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首页> 外文期刊>Natural resources research >Estimating Model Parameters from Self-Potential Anomaly of 2D Inclined Sheet Using Whale Optimization Algorithm:Applications to Mineral Exploration and Tracing Shear Zones
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Estimating Model Parameters from Self-Potential Anomaly of 2D Inclined Sheet Using Whale Optimization Algorithm:Applications to Mineral Exploration and Tracing Shear Zones

机译:鲸鱼优化算法估算来自2D倾斜板的自势异常的模型参数:应用于矿物勘探和跟踪剪切区的应用

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摘要

The use of spontaneous potential (SP) anomalies is well known in the geophysical literatures because of its effectiveness and significance in solving many complex problems in mineral exploration. The inverse problem of self-potential data interpretation is generally ill-posed and nonlinear. Methods based on derivative analysis usually fail to reach the optimal solution (global minimum) and trapped in a local minimum. A new simple heuristic solution to SP anomalies due to 2D inclined sheet of infinite horizontal length is investigated in this study to solve these problems. This method is based on utilizing whale optimization algorithm (WOA) as an effective heuristic solution to the inverse problem of self-potential field due to a 2D inclined sheet. In this context, the WOA was applied first to synthetic example, where the effect of the random noise was examined and the method revealed good results using proper MATLAB code. The technique was then applied on several real field profiles from different localities aiming to determine the parameters of mineralized zones or the associated shear zones. The inversion parameters revealed that WOA detected accurately the unknown parameters and showed a good validation when compared with the published inversion methods.
机译:由于其在解决矿物勘查中许多复杂问题的有效性和意义,使用自发潜力(SP)异常在地球物理文献中众所周知。自我潜在数据解释的逆问题通常是不良和非线性的。基于衍生物分析的方法通常无法达到最佳解决方案(全局最小值)并以局部最小捕获。在本研究中研究了由于2D倾斜的无限水平长度引起的新的简单启发式解决方案,以解决这些问题。该方法基于利用鲸料优化算法(WOA)作为由于2D倾斜纸引起的自我电位场的逆问题的有效启发式解决方案。在这种情况下,首先应用WOA到合成示例,其中检查了随机噪声的效果,并且该方法使用适当的MATLAB代码揭示了良好的结果。然后将该技术应用于来自旨在确定矿化区或相关剪切区的参数的不同地区的几个真实场谱上。反转参数显示WOA准确地检测到未知参数,并在与已发布的反转方法相比时显示出良好的验证。

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