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Simulated annealing for vertical magnetic dipole TEM ID inversion

机译:用于垂直磁性偶极电视ID反转的模拟退火

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Simulated annealing is one kind of global optimization methods, which needn't calculate Jacobian matrix, is less dependent on starting model and isn't easily trapped in local minima. Using Gaver-Stehfest transform, impulse response of magnetic induction excited by vertical magnetic dipole on the surface of layered medium was deduced from electric field in frequency domain. Simulated annealing was applied in TEM 1D inversion, numerical calculation model was two-layer geoelectric model. We demonstrate the simulated annealing flexibility for starting models by allowing the model parameters to vary in a large range (far away from the true model). For verifying the algorithm is suitable of TEM 1D inversion, the inversion starts from 10 different starting models and has 500 temperature reductions (iterations). All runs converge to the true parameters and the discrepancy between inversion results and true parameters are less than 3%. However, the efficiency of simulated annealing for TEM 1D inversion is low.
机译:模拟退火是一种全局优化方法,不需要计算雅可族矩阵,不太依赖于启动模型,并且不容易被困在局部最小值。采用Gaver-Stehfest变换,从频域的电场推导出层状介质表面上的垂直磁偶极物激发的脉冲响应。模拟退火应用于TEM 1D反转,数值计算模型是两层电气模型。我们通过允许模型参数在大范围内(远离真实模型远离真实模型)来展示启动模型的模拟退火灵活性。为了验证算法适用于TEM 1D反转,反演从10个不同的起始模型开始,并且具有500个温度缩减(迭代)。所有运行都会收敛到真正的参数,反演结果和真差参数之间的差异小于3%。然而,用于TEM 1D反转的模拟退火的效率低。

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