基于模糊控制的电动轮载机的驾驶意图识别
Qihuai Chen1,2, Yuanzheng Lin1,2, Mingkai Xu1,2
1College of Mechanical Engineering and Automation, Huaqiao University, Xiamen 361021, China.
Sensors (Basel, Switzerland)
|January 11, 2025
概括
这项研究引入了一种新的模糊控制方法,用于识别电动轮载机的驾驶意图. 该系统有效地识别驾驶员的意图,改善自动变速,提高操作员的安全性和舒适性.
科学领域:
- 工程 工程师 工程师 工程师
- 汽车工程 汽车工程
- 控制系统 控制系统
背景情况:
- 节能和减排在工业运营中至关重要.
- 电动轮式装载机提供零排放和高能效的好处.
- 轮式装载机中频繁的变速器挑战了操作员,影响了舒适性和安全性.
研究的目的:
- 为电动轮式装载机开发一种有效的驾驶意图识别方法.
- 解决基于乘用车的方法在重型机械中的局限性.
- 增强自动变速系统,以改善操作员体验.
主要方法:
- 应用基于针对轮式装载机工作条件的模糊控制的模糊识别方法.
- 使用快门,快门变速和制动信号作为输入参数.
- 定义和承认五种不同的驾驶意图:快速加速,正常加速,加速维护,减速和制动.
主要成果:
- 拟议的模糊识别方法在识别电动轮车辆驾驶员意图方面表现出有效性.
- 模拟和实验研究验证了该方法的性能.
- 该系统成功地为轮载机提供了有效的变速信号输入.
结论:
- 开发的基于模糊控制的驾驶意图识别方法适用于电动轮载机.
- 这种方法提高了重型建筑设备中自动变速系统的可行性和性能.
- 该方法有助于提高电动轮式装载机操作中的操作员舒适性和安全性.
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