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Frequency-Hopping GPR Prospecting of Sparse Scatterers Through Bayesian Compressive Sensing

机译:通过贝叶斯压缩传感频率跳频GPR勘探稀疏散射体

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An innovative ground penetrating radar (GPR) inverse scattering (IS) methodology for imaging sparse buried objects is proposed. The developed methodology integrates a customized Bayesian compressive sensing (BCS) solver within a frequency hopping (FH) strategy in order to (i) regularize the IS problem by enforcing sparsity priors on the unknown scatterers as well as to (ii) exploit the multi-chromatic informative content of GPR data. A preliminary numerical benchmark is shown to preliminarily assess the effectiveness of the proposed FH-BCS technique in providing robust and accurate subsurface images.
机译:提出了一种创新的地面穿透雷达(GPR)逆散射(IS)用于成像稀疏埋藏物体的方法。 开发的方法在跳频(FH)策略内集成了定制的贝叶斯压缩感测(BCS)求解器,以便(i)通过对未知散射体上的稀疏性引导以及(ii)利用多 - GPR数据的彩色信息含量。 初步数值基准显示初步评估所提出的FH-BCS技术在提供稳健和准确的地下图像方面的有效性。

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