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Analysis of Elliptical Contact area of Rolling Element Bearing 6207 using Artificial Neural Network


Affiliations
1 Department of Mechanical Engineering, Rungta College of Engineering and Technology, Raipur - 492001, Chhattisgarh, India
2 Department of Mechanical Engineering, National Institute of Technology, Raipur – 492001, Chhattisgarh, India
 

Objective: In rolling bearing the contact area between the ball and race plays a vital role for the formation of the lubricant film. Objective of present work is calculation of major and minor axis and further the elliptic contact area developed between the ball & races of the rolling element bearing. Methods/Statistical Analysis: For this bearing 6207 is selected and analytically the contact area is calculated at different load and how the load affects the contact area is analyzed. In addition to analytical method elliptical contact area is also calculated using Artificial Neural Network (ANN). Findings: Using the ANN the error in the calculated contact area is found nearly 1%. So ANN is found to be a successful tool for the prediction of the elliptic contact area. Application/improvement: This eliminates the cumbersome of calculation.

Keywords

Artificial Neural Network (ANN), Elliptical Contact Area, Elliptic Parameter, Elliptic Integral, Lubricant Film Thickness, Rolling Element Bearing.
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  • Analysis of Elliptical Contact area of Rolling Element Bearing 6207 using Artificial Neural Network

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Authors

Ritesh Kumar Dewangan
Department of Mechanical Engineering, Rungta College of Engineering and Technology, Raipur - 492001, Chhattisgarh, India
Surendra Pal Singh Matharu
Department of Mechanical Engineering, National Institute of Technology, Raipur – 492001, Chhattisgarh, India

Abstract


Objective: In rolling bearing the contact area between the ball and race plays a vital role for the formation of the lubricant film. Objective of present work is calculation of major and minor axis and further the elliptic contact area developed between the ball & races of the rolling element bearing. Methods/Statistical Analysis: For this bearing 6207 is selected and analytically the contact area is calculated at different load and how the load affects the contact area is analyzed. In addition to analytical method elliptical contact area is also calculated using Artificial Neural Network (ANN). Findings: Using the ANN the error in the calculated contact area is found nearly 1%. So ANN is found to be a successful tool for the prediction of the elliptic contact area. Application/improvement: This eliminates the cumbersome of calculation.

Keywords


Artificial Neural Network (ANN), Elliptical Contact Area, Elliptic Parameter, Elliptic Integral, Lubricant Film Thickness, Rolling Element Bearing.



DOI: https://doi.org/10.17485/ijst%2F2017%2Fv10i5%2F149936