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3D reconstruction-based numerical modeling of irregular‑shaped geo‑objects using digital images: a novel approach

机译:基于3D基于重建的数值模型使用数字图像的不规则形状 - 一种新颖的方法

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摘要

Naturally occurring rock mass have rough surface with irregular geometry and highly unpredictable material properties, making them almost impossible to mathematically represent in computer-aided design (CAD)-based modeling. Simulating the responses of irregular geo-objects under naturally occurring loading conditions is a matter of extensive research. In this context, the contribution of this research is twofold: (i) to propose a 3D reconstruction-based numerical modeling technique that can be used for accurate simulation of irregular geo-objects and (ii) to demonstrate the effectiveness of the proposed modeling approach by testing its accuracy with respect to lab level experiments in simulating strength of intact rocks. Here, image sequences of irregular rocks are used to build 3D reconstructed models that incorporate the objects' exact geometry. These models are then simulated in numerical modeling software to predict the mechanical behavior of those objects. Validation of the proposed approach was done by comparing the laboratory obtained breaking strengths of the rock samples against their numerical modeling received strengths. It has been shown that the proposed methodology can predict the uniaxial and tensile strength of standard rock samples with 95-99% accuracy. The proposed method is more robust, simplistic, and as-accurate as the existing CAD-based numerical modeling approach, making them readily applicable in modeling the mechanical behavior of geo-objects having irregular surface geometry.
机译:当然,发生的岩体具有粗糙的表面,具有不规则的几何形状和高度不可预测的材料特性,使得它们几乎不可能在数学上以计算机辅助设计(CAD)为基础的建模。在天然存在的负载条件下模拟不规则地质对象的响应是一种广泛的研究。在这种情况下,该研究的贡献是双重的:(i)提出基于3D重建的数值建模技术,可用于准确模拟不规则地理对象和(ii)以证明所提出的建模方法的有效性通过在实验室水平实验中测试其精确性实验的精确性,在模拟完整岩石的强度。这里,不规则岩石的图像序列用于构建结合物体'精确几何的3D重建模型。然后在数值建模软件中模拟这些模型以预测这些物体的机械行为。通过比较岩石样品的分解强度对其数值建模的影响来完成所提出的方法的验证。已经表明,所提出的方法可以预测标准岩石样品的单轴和拉伸强度,精度为95-99%。所提出的方法更坚固,简单,以及作为现有的基于CAD的数值建模方法的准确性,使它们容易适用于建模具有不规则表面几何形状的地质物体的机械行为。

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