Fatigue Experiment and Life Evaluation of Straight Face Gears Formed with Hot Rolling

It is difficult to effectively evaluate the technology used to test fatigue in face gears due to their complexity, the lack of experimental data, and weak life evaluation methods. In this paper, we study fatigue experiment technology and carry out a life evaluation for hot rolling straight face gears. A hot rolling forming test was completed by analyzing and simulating the rolling formation of face gears, and the bending stress and fatigue life of face gears was simulated. We designed an experimental scheme and test bench for testing fatigue in straight face gears; this is the first bending fatigue life experiment carried out on hot rolling straight face gears in China. The BP neural network–Bootstrap sample expansion method and GM(1,1) model were carried out to evaluate the fatigue life of hot rolling straight face gears under information-poor conditions. A comparative analysis was carried out with skiving-formed straight face gears, which verifies the feasibility and superiority of hot rolling forming for straight face gears. This study provides a theoretical basis and technological support for the study of fatigue resistance in face gears, and applications for machine installations are provided.

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Publication Details

Journal
Applied Sciences
Published
2026-03-13
DOI
https://doi.org/10.3390/app16062758
Primary Topic
Gear and Bearing Dynamics Analysis
Type
article
Field-Weighted Citation Impact
0.00

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article

Fatigue Experiment and Life Evaluation of Straight Face Gears Formed with Hot Rolling

Yandong Xu, Jing Deng, Jianxin Su, Chuang Jiang et al.
Applied Sciences
Gear and Bearing Dynamics Analysis
article

Fatigue Experiment and Life Evaluation of Straight Face Gears Formed with Hot Rolling

Yandong Xu, Jing Deng, Jianxin Su, Chuang Jiang, Bingyang Wei
article en

Abstract

It is difficult to effectively evaluate the technology used to test fatigue in face gears due to their complexity, the lack of experimental data, and weak life evaluation methods. In this paper, we study fatigue experiment technology and carry out a life evaluation for hot rolling straight face gears. A hot rolling forming test was completed by analyzing and simulating the rolling formation of face gears, and the bending stress and fatigue life of face gears was simulated. We designed an experimental scheme and test bench for testing fatigue in straight face gears; this is the first bending fatigue life experiment carried out on hot rolling straight face gears in China. The BP neural network–Bootstrap sample expansion method and GM(1,1) model were carried out to evaluate the fatigue life of hot rolling straight face gears under information-poor conditions. A comparative analysis was carried out with skiving-formed straight face gears, which verifies the feasibility and superiority of hot rolling forming for straight face gears. This study provides a theoretical basis and technological support for the study of fatigue resistance in face gears, and applications for machine installations are provided.

Applied SciencesVol. 16(6)
Henan University of Science and Technology (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 23%
Gear and Bearing Dynamics Analysis
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Fatigue Experiment and Life Evaluation of Straight Face Gears Formed with Hot Rolling — Yandong Xu, Jing Deng, et al. · Applied Sciences (2026) | TGRS Research Map | TGRS