用纳米颗粒添加剂提高切削油的效率:高斯过程回归方法对粘度和成本优化
Beytullah Erdoğan1, İrfan Kılıç2, Abdulsamed Güneş3
1Department of Mechanical Engineering, Engineering Faculty, Zonguldak Bülent Ecevit University, Zonguldak 67100, Turkey.
Nanomaterials (Basel, Switzerland)
|July 12, 2025
概括
这项研究研究了用于切割流体的纳米粒子添加剂,使用高斯过程回归来准确预测动态粘度. 氧化和混合氧化混合物成为成本高效,高性能的选择,以优化冷却效率.
科学领域:
- 材料科学 材料科学 材料科学
- 机械工程 机械工程
- 计算流体动力学的流体动力学.
背景情况:
- 纳米粒子添加剂可以提高加工流体的冷却效率.
- 了解纳米流体的动态粘度对于性能优化至关重要.
研究的目的:
- 研究各种纳米粒子 (hBN,ZnO,MWCNT,TiO2,Al2O3) 对切削油的动态粘度的影响.
- 使用高斯过程回归 (GPR) 开发动态粘度的预测模型.
- 为选择最佳纳米流体提出成本效益分析.
主要方法:
- 用不同的纳米粒子组合制备单体,混合体和三元纳米流体.
- 使用高斯过程回归 (GPR) 来估计动态粘度值.
- 开发一个整合动态粘度和纳米粒子成本的健身功能.
主要成果:
- GPR准确地预测了动态粘度 (R2 = 1),使得数据集的增强成为可能.
- 基于ZnO和ZnO的混合纳米流体展示了卓越的性能和成本效益.
- 拟议的健身功能促进了基于性能和成本的高效纳米流体选择.
结论:
- 精确的GPR动态粘度估计允许减少实验力度.
- 通过平衡性能和成本,可以实现用于加工的最佳纳米流体选择.
- 建议ZnO及其混合组合用于增强的切割液应用.
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