基于灰色理论的石灰岩微观参数校准方法的研究
Mengkun Wu1, Ankui Hu2,3,4, Shuai Zhou1
1School of Energy and Power Engineering, Xihua University, Chengdu, 610039, China.
Scientific reports
|September 22, 2023
概括
这项研究引入了一种新的方法,用于在岩石模拟中校准微观参数,使用并行键模型 (PBM). 与手动校准相比,这种方法提高了准确性和效率,有利于地质工程.
科学领域:
- 地质技术工程 地质技术工程
- 计算力学 计算力学 计算力学
- 材料科学 是一种材料科学.
背景情况:
- 在粒子流代码中使用线性平行键模型 (PBM) 模拟完整的岩石需要准确的微观参数来匹配宏观岩石特性.
- 目前用于参数校准的手动试错方法耗时,可能缺乏精度.
研究的目的:
- 开发一种自动化和准确的方法来确定岩石模拟PBM模型的微观参数.
- 为了解决地质技术数值建模中手动校准的局限性.
主要方法:
- 在PBM模型中简化了微观参数.
- 应用灰色绝对相关性与回归分析相结合,以确定宏观参数的反向性能.
- 使用有限元软件 (ABAQUS) 进行验证,用于石校准.
主要成果:
- 提出的灰色相关性和回归分析方法有效校准了PBM微观参数.
- 使用校准参数进行的数值模拟显示,对于宏观性质,与ABAQUS的结果有很强的一致性.
- 该方法准确地预测了岩石损伤的形式.
结论:
- 开发的反向性能方法为PBM岩石模拟提供了与手动校准相比显著的改进.
- 这种方法提高了地质工程中的数值建模的可靠性和效率.
- 准确的微观参数校准对于预测宏观岩石的行为和故障机制至关重要.
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