基于RBF插曲的煤矿道路的曲线形成预测
Zhixiang Liu1, Kang Zou1,2, Zhan Sun1,2
1Research Institute of Mineral Resources Development and Utilization Technology and Equipment, Liaoning Technical University, Liaoning Province, China.
PloS one
|July 21, 2023
概括
这项研究模拟了煤矿道路曲线挖掘,发现更大的转半径提高了效率. 该研究提供了一个数值算法,以优化道路曲设计,以更快地挖掘.
科学领域:
- 采矿工程 采矿工程 采矿工程
- 地质技术工程 地质技术工程
- 道技术 道技术
背景情况:
- 地下道路挖掘,特别是曲部分,具有相当大的复杂性.
- 挖掘方案的设计直接影响到煤矿道路建设的速度和效率.
研究的目的:
- 分析和建模煤矿道路曲的几何形成.
- 确定影响道路曲线挖掘的关键因素,并开发预测模型.
主要方法:
- 建立了道路曲线几何学的数学模型.
- 分析了诸如料速率,路头位置,路径宽度和工作空间角度等因素对转向半径的影响.
- 开发了一个使用辐射基函数 (RBF) 算法进行插入模型,并通过K-最近邻近 (KNN) 算法进行增强,用于曲线半径预测.
主要成果:
- 道路曲线半径随着料速度,路头工作空间位置和所需的道路宽度而增加.
- 道路曲线半径随着工作空间角的增加而减少.
- 该RBF-KNN模型成功重建并预测了道曲线半径.
结论:
- 这些发现为合理设计道路曲施工工艺提供了基础.
- 为设计道路曲半径提供了一个可靠的数值算法.
- 该研究为提高煤矿高速公路挖掘效率提供了理论基础.
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