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Numerical simulation of scattering from rough surfaces: awavelet-based approach

机译:粗糙表面散射的数值模拟:基于小波的方法

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In this paper, a preliminary study is carried out to demonstrate the application of wavelets for improving the computation time and reducing computational memory required for evaluating the statistics of the scattered field from rough surfaces using the method of moments (MoM) in conjunction with a Monte Carlo simulation. In specific, Haar and the first order B-spline wavelet basis functions are applied to the MoM formulation of one-dimensional rough surfaces in order to compare the computation time and sparsity for wavelets in the same family but of higher order. Since the scattering coefficient (the second moment of the backscatter field per unit area) is a gentle function of the surface parameters and the radar attributes, it is demonstrated that a relatively high thresholding level can be applied to the impedance matrix, which leads to a sparser impedance matrix and faster computation time. It is also shown that applying a high threshold level the coefficients of the high-order wavelets would increase out of proportion, however, the effect of these current components averages out when computing the scattering coefficients. The resulting sparse impedance matrices are solved efficiently using fast search routines such as the conjugate gradient method. A systematic study is carried out to investigate the effect of different threshold levels on the accuracy versus computing speed criterion. The computed scattering coefficients are compared to previous results computed using a conventional pulse basis function as well as the existing theoretical solutions for rough surfaces. It is shown that wavelet basis functions provide substantial reductions in both memory requirements and computation time
机译:在本文中,进行了初步研究,以证明小波在改进计算时间并减少使用矩量法(MoM)结合Monte方法评估粗糙表面散射场统计所需的计算内存中的应用卡洛模拟。具体而言,将Haar和一阶B样条小波基函数应用于一维粗糙表面的MoM公式,以便比较同一族但具有更高阶的小波的计算时间和稀疏性。由于散射系数(每单位面积的反向散射场的第二矩)是表面参数和雷达属性的温和函数,因此证明可以将较高的阈值水平应用于阻抗矩阵,从而导致稀疏的阻抗矩阵和更快的计算时间。还显示出,应用高阈值水平,高阶小波的系数将不成比例地增加,但是,当计算散射系数时,这些电流分量的影响平均。使用快速搜索例程(例如共轭梯度法)可以有效地解决所得的稀疏阻抗矩阵。进行了系统的研究,以研究不同阈值水平对精度与计算速度标准的影响。将计算得到的散射系数与使用常规脉冲基函数以及粗糙表面的现有理论解决方案计算出的先前结果进行比较。结果表明,小波基函数可以显着减少内存需求和计算时间

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