基于广义径向基函数插值的地质体隐式自动建模方法

Implicit automatic modeling method for geological bodies based on generalized radial basis functions interpolation

  • 摘要: 在矿山透明地质保障系统建设中,如何利用稀疏的地质数据构建高精度三维地质模型,是一项极具挑战性的关键课题。传统隐式建模方法存在空间插值合理性不足与地质规则约束构造受限等问题,难以自动高效构建满足地质特征的三维地质体模型。针对上述问题,提出了一种基于广义径向基函数(Generalized Radial Basis Functions,GRBF)插值的地质体隐式自动建模方法。采用数学函数表征满足地质规则约束的地质体,并通过定义地质体构建规则和曲面重构方法得到拓扑一致的地质体网格模型。在空间几何约束方面,利用GRBF插值方法构造了多种不同类型的广义插值约束条件。在地质规则约束方面,构建了多种不同类型的地质界面约束和地质年代约束。在地质体构建规则方面,分析了地质体构建的岩性评估规则及其加速评估策略。在地质体曲面重构方面,扩展了适合于多域曲面重构的移动四面体方法,采用顶点聚类算法提高网格生成质量,利用曲面追踪策略提高等值面提取效率。结果表明:该方法基于势场组合规则能够自动高效处理具有多种类型地质界面约束和地质年代约束的地质建模问题,构建地质合理且拓扑一致的三维地质体模型;最终的地质界面通过势场法(Potential Field Method,PFM)插值求解得到,可以通过约束规则迭代调整实现地质模型的动态更新,并采用三维曲面重构技术验证隐式建模结果的地质合理性;以多个地质数据集为基础成功构建了多个符合地质规律的三维地质体模型,验证了GRBF插值方法的插值效果与融合地质规则约束的地质体隐式自动建模方法的可靠性,表明该建模方法能够有效融合空间插值数学框架与地质规则约束,具有较好的地质建模适用性。

     

    Abstract: In the construction of transparent geological guarantee systems for mines, the generation of high-precision three-dimensional geological models from sparse geological data is considered a highly challenging and key research topic. Traditional implicit modeling methods are limited by the insufficient rationality of spatial interpolation and the restricted incorporation of geological rule constraints, so that geologically reasonable and topologically consistent three-dimensional geological body models cannot be constructed automatically and efficiently. To address this problem, an implicit automatic geological body modeling method based on generalized radial basis function (GRBF) interpolation is proposed. Mathematical functions based on GRBF interpolation are employed to represent geological bodies satisfying geological rule constraints. Topologically consistent geological body mesh models are obtained by defining geological body construction rules and surface reconstruction methods. In terms of spatial geometric constraints, various types of generalized interpolation constraints are constructed by using the GRBF interpolation method. In terms of geological rule constraints, multiple types of geological interface constraints and geological age constraints are formulated. In terms of geological body construction rules, lithological evaluation rules for geological body construction and their accelerated assessment strategies are analyzed. In terms of geological body surface reconstruction, the marching tetrahedra method suitable for multi-domain surface reconstruction is extended, vertex clustering algorithms are adopted to improve mesh generation quality, and surface tracking strategies are implemented to improve isosurface extraction efficiency. Based on potential field combination rules, geological modeling problems with multiple types of geological interface constraints and geological age constraints are processed automatically and efficiently, and geologically reasonable and topologically consistent three-dimensional geological body models are constructed. Since the final geological interfaces are obtained by potential field interpolation, the dynamic updating of geological models is realized through iterative adjustment of constraint rules. Three-dimensional surface reconstruction techniques are employed to verify the geological rationality of the implicit modeling results. Based on several geological datasets, multiple three-dimensional geological body models conforming to geological laws are successfully constructed, which verifies the interpolation performance of the GRBF interpolation method and the reliability of the implicit automatic geological body modeling method integrating geological rule constraints. It is demonstrated that the spatial interpolation mathematical framework and geological rule constraints are effectively integrated by the proposed modeling method, and the satisfactory applicability in geological modeling is achieved.

     

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