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Improved Prediction Model for Maximum Static Friction Force of Agricultural Tractor with Front-End Loader on Paved
Kwang-Mo Kim1,2, Dong-Hyeon Gim3, Jeong-Hun Kim1,2
1Department of Biosystems Engineering, Kangwon National University, Chuncheon, Gangwon-do, South Korea.
Journal of Agricultural Safety and Health
|August 12, 2025
Summary
Tractor safety on slopes is improved by accurately predicting maximum static friction force. New models using front and rear axle forces significantly enhance prediction accuracy compared to previous methods.
Area of Science:
- Agricultural Engineering
- Tractor Dynamics
- Tire-Surface Interaction
Background:
- Tractor slip, overturning, and rollover are influenced by static friction.
- Existing models for predicting tractor static friction lack sufficient accuracy.
- Tractor safety, particularly on slopes, is compromised by inadequate friction prediction.
Purpose of the Study:
- To enhance the accuracy of a previously developed maximum static friction force prediction model for tractors equipped with front-end loaders.
- To investigate the influence of loading conditions on tractor static friction.
- To refine prediction models using measured data from various tractor configurations.
Main Methods:
- Measured maximum static friction forces of three tractors on paved roads under diverse loading conditions.
- Employed regression analysis to improve existing prediction models with new data.
- Compared the accuracy of models utilizing different variables, including front and rear axle reaction forces.
Main Results:
- Maximum static friction increased with greater rear ballast weight and decreased with increased payload.
- Regression models developed in this study showed significantly improved accuracy over previous models.
- The model incorporating both front and rear axle reaction forces demonstrated the highest prediction accuracy.
Conclusions:
- The reaction force of the rear axle has a more substantial impact on maximum static friction than the front axle.
- The developed regression model accurately predicts maximum static friction for tractors with front-end loaders on paved surfaces.
- Future research should extend these models to various soil types and dynamic conditions.
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