卡尔曼波器逆分析的发展和贝叶斯的方法应用于地球技术工程
Akira Murakami1, Kazunori Fujisawa2, Takayuki Shuku3
1Graduate School of Advanced Integrated Studies in Human Survivability, Kyoto University.
概括
本综述探讨了使用卡尔曼波器和马尔科夫链蒙特卡洛方法在地质工程中的高级反向分析. 这些技术增强了对现实世界的项目进行参数估计和决策.
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
- 数据同化数据同化
背景情况:
- 传统的地质技术分析通常依赖于简化的模型和有限的数据.
- 准确的参数估计和不确定性量化对于可靠的工程设计至关重要.
- 反向分析提供了一个强大的框架,可以从观察到的数据中推断模型参数.
结论:
- 审查的方法为地质技术逆向分析和数据同化提供了强大的工具.
- 未来的研究应该优先考虑改善长期预测准确性,使用有限的观测.
- 开发系统方法来选择合适的物理模型和构成规律是必不可少的.
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