy M. Hafez, Gahgah Mounir, Dima Khater, Kezzar Mohamed, Tasneem Alayed, Farhan Lafta Rashid, Yazen M. Alawaideh
article en

Abstract

It is critical in the mechanical systems like gears and bearings because it is necessary to understand and mitigate the phenomenon of wear and surface degradation under real-like operating conditions of misaligned and contaminated elastohydrodynamic lubrication (EHL) contacts in order to investigate tribological performance. A Taguchi design of experiment and analysis of variance (ANOVA) is used on the research to systematically analyze the influence of rotational velocity (( v ): 250–500 rpm), misalignment angle (α: 0°–1°.1°), and the contaminant concentration (C: 5–10 g/L) of wear (W), and the surface roughness parameters (Ra, Rt, Rz, Ry), as well as, the vibration values (RMS, Peak, and P-P). The notable results indicate that the rotational velocity effects are significant when related to wear (F-value: 542.67, p < 0.0018) as well as the surface roughness (e.g., Ra: F-value: 61.39, p < 0.0159), whereas the impact of misalignment angle and concentration of a contaminant is not as marked. Regression models ( R 2 > 0.9168) and 3D surface plots provide optimum conditions to use to achieve minimal wear and roughness where the ideal parameter settings should be of an equal nature to achieve the best performance with the desirability results. The research inference is that the Taguchi-ANOVA strategy is an effective method to come to the conclusion of the factors and interactions that are remarkable and that can be used to offer practical evidence on how to affect vitality and productivity of EHL contacts in business settings. Future work incorporating variable loads and lubricant types is explicitly recommended to extend the model’s engineering relevance.

Next MaterialsVol. 12
Badji Mokhtar-Annaba University (DZ), Applied Science Private University (JO), Imam Mohammad ibn Saud Islamic University (SA), İstanbul Gelişim Üniversitesi (TR), Biruni University (TR), Tashkent Institute of Irrigation and Agricultural Mechanization Engineers (UZ), University of Kerbala (IQ), Middle East University (JO), University of Skikda (DZ)
Decent work and economic growth
Openalex Percentile: Top 9%
Gear and Bearing Dynamics Analysis
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