使用机器学习决策树对钻孔材料对扭矩的影响的全面实验分析
Jan Hnátik1, Jaroslava Fulemová1, Josef Sklenička1
1Department of Machining Technology, Faculty of Mechanical Engineering, University of West Bohemia, Univerzitní 22, 301 00 Plzeň, Czech Republic.
Materials (Basel, Switzerland)
|July 12, 2025
概括
钻孔扭矩主要受到工具直径和转速输入的影响,材料特性也发挥着作用. 切割速度对钢钻的扭矩变化没有显著的影响.
科学领域:
- 材料科学 材料科学 材料科学
- 机械工程 机械工程
- 制造过程 制造过程 制造过程
背景情况:
- 钻井是对材料特性高度敏感的基本加工操作.
- 了解技术和工具因素对于优化钻井过程至关重要.
研究的目的:
- 分析技术和工具因素对钻探扭矩变化的影响.
- 为了研究材料特性对钻探扭矩的影响.
主要方法:
- 碳钢 (C45) 和硬化钢 (16MnCr5) 的试验钻探.
- 利用先进的统计方法和机器学习决策树进行数据分析.
- 采用CTS20D水泥碳化物工具,采用三重Cr SHM涂层.
主要成果:
- 工具名义直径 (D) 是影响扭矩的最重要因素 (53.552%).
- 周转料 (fn) 对扭矩变化贡献了36.263%.
- 材料类型显示1.430%的影响;切割速度 (vc) 没有显著影响.
结论:
- 工具直径和旋转料是钢中钻探扭矩的关键决定因素.
- 机器学习揭示了钻探参数和扭矩之间的复杂相互依赖.
- 对相互依存性的进一步研究可以优化钻井性能.
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