通过数值分析评估使用不同类型的磨辅助器对磨性能的影响
Yahya Kaya1, Veysel Kobya1, Murat Eser2
1Department of Civil Engineering, Bursa Uludag University, Bursa 16059, Turkey.
Materials (Basel, Switzerland)
|June 27, 2025
概括
为可持续的水泥生产选择有效的研磨辅助材料是复杂的. 这项研究模型GA属性GA属性.
科学领域:
- 材料科学 材料科学 材料科学
- 化学工程是化学工程的重要组成部分.
- 可持续的建筑材料 可持续的建筑材料
背景情况:
- 研磨辅助器 (GA) 对于环保的水泥生产至关重要.
- 由于复杂的标准,选择最佳的GA具有挑战性.
- 建模GA属性可以改善研磨性能预测.
研究的目的:
- 模拟磨砂辅助性能对水泥磨砂效率的影响.
- 确定影响水泥细度的关键参数.
- 评估用于预测研磨性能的机器学习模型.
主要方法:
- 实验七个GA在四个剂量和时间依赖的研磨.
- 合成少数人过量采样技术 (Smote) 的应用,用于数据增强.
- 使用人工神经网络 (ANN),TabNet,随机森林 (RF) 和XGBoost进行建模.
- 参数重要性排名使用XGBoost.
主要成果:
- 在建模方面,XGBoost表现出卓越的性能,实现了低MAE (21.0384),RMSE (33.7379) 和LogCosh (15.4846) 的指标.
- 该研究成功地对影响布莱恩精度的参数进行了排名.
- 机器学习模型有效地用增强数据预测了研磨性能.
结论:
- 机器学习,特别是XGBoost,提供了一种强大的方法来理解和优化研磨辅助器的选择.
- 这项研究提供了一个数据驱动的框架,用于增强可持续的水泥系统.
- 准确的建模可以指导开发更高效,更环保的水泥生产流程.
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