基于SVR-FDS方法的电动汽车减速器加速疲劳测试
Yudong Wu1, Zhanhao Cui2, Wang Yan2
1School of Intelligent Manufacturing, Chengdu Technological University, Chengdu 611730, China.
Sensors (Basel, Switzerland)
|August 29, 2024
概括
这项研究引入了一种改进的加速疲劳测试方法,用于电动汽车减速器. 该SVR-FDS方法减少了测试时间,同时确保可靠的耐用性评估电动汽车输电组件.
科学领域:
- 机械工程 机械工程
- 材料科学 材料科学 材料科学
- 汽车工程 汽车工程
背景情况:
- 电动汽车减速器对于功率传输至关重要,并面临相当大的扭矩和振动负载.
- 动态负载可以导致减少疲劳损伤,影响电动汽车的可靠性和耐用性.
- 传统的加快疲劳测试由于完全依赖时间域负载特征而缺乏精度.
研究的目的:
- 为电动汽车减速器提出先进的加速疲劳测试方法.
- 为了提高减速器耐用性评估的精度和可靠性.
- 为了减少与耐用性评估相关的测试时间和经济成本.
主要方法:
- 开发一种加速疲劳测试方法,将支向量回归 (SVR) 和疲劳损伤谱 (FDS) 整合起来.
- 应用SVR-FDS模型来分析和模拟减速机上的动态负载效应.
- 拟议方法与传统测试方法的验证.
主要成果:
- 该SVR-FDS方法显著缩短了电动汽车减速器所需的测试期.
- 拟议的方法在耐用性评估中保持了高水平的测试可靠性.
- 在复杂的动态负载下,可以准确评估减速机疲劳损伤.
结论:
- 该SVR-FDS方法提供了一个更准确和更有效的方法来评估电动汽车减速器的耐用性.
- 这种创新的测试策略确保了关键电动汽车输电组件的长期性能和可靠性.
- 该研究为优化电动汽车组件的耐用性测试提供了宝贵的见解.
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