破碎的多洛米特的强度预测模型和基于PFC3D的机械性能分析
Yi Chen1,2, Junying Rao3, Changjie Zhao1,2
1School of Civil Engineering, Guizhou University, Guiyang, 550025, Guizhou, China.
Scientific reports
|August 17, 2023
概括
这项研究开发了破碎的多洛米特的强度预测模型,发现断裂俯冲角度显著影响岩石强度. 该模型使用精细的后勤回归算法实现了高精度.
科学领域:
- 地质技术工程 地质技术工程
- 岩石力学 岩石力学 岩石力学
- 计算地质学的计算地质学
背景情况:
- 破碎的多洛米特呈现出复杂的机械行为,对于工程应用至关重要.
- 了解断裂特征对岩石强度的影响对于稳定性分析至关重要.
研究的目的:
- 开发一个预测模型,用于破碎的多洛米特的机械强度.
- 量化各种断裂特征对岩石强度的影响.
- 阐明影响岩石强度的断裂传播机制.
主要方法:
- 使用皮尔森和MIC系数分析断裂特征 (浸入角,长度,位置,数量).
- 用三度多项式和三分类逻辑回归算法进行数据预处理.
- 使用PFC3D进行数值模拟,以确定断裂特征的显著性顺序,并分析内部断裂传播.
主要成果:
- 后勤回归模型实现了最高的预测准确度和概括能力,规则化系数为 λ = 10,000.
- PFC3D模拟准确地复制了岩石裂变过程和特征.
- 断裂特征对岩石强度的影响顺序被确定为俯冲角度> 长度> 位置.
结论:
- 为破碎的多洛米特建立了一个强大的强度预测模型.
- 断裂的俯冲角度是影响多洛米特机械强度的最关键因素.
- 数字模拟为破裂传播机制及其对岩石强度的影响提供了宝贵的见解.
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